Research Interests
In my research, I use computer simulations to understand the interior and evolution of giant planets. Materials in planetary interiors are exposed to extreme temperature and pressure conditions that cannot yet be reached with laboratory experiments. Instead we rely on highly accurate first-principles computer simulations. With these methods, we recently explained why neon is depleted in Jupiter's atmosphere and provided strong, though indirect evidence for helium rain to occur in giant planets. Our recent simulations showed that planetary ices, H2O, CH4 and NH3, spontaneous phase separate in the interiors of Uranus and Neptune, which exlains why these planets have disordered magnetic fields.
Furthermore I study materials in the deep mantle of our planet and compare my results with static and dynamic high pressure experiments. In some cases, computer simulations provide new insight into properties of materials that cannot be obtained with experiments. In other cases we use them to make predictions for the state of matter at these extreme pressures. Recent examples include fluid helium and water ice at megabar pressures.
My background is in the field of theoretical condensed matter physics and I am interested in theory and simulation of novel materials under extreme conditions. I use a variety of first-principles simulation methods including path integral Monte Carlo and density functional molecular dynamics.
Research Group
Felipe Gonzalez-Cataldo, assistant researcher.
Tanja Kovajevic, PhD candidate.
Kyla de Villa, PhD candidate and winner of AGU's Jamieson Prize in 2024.
Salma Ahmed, PhD student.
Chengze Hou, PhD student.
Formerly in my group at UCB:
Victor Robinson, postdoctoral researcher.
Jizhou Wu, PhD student.
Rustin Domingos, PhD student.
Anton Ermakov, postdoctoral researcher.
Sean Wahl, postdoctoral researcher.
Mark Olson, undergraduate student.
Ryu Akiba, undergraduate student, now in PhD program at UC Santa Cruz.
Maximilian Böhme, graduate student visiting from Dresden, Germany.
Shefali Bhatia, UCB undergraduate student.
Henry Peterson, UCB undergraduate student.
Kevin Driver, postdoctorial researcher, now staff scientists at LLNL.
Francois Soubiran, postdoctorial researcher, now staff scientists at CEA in France.
Shuai Zhang, PhD student, now staff scientists at LLE in Rochester, NY.
Tanis Leonhardi, UCB graduate student.
Hugh F. Wilson associate specialist, now at CSIRO in Melbourne.
Stephen Stackhouse, now Lecturer at the University of Leeds.
Saad Khairallah, now staff scientists at LLNL.
Mike Wong, UCB undergraduate student, since graduated with PhD degree from Caltech.
Benjamin Sherman, undergraduate student from CSUN visited in 2010 and 2011.
Members of my research group at the Carnegie Institution of Science (2003-2007):
Jan Vorberger, postdoctorial researcher, now staff scientist in HZDR in Rossendorf, Germany
Ken Esler, postdoctoral researcher
Rebekah Graham, Isaac Tamblyn, Seth Jacobsen (all REU summer students)
Teaching
In the fall of 2008, I introduced EPS 109 “Computer Simulations with Jupyter Notebooks” as a new course. An introduction to computer simulation and data analysis methods is given and students learn to write programs with Jupyter notebooks. Have a look the animations that the students made during the 2008, 2009, 2011, 2012, 2013, 2014, 2015, 2016, 2018, 2019, 2020, 2021, 2022, and 2023 classes. In spring of 2011, Dino Bellugi and I introduced the graduate class EPS 209 “Matlab Applications in Earth Science”. Here is a compilation of the final projects.
I teach the course C12 “The Planets”. A tour of the mysteries and inner workings of our solar system is presented. The class has over 200 students and is directed at nonscience majors. Here are some pictures from our class room demonstrations in 2010 and 2012. This course is also offered as an online summer class W12. Here are three examples from our series of recorded lectures: a course introduction, one on the Kepler mission, and one on meteorites. My experiences teaching online are described in an article for the EPS alumni report in 2010.
Here are some pictures from my presentations at UC Berkeley's CalDay events in 2010, 2013, and 2019. I also participated in a field trip to Yosemite National Park.
Slides and videos from presentations at conferences and workshops
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B. Militzer, "Quantum Mechanics and Computer Simulations", online lecture for course "Warm Dense Matter: Concepts and Fundamentals", October 2025, PDF file. Here is the correspondng homework assignment on ortho and para hydrogen.
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B. Militzer, "Interior Structure of Uranus and Neptune - Why Don't These Planets Generate Dipolar Magnetic Fields?", Zoom presentation for the Center for Matter at atomic pressure (CMAP), November 2024. The recording is available here and on Youtube. At minute 30:39, the new results are introduced. Slides are provided in PPTX (130 MB with two embedded movies) and PDF (28 MB) formats.
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T. Kovacevic, "Simulations of rock-ice mixtures in the mantles of water-rich planets", invited talk at Europlanet Science Congress in Berlin, September 2024, PDF file.
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B. Militzer, "Path Integral Monte Carlo Simulations of Warm Dense Matter", lecture 1 at 60th Karpacz Winter School on Theoretical Physics, May 17, 2024, PDF file.
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B. Militzer, "Ab initio Simulations of Iron, NASA mission Juno to Jupiter & dilute core", lecture 2 at 60th Karpacz Winter School on Theoretical Physics, May 18, 2024, PDF file.
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B. Militzer, "NASA mission Cassini to Saturn. How did that planet become the Lord of the Rings?", lecture 3 at 60th Karpacz Winter School on Theoretical Physics, May 19, 2024, PDF file.
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B. Militzer, "Quadratic Monte Carlo to Understand Jupiter's Interior Structure and the Origin of Saturn's Ring", seminar at Flatiron Institute, March 8, 2024, PPTX, PDF files.
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T. Kovacevic, "Heat Until it Mixes", research seminar at LLNL, October 2023, PDF file.
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F. Gonzalez et al., "A model for ramp compression from ab initio calculations.", 22nd Biennial Conference of the APS Topical Group on Shock Compression of Condensed Matter (SHOCK22), July 14, 2022, PDF files.
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F. Gonzalez et al., "Quantum simulations at extreme conditions: warm dense matter and planetary interiors", HEDS Seminar Series, Lawrence Livermore National Laboratory, December 1, 2022, PDF files.
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B. Militzer et al., "The Origin of Saturn's Obliquity and Young Rings", AGU talk, December 2022, PPTX, PDF files.
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Tanja Kovacevic, "Rock and Ice Miscibility in the Interiors of Water Worlds", poster at Gordon Conference on High Pressure, July 2022, PDF file.
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B. Militzer, "First-Principles Equation of State Database For Warm Dense Matter Computations", LLNL-Japan seminar, April 2022, PPTX, PDF files.
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B. Militzer, "Tidal response and shape of hot Jupiters", Bay Area Exoplanet Meeting, March 2022, PPTX, PDF files.
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B. Militzer, "The Interiors of Jupiter and Saturn", Alphabet company, May 2021, video recording.
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F. Gonzalez et al., "First Principles Calculations of the Equation of State of MgSiO3 in the Gigabar Regime.", APS March Meeting 2020, PPTX, online slides files.
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B. Militzer et al., "Measurement and Implication of Saturn's gravity field and ring mass", 2019, PPTX, PDF files.
Computer code
| 6. | Code for equation of state calculations of hydrogen-helium mixtures at low pressure. |
| 5. | General-purpose Monte Carlo code with five additional moves: 10.5281/zenodo.13961174. |
| 4. | General-purpose quadratic Monte Carlo code: QMC. For a DOI, use 10.5281/zenodo.8038144. |
| 3. | Code to access first-principles equation of state (FPEOS) database for warm dense matter computation. |
| 2. | Equation of State of hydrogen-helium mixtures at high pressure. |
| 1. | Equation of State of hot, dense helium. |
Datasets
| 9. | Equation of state tables for liquid and superionic water as well as our 2025 models for the interior structures of Uranus and Neptune with revised, colder temperature profiles. |
| 8. | 2024 models for the interior structures of Uranus and Neptune that are compatible with the observed nondipolar magnetic fields. |
| 7. | 2023b models for the interior structures of Jupiter mrt_files_05-28-23.tgz that are also available here 10.5281/zenodo.10471389. |
| 6. | 2023a models for the interior structures of Jupiter: 1a, 1b, 2a, 2b, 3a and 3b. |
| 5. | Equation of state tables for solid and liquid iron. |
| 4. | 2022 data file for model for the interior structures of Jupiter with dilute core. |
| 3. | First-principles equation of state (FPEOS) database for warm dense matter computation. |
| 2. | Equation of State of hydrogen-helium mixtures at high pressure. |
| 1. | Equation of State of hot, dense helium. |
Open Positions
We have open postdoc positions and opportunities for new Ph.D. students to work in planetary science and on computer simulations of matter at extreme conditions. Alternatively, you may be able to work with us by taking advantage of opportunities in Astronomy.
Ph.D. applicants interested in this research should apply to the department of Earth and Planetary science. The deadline is in mid-December every year. Applicants are encouraged to contact me in advance to discuss mutual interests and specific research projects.
What Constitudes an Electride? New Criteria Derived from Simulations of Solids and Liquids
Magnesium becomes an electride at pressures greater than 95 GPa as electronic charge accumulates in between the atoms in the center and along edges of the unit cell.
Electrides are materials in which electronic charge accumulates in between atoms away from any chemical bonds. At high pressure, the interaction with neighboring atoms destablizes electrons in the highest valence orbits and moves them to states of lower energy in between the atoms. Salma Ahmed et al. performed simulations of solids and liquids at high pressure to investigate conditions for electride formation. She proposed that electrides must have electron localization function (ELF) value greater than 0.7, have at least 0.9 electrons per charge basin, and exceed a critial value of Laplacian of the charge density. In the process, Salma discovered that elemental silicon also becomes an electride at high pressure.
Ab Initio Simulations Predict the Interiors of Uranus and Neptune to be 15-30% Colder than Previous Models
Our new ab initio calculations show that the interior temperature of Uranus is 30% colder than previously predicted when the same assumptions are made as before (4300 K instead of 5800 K). If one assumes that latent heat is released at the phase transition from liquid to superionic water, the interior is still 15% colder than before (4900 K). This colder temperature makes it much more likely for the phase separation of planetary ices that we predicted or the diamond rain to occur in the interiors of Uranus and Neptune.
Whether new models of type B or C (see left graph) are more realistic depends on the question whether there is an exothermic or endothermic first-order phase transition in the mantles of Uranus and Neptune as we discuss in our recent paper.
Why don't Uranus and Neptune generate strong dipolar magnetic fields like Earth, Jupiter and Saturn?
It was a major surprise when the Voyager 2 spacecraft discovered in 1986 and 1989 that the two ice giant planets in our solar system, Uranus and Neptune, do not have the typical dipolar magnetic fields. Instead of having well-defined north and south poles that we know from Earth, Jupiter and Saturn, these magnetic fields are much more disordered. It has remained unexplained for 30+ years what Uranus and Neptune are missing for their magnetic fields to organize themselves into strong dipolar fields. Our research article now offers a really attractive solution to this puzzle:
Phase separation of planetary ices explains nondipolar magnetic fields of Uranus and Neptune.
Our computer simulations of planetary ices (water, methane and ammonia) predict that they phase separate into two fluids (a bit like oil and water) at high pressure. Uranus and Neptune are thus predicted to have two distinct, liquid layers in their interiors: a thin convecting upper layer, rich in water, where the disordered magnetic field is generated and a lower layer composed of carbon, nitrogen and hydrogen that is magnetically inactive.
- Here is a recording of a research presentation on this subject, which you also find on youtube. Forward to minute 30:39 for the new results. Here are slides in pptx and pdf formats.
- Robert Sanders from Media Relations at UCB wrote an article entitled “A clue to what lies beneath the bland surfaces of Uranus and Neptune”.
- Jonathan O'Callaghan reported in the NY Times “Vast Oceans of Water May Be Hiding Within Uranus and Neptune”.
- John Wenz wrote in Astronomy Magazin “Uranus and Neptune have weird magnetic fields - this might be why”.
- Rosemary Pennington and John Bailer recorded with me an episode entitled “Out of this world statistics” for their Stats+Stories podcast series.
- On National Public Radio's popular show Science Friday, you can find an interview entitled “Might Uranus And Neptune Have Deep, Multi-Layer Oceans?”
- Finally some data files for the interior structures of Uranus and Neptune can be found on Zenodo.
Experimental Pathways for Detecting Double Superionicity in Planetary Ices
In our latest article, we describe how a doubly superionic state can be generated and detected with dynamic compression experiments. X-ray diffraction (XRD) serves as a primary tool to determine whether the nitrogen atoms are ordered or disordered, which marks the differences between a hydrogen superionic and a doubly superionic states. When the material transitions from one state to the other, the first three peaks in the XRD spectrum disappear (left graph). When the material melts completely, a very broad peak appears that is centered at the (1 2 2) Bragg deflection.
To reach a doubly superionic state at high pressure and temperature, we propose shock+ramp compression experiments or triple shock experiments.
Comparison of possible models for Jupiter's interior structure
Nine models of Jupiter's interior structure (from left to right): Two layer model, three layer model, four layer models of types A and B, our five layer reference model (middle), alternate five layer models of types B, C, D, and our six layer model.
The Juno spacecraft measured Jupiter's gravity field with high precision. In our latest article, we show that it is possible to match these gravity measurements with a variety of interior models, except with a very simple two layer model shown on the left. However, our five layer reference model remains the most plausible model because of the phase diagram of hydrogen and helium as well as other physical assumptions. Machine readable data files for our models are available here: mrt_files_05-28-23.tgz.
Novel State of Icy Matter Predicted: Double Superionicity
At high pressure and temperature, water assumes superionic state, in which the smaller hydrogen atoms behave like a liquid while the larger oxygen nuclei remain confined to their lattice sites. In our latest work, Kyla de Villa, Felipe Gonzalez and I predict the existence of a novel state of matter: double superionicity. On the left, we show for the material H3NO4 that the hydrogen and the nitrogen nuclei are mobile while the oxygen atoms remain confined to their lattice sites. Here is a larger .mp4 animation.
- When ice compounds like H3NO4, CH2N2, or HCNO are gradually heated at high pressure, our computer simulations predict that the hydrogen nuclei are mobilized first and the material changes from a solid to a hydrogen superionic state.
- Upon further heating, we find that a second type of nuclei like N in H3NO4 is mobilized and the material assumed a double superionic state, in which two types of nuclei behave like a liquid while the oxygen nuclei remain confined to the their lattice sites. Upon further heating the lattice oxygen nuclei melts also and the material assume a liquid state.
- We predict superionicity to be a common feature among compounds in the interiors of Uranus and Neptune. It will contribute the electrical conductity and thus enhance the generation of the magnetic fields in their interiors.
Iron cores of Super-Earth planets all start crystallizing from center
We computed the equation of state of solid and liquid iron and derived the melting line from 300 to 5000 GPa with ab initio free energy calculations. Our work was published in Physical Review Research: “Ab initio determination of iron melting at terapascal pressures and Super-Earths core crystallization”. Here is the pdf file.
- At the inner-core boundary pressure of 330 GPa, our predicted melting temperature to be 6750 K, which is within the error bars of experimental measurements, but approximately 500 K higher than the prediction by Alfe et al. (2002).
- Our adiabats are shallower than our melt line, which implies the iron cores of Super-Earths always crystallize from the center like in our Earth.
- We also computed the free energy of the bcc phase at 300 GPa near the melting temperature and found it to be less stable than the hcp structure.
- From 300 to 5000 GPa, we predict iron melting temperature to increase from 6750 to 25000 K, which is hotter than the temperature of most Super-Earth interior models in the literature. It implies the cores to be completely frozen according to published models. Only Boujibar et al. 2020 allows for a wide range of interior temperatures for Super-Earth that allows for liquid and solid cores. We predict that the average core temperature of a two Earth mass planet must be at least 8000 K for its core not to be frozen completely.
- Our melting line is shallower than that of Stixrude 2014 and Morard 2011.
- We find the Lindeman criterion significantly underestimates the melting temperatures.
- We provide EOS tables with entropies and free energies for the solid phase and the liquid phase.
- Finally we analyze how the latent heat and entropy of melting change as a function of pressure.
New Quadratic Monte Carlo method is much more efficient than the popular affine invariant method
In our latest article, we study Jupiter's interior structure and introduce a new general-purpose Quadratic Monte Carlo (QMC) technique that is much more efficient in confining fitness landscapes than the popular affine invariant MCMC method that relies on linear stretch moves. We compare how long it takes the ensembles of walkers in both methods to travel to the most relevant parameter region. Once there, we compare the autocorrelation time and error bars of the two methods. For a ring potential and the 2d Rosenbrock function, we find that our quadratic Monte Carlo technique is significantly more efficient. This suggests a lot of computer time and thus electrical energy can be saved.
Here we provide our open QMC source code, installation instructions and three example applications and implementations.
How Did Saturn Become the Lord of the Rings in our Solar System?
My illustration of moon Chrysalis being dirupted by Saturn's gravity.
Our calculation of Saturn's angular momentum as function of rotation period.
Enlarged version of the graph in the middle that confirms that Saturn's is not in a spin-orbit resonance with Neptune today but it is very close.
In our manuscript (Science, 2022), Jack Wisdom, Rola Dbouk, I, William Hubbard, Francis Nimmo, Brynna Downey, and Richard French explain how Saturn received its prominent set of rings. For this joint project, I computed Saturn's moment of inertia and angular momentum by constructing models for the planet's interior structure that matched the gravity measurements of the Cassini spacecraft. The results from four independent calculations in the two graphs above show the planet's angular momentum is close but just outside the range for Saturn to be in a spin-orbit resonance with planet Neptune today. However, Saturn would have been in resonance if the planet once had an additional moon. In this case, Neptune could have tilted Saturn's spin axis by 27o, which is far too large to have emerged automically when the planet formed out of the protosolar disk. The dynamical simulations by Jack Wisdom predict that Saturn's rings formed in the following way:
(1) The Saturnian system formed with an additional moon, Chrysalis. Saturn's spin axis was perpendicular to its orbital plane.
(2) Chrysalis gave Neptune an extra "handle" to tilt Saturn's spin axis (via a spin-orbit resonance) to the large value that we see today, 27o.
(3) Saturn's moon Titan started to migrate out. About 160 million years ago, it entered into an resonance with the moon Chrysalis destabilizing its orbit.
(4) As a result, Chrysalis came so close to Saturn that it was sheared apart by Saturn's intense gravity (tidal disruption, illustrated in the figure above). Most of the material fell into Saturn but out of 1%, the rings formed.
(5) With Chrysalis gone, Neptune could no longer change Saturn's spin axis. So the planet was left spinning at an angle of 27o.
(6) Over time the rings became thinner and thinner because particles, that do not share the orbital plane with the majority, will eventually collide with others. This 'grinding' process broke up ring particles and thus greatly increased their number. The ring particle also became slightly darker over time because of a slow but steady bombardment with meteorites. This process led us to conclude in 2019 that the rings were surprisingly young, only about 100 million year old. So the next time when you look at Saturn's rings, we recommend you appreciate them a little bit more because they will not be there forever. (Saturn's ring are being slowly eroded as particles fall into Saturn.)
Our scenario for the formation of Saturn's rings is supported by the following lines of evidence:
(a) It predicts a young age for Saturn's rings of only 100 million years approximately. This is in agreement with the ring color and Cassini's measurements of the ring mass.
(b) It explains why Saturn's spin axis is tilted rather than being vertical, which it was when the planet formed.
(c) It also explains why Saturn's moment of inertia is so close to the critical value to be in a spin-orbit resonance with Neptune but just outside of the critical region.
(d) It is consistent with Titan's observed migration and offers an explanation why its orbit is slightly elliptical.
So our scenario nicely ties together these four pieces of evidence that appeared to be unrelated for a long time. This makes our scenario much more likely than earlier work that had suggested that the rings formed from a captured Kuiper belt comet. Still there were no humans around a 100 million years ago to witness Chrysalis' disintegration directly. It would have been a spectacular event that anyone could have watched with binoculars.
Here is a press release that Bob Sander's at UCB wrote. Will Dunham from Reuters, Randee Dawn from Today.com, and Kenna Hughes-Castleberry from TheDebrief.org wrote articles about this work. Here is short piece that aired on Science Friday.
Gravity measurements by Juno spacecraft imply Jupiter has a dilute core



The Juno spacecraft measured Jupiter's gravity field with exquisite precision. Matching the measurements with interior models that also agree findings by the earlier Galileo entry probe and make physical assumptions about the properties of hydogen-helium mixtures has been a real challenge. In our latest article, we satisfy Juno and Galileo measurements for the first time by constructing Jupiter models with a large dilute core that extends to 60% of the planet's radius (left and middle panels). We predict the dilute core to be comprised of 58% hydrogen, 24% helium, and only 18% of heavier elements. The dilute core reduces the magnitudes of the gravity harmonics J4 and J6 (right panel) so such an extent that we can match the spacecraft measurements with wind models that we optimize simultanesouly with model parameters for the interior. Our dilute core is homogeneous and convective. So we predict it to contribute to the generation of Jupiter's magnetic field in addition to the metallic hydrogen layer. Having two interacting dynamo layers may help explain the structure of Jupiter's magnetic field.
Do rock and ice mix when water world planets form?


Simulation of planet size imacts illustrating that rock and ice mix dynamically.
In our latest article, T. Kovacevic, F. Gonzalez-Cataldo, S. T. Stewart, and I study conditions in the interiors of water world planets that are expected to contain large amounts of rock and ice. We focus on the question whether they have well separated layers or rock and ice or if they likely have mixed rock-ice layers. First we performed ab initio computer simulations (upper left diagram) and determined rock and ice mix in all proportions as soon as the temperatures become sufficiently high for rock to melt (upper center). Finally we perform planet-size impact simulations (upper right) with the SPH method to demonstrate that such conditions are reached when giant impacts occur during a planet's formation. We conclude of water world planets likely have mixed layer when they form but it yet remains to be determined how long such layers last.
How hot do solids become during ramp compression experiments?
In our latest article, F. Gonzalez-Cataldo, B.K. Godwal, K. Driver, R. Jeanloz, and I study with computer simulations a material becomes during ramp compression experients. The work was motivated by the ramp compression experiments on diamond by R. Smith et al. that reached stress conditions of several tera Pascals. We found that for a given density, the measured stresses were too high to be compatible with results from ab initio simulations. The measured density-stress point can be matched with simulation results of liquid carbon (yellow symbols). This assumes the diamond samples melted during compression, which is under debate. There was sufficient energy in the experiment for this occur but no evidence for it was collected during the measurements. Later experiments by A. Lazicki et al. demonstrated that carbon remained solid. So we derive a multi-step model for ramp compression of solid carbon (red circles). For a assumed step number and size, this models allow us to estimate how much plastic work occured during the ramp compression.
Calculated Tidal Response of Hot Jupiters Disagrees with Observations
In our latest article, we study how the shape and gravity field of strongly irradiated, giant exoplanets is destorted by the external gravity field of their massive host stars. A planet's response to such external fields is expressed by the tidal Love number, k22, which has been inferred from telescope observations for the exoplanets WASP 4b (green color), HAT-P 13b (red), WASP 18b (blue). In the digram on the left, we compared these observations (solid circles) with our calculated values that we represent with triangles of corresponding colors. The upper triangles represent models without rocky core while the lower triangles show predictios for the largest possible cores. The beige symbols show our predictions for the exoplanets WASP 12b, 103b, 121b, Kepler 57b, and Corot 3b. We find that the static Love number, k22 cannot exceed the value 0.6 (yellow shaded region), which is in contradiction with some of the observations. We suggest additional observations to be made and existing data to be re-analyzed because this discrepancy may imply that the orbits of the observed exoplanets could be affected by other factors like not-yet-detected exoplanets. In our paper, we also derived the gravity harmonics, shape, of moment of inertia for our planet models.
First-Principles Equation of State (FPEOS) Database for Warm Dense Matter Computation
With the goal of making warm dense matter computations more reliable and efficient, we make available our first-principles equation of state (FPEOS) database for materials at extreme conditions. We provide our EOS tables the elements H, He, B, C, N, O, Ne, Na, Mg, Al, and Si as well as the compounds LiF, B4C, BN, CH4, CH2, C2H3, CH, C2H, MgO, and MgSiO3 that are solely based on results from ~5000 path integral Monte Carlo and density functional molecular dynamics simulations. For all these materials, we provide the pressure and internal energy over a density-temperature range from ~0.5 to 50 g/cc and from ~104 to 109 K. In our recent article, we compute isobars, adiabats, and shock Hugoniot curves in the regime of L and K shell ionization. Invoking the linear mixing approximation, we study the properties of mixtures at high density and temperature. We derive the Hugoniot curves for water and alumina as well as for carbon-oxygen, helium-neon, and CH-silicon mixtures. We predict the maximal shock compression ratios of H2O, H2O2, Al2O3, CO, and CO2 to be 4.61, 4.64, 4.64, 4.89, and 4.83, respectively. Finally we use the FPEOS database to determine the points of maximum shock compression for all available binary mixtures (left graph). We provide all FPEOS tables as well as C++ and Python computer codes for interpolation, Hugoniot calculations, and plots of various thermodynamic functions.
High-Pressure Phase Diagram of Magnesium Oxide Derived with Computer Simulations
With density functional molecular dynamics simulations, we computed the phase diagram of MgO in the pressure range from 50 to 2000 GPa up to temperature of 20000 K. Via thermodynamic integration (TDI), we derive the Gibbs free energies of the B1, B2, and liquid phases and determine their phase boundaries. The B1 structure is a NaCl-type crystal, in which Mg and O nuclei occupy alterating sites. Each atomic species by themselves forms a face-centered cubic lattice. In the B2 structure, is a CsCl-type crystal. Each atom species by themselves form a simple cubic structure. With our computer simulation, we show that anharmonic effects stabilize the B1 phase. We predict the B1-B2-liquid triple point to occur at approximately T = 10000 K and P = 370 GPa, which is higher in pressure than was inferred with quasi-harmonic methods. We predict the principal shock Hugoniot curve to enter the B2 phase stability domain but only over a very small pressure-temperature interval. This may render it difficult to observe this phase with shock experiments because of kinetic effects. Here are a copy of our article and a few slides in PPTX and PDF formats available to download.
Simulations and Experiments Reveal Effect of Nanopores on Helium Diffusion in Quartz
This joint theoretical-experimental project was sparked by a drastic disagreement between laboratory data and results from computer simulations for the diffusion of helium atoms in quartz crystals. This is important because the diffusion of noble gases in minerals is often utilized to reconstruct the thermal histories of rocks. Computer simulations of helium in perfect quartz crystals predicted that already at room temperature, all helium atoms would diffuse out of the crystal because the helium atoms encounter very lower energy barriers along the crystal's z channel. Taken at face value, this would imply all helium would have diffused out of the crystal before the experiments even began. Conversely, however, the lab measurements showed that temperatures between 70 and 220 oC were required for most helium atoms diffuse out of quartz crystals. In our article, this discrepancy is resolved by introducing the novel hypothesis that helium atom reside inside nanopores in the quartz crystal. The calculations showed that activation energy for helium atoms to diffuse from the nanopore into the crystal matched experimental data. A consistent effective diffusion model was constructed and the nanopore concentration was estimated to be approximately 10-5.
Excitation Mechanisms in Warm Dense Matter
In our latest article about warm dense matter, we employ path integral Monte Carlo and density function molecular dynamics simulations to study the properties of hot, dense magensium at high temperature and density. On the left, we show our prediction for the principal shock Hugoniot curve, which will most likely be the first quantity to be measure when laboratory experiments reach these conditions in the future. We identify four main excitation mechanisms that control the density that is reached in these compression experiments. In the low-pressure regime, excitations of L-shell electrons increase the shock compression ratio above the canonical value of 4. At higher pressure, the excitations of K-shell electrons maintain a high compression ratio of about 4.9. The compression ratio starts to decrease again once all K-shell electrons have been ionized. However, this decrease in compensated by the onset of radiative effects. Photons that are spontaneously emitted start making substantial controbutions to the energy and pressure. In compression, relativistic effects, that increase the energy of the electrons, play only a minor role.
Polymeric, metallic structure of fluorine predicted to form at high pressure
At the ambient conditions, fluorine is a highly reactive molecular gas. However, at high pressure, its properties change in a remarkable way. In our latest article, Mark Olson, Shefali Bhatia, Paul Larson and I use computer simulations to predict that fluorine forms a polyermic and metallic structure at 31 Mbar. Instead of the usual diatomic F2 bonding, the three quarters of the F atoms (blue) in the structure on the left are arranged in a 3D set of chains. The remaining quarter of atoms (red) occupied voids in between these chains. While flourine typically does not conduct electricity, our new high-pressure structure is an excellent conductor.
We obtained these results with a novel computer algorithm that allows us to efficiently predict crystal structures under symmetry and geometric constraints. We compare fluorine, chlorine and iodine and make reference to X-ray diffration experiments.
Equilibrium Tidal Response of Jupiter: Detectability by Juno Spacecraft
The four Galilean satellites, Io, Europa, Ganemede, and Callisto as well as the sun all change the shape of Jupiter very slighly through their gravitational forces. In this paper, we calculate the strengh of this tidal response, which is represented as a series of Love numbers (knm). We determine which Love numbers can be detected with the Juno spacecraft in the course of the on-going mission. The graph on the left suggests that Io's k22, k33, k42, and k31 lead to strong signals and should thus all be detectable. We predict a remarkably small range for Io's equilibrium Love number k22 = 0.58976 ± 0.0001. Any deviation from this prediction can then be attributed with dynamic tidal effects.
Effects of K and L Shell Ionization on Shock Hugoniot Curves of Silicates
Late during solar system formation, rocky planets grow through massive impacts. The shock Hugoniot curve characterize how hot and dense the rocky mantle becomes during an impact. In two recent papers, we determined the shock Hugoniot curves of MgO and MgSiO3 with path integral and density functional molecular dynamics simulations. In the graph on the left, we show how the ionizations of K and L shell electrons increases the density during an impact event. We also provided equation of state tables over a large range of density-temperature conditions for both materials.
Saturn's Deep Rotation Period Determined from Cassini and Voyager Data
Saturn's rotation period cannot be measured directly
and has thus been very uncertain. Estimates vary between 10:32:45 h and
10:47:06 h, which is an uncomfortably large range that introduces
uncertainties into the analysis of various spacecraft measurements and
remote observations. The rotation period cannot be derived from
Saturn's magnetic field because it is perfectly aligned with the planet's
axis of rotation. This is not case for Jupiter and its rotation period
has been determined precisely to be 9:55:27 h. In our latest article, we combined
gravity data from the Cassini mission and Voyager's measurements of
the planet's shape to determine a rotation period of 10:33:34 h
± 55 s. The faster a planet rotates to more oblate it becomes,
which enabled us to infer its rotation period.
For this analysis,
we developed an accelerated version of the Concentric MacLaurin
Spheroid (CMS) method that enabled to constructed Monte Carlo
ensembles of plausible interior models. We currently apply this
approach to construct models for Jupiter's interior to match gravity
measurements by the Juno spacecraft.
Saturn's rings formed recently. Today the planet has winds that reach 9000 km deep



This work is based on a collaborative article published in Science
that is entitled "Measurement and implications of Saturn's gravity
field and ring mass". For everyone to use, here are some slides in PPTX and PDF formats as well four graphics files that I prepared. Robert Sanders prepared this press release. Among the news coverage for this work, this Russian report stood out by explaining we had determined when Saturn became "The Lord of the Rings". Also here is an interview on NPR's radio show Science Friday about this work.
During its 13 years in orbit around Saturn, the Cassini
spacecraft has made a number of remarkable measurements of the planet
and its satellites. But only during its final 22 orbits it dove inside
its rings and measured the planet's gravity fields with unprecedented
precision. Two important findings emerged:
The winds in Saturn's atmosphere are massive and at least 9000 km deep:
We had prepared a suite of
models for Saturn's interior that included different core masses
and amounts of helium
rain. We calculated the expected gravity field and were pretty sure
Saturn's gravity coefficent J8 would fall between -9 and -8
x 10-6. We were completely surprised when the Cassini
spacecraft measured J8 to be -14 x 10-6, which
implied something important was missing from all models that we had
constructed. After we added deep and massive winds to our interior
models we were able to match all gravity coefficients. The winds need
to be at least 9000 km deep. The winds in Saturn atmosphere had been
observed before but no one had assumed they would reach that deep. The
first evidence of very deep winds in giant planets only came late last
year when measurements of the Juno spacecraft predicted the winds on
Jupiter to be between 3000 and 5000 km deep.
Saturn's rings are young and only formed 10-100 million years
ago: When I admired Saturn's spectacular rings, I naively assumed
they were as old as the planet itself (4.5 billion years). The first
gravity measurement of the ring mass now tells us otherwise. They
contain only about 0.4 Mimas masses (2000 Mimas masses = 1 Earth moon)
worth of material, which points to a surprisingly young ring age of only
between 10 and 100 million years. Before that Saturn presumably did
not have any rings. (On our slides,
we explain how one relates ring mass and age.) This tells us a
dramatic event must have occurred near Saturn in our recent solar system
history. 100 million years ago, the dinosaurs still roamed on
Earth. They disappeared when a giant impact occured near the
Yucatan peninsula 65 million years ago. Now we have evidence that a
drastic event occurred near the Saturnian system that produced a gazillion
pieces of icy rubble that make up the rings today. This suggests that our solar system is not such a
stable and happy place as one might think. We assume the rings are
either the leftover debris from a comet that was tidally disrupted by
Saturn's extreme gravity just like the Shoemaker-Levy
comet was pulled apart by Jupiter. Alternatively Saturn originally
had multiple satellites, their orbits become unstable, and it came to a
gigantic collision. We cannot tell which scenario is more likely but we
do know something drastic must have happened in the Saturnian system
fairly recently by astronomical standards.
Momentum Distribution of Interacting Quantum System Computed
Modeling the behavior of interacting quantum systems on a classical computer is challenging. Here we the Feynman's path integral method to map a system of quantum particles onto a system of classical paths. While most thermodynamic properties can be derived from simulations of closed paths, the computation of the momentum distribution requires open paths. In this article, we compute the momentum distribution of the homogeneous electron gas with path integral Monte Carlo (PIMC) simulations.
Since thsi is a fermionic system, we employed the restricted path approach to deal with the >fermion sign problem.
In the restricted PIMC method, only node-avoiding (NA) paths contribute. For two particles, the nodal restriction prohibits all permutations. However, if simulations with the direct fermion method are performed no restrictions are applied. Nonpermuting paths that cross the nodes (NX) and those that avoid it (NA) both enter with a positive sign. Permuting paths (PNX) are now permitted and enter with a negative weight given by the (-1)P factor.
New Water-Salt Compound Predicted to Form Under Pressure
We developed a new symmetry-driven structure search (SYDSS) algorithm to predict novel materials with ab initio simulations. In our recent article, we predict water and salt form a novel compound at high pressure. While at ambient conditions, water can only incorporate a modest amount of salt, we predict that both materials form a novel 1:1 stoichiometric H2O-NaCl compound at high pressure. It is well-known that high pressure changes the crystal structure of materials, novel materials may form, and immiscible compounds can become miscible. In the same article, we also predict two unusual carbon oxides, C2O and C4O, to form while at ambient pressures, only CO2 and CO are known to exist.
How Super-Earths Generate Their Magnetic Fields
With the Kepler satellite, thousands of new exoplanets were discovered. Many of them have been described as Super-Earths since they are larger than Earth but also have a rocky composition. Their interiors are much hotter than Earth's and part of their mantles are likely to be liquid. In our recent article, we showed that the electrical conductvity of liquid mantles are sufficiently high so that Super-Earths can generate magnetic fields with their mantles. This is a new regime for the generation of planetary magnetic fields. Our magnetic field on Earth is generated in the liquid outer iron core. On Jupiter, it arises from the convection of liquid metallic hydrogen. On Uranus and Neptune, it is assumed to be generated in the ice layers. Now we have added molten rocks to this diverse list of field generating materials. This also implies that the magma ocean that existed on the early Earth generated a magnetic field.
Aluminum at Extreme Temperature-Pressure Conditions
In our recent article, we studied
aluminum at extreme pressure and temperature conditions with path
integral Monte Carlo and density functional molecular dynamics
simulations. We derive the equation of state and various electronic
properties. In laboratory experiments, one typically uses shock waves
to reach such extreme conditions. The material becomes very hot if just
a single shock is employed. The graph on the left illustrates that
comparatively low, nearly isentropic temperature conditions can be
reached when a number of smaller
shocks are employed instead.
Aluminum is metal. However, there is gap in the electronic density of states between the 2p and the
conduction band. This gap is expected to close at very high density when
the bound 2p state merge with the free particle states. The two
semi-analytical theories (Stewart-Pyatt and REODP) predict the gap to
close rather rapidly with increasing compression. Conversely, with my
DFT-MD simulations, we find the magnitude of the gap hardly changes
up to 12-fold compression. This stark disagreement is subject to
further investigations.
Ab initio Simulations of Superionic H2O, H2O2, and H9O4 Compounds
Deep in the interior of Uranus and Neptune, water has been predicted to occur in a novel, superionic form. In our latest article, we use ab initio Gibbs free energy calculations to demonstrate that superionic water changes from face-centered cubic form to a novel structure with P21/c symmetry at 23 Mbar. At even higher pressure of 69 Mbar, superionic water is no longer stable. It decomposes into two superionic H2O2 and H9O4 compounds.
Simulations of CH pastics, the ablator material in ICF experiments
In these two articles, (a) and (b), we investigate CH pastic materials at extreme pressure-temperature conditions that are relevant to inertial confinement fusion experiments. Such hydrocarbon plasmas are of broad interest to laser shock experimentalists, high energy density physicists, and astrophysicists. Our project has been support by a Bluewaters computer time allocation.
Jupiter interor models with dilute cores to explain data from the NASA mission Juno

Most models for Jupiter's formation assume it started with a dense
core of rock and ice. Once that reached a critical mass of ~10 Earth
masses, the run-away accretion of hydrogen-helium gas set in, which
lasted until Jupiter had consumed all the gas in its vicinity,
leading to a giant planet of 318 Earth masses.
While the temperature and pressure conditions in the planet's center
reached ~16000 K and ~40 Mbar, the fate of the core remains
ill-understood. Typical core materials like water ice, MgO, SiO2, and iron are all
soluable in hydrogen, which assumes a metallic state under these
extreme conditions. It is not unclear, however, if there was
sufficent convective energy in Jupiter's early history to spread out
the heavy core materials against the forces of gravity.
Here we construct a series of models for Jupiter's interior in
order to match the recent gravity measurments of the Juno
spacecraft. We demonstrate models with a dilute core match the
observations better lending support to the hypothesis that heavy
material in Jupiter's core have been redistributed over a
substantial fraction of the planet's radius. Different terms ranging from
diffuse, dilute, expanded and even fuzzy have been invoked to
describe such a core. A Jupiter model with a dilute core is shown on the left.
Simulations of Calcite V Propeller Phase


With ab initio computer simulations, we studied the unusual propeller motion of the carbonate CO32- ions in phase V of calcite (CaCO3). We found that the ions perform a tumbling motion and instead of rotating like a perfectly mounted propeller. We also demonstrated that this phase is denser than the liquid implying a negative slope of the melting line.
Heavy Elements in Giant Planet Interiors
Giant planets are primarily composed of hydrogen and helium but they
also contain a small amount of heavier elements. In the atmosphere
they make up less than 3% by mass but they dominate the planets
opacity. Without their presence we would be able to see through
Jupiter's molecular layer and directly observe the planet's metallic
interior where its magnetic field is generated. Most scientists
assume Jupiter has a core composed of heavy elements. Its size and
composition is uncertain but we estimated its mass to be worth 12
Earth
masses. The
total heavy element fraction in the planet could be as high as
7%.
In
this article, Francois Soubiran investigates the properties of
various heavy elements in giant planet interiors. The equation of
state is computed for C, N, O, Si, Fe, MgO and SiO2 mixed
with hydrogen and helium. Effective mixing rules are derived to make
models of giant planet interiors more accurate.
Review article entitled "Understanding Jupiter's Interior"
This article provides an overview of how models of giant planet interiors are constructed. We review measurements from past space missions that provide constraints for the interior structure of Jupiter. We discuss typical three-layer interior models that consist of a dense central core and an inner metallic and an outer molecular hydrogen-helium layer. These models rely heavily on experiments, analytical theory, and first-principle computer simulations of hydrogen and helium to understand their behavior up to the extreme pressures ~10 Mbar and temperatures ~10,000 K. We review the various equations of state used in Jupiter models and compare them with shock wave experiments. We discuss the possibility of helium rain, core erosion and double diffusive convection may have important consequences for the structure and evolution of giant planets.
Model for Jupiter's Interior Constructed Before Arrival of Juno Spacecraft
When the Juno spacecraft arrives at Jupiter in July of this year, it will map out the planet's gravity field with unprecedented precision. What can we expect to learn about Jupiter's interior? Based on earlier measurements and on results from ab initio computer simulations of mixtures of hydrogen, helium, and some heavier elements, Bill Hubbard and I put together a number of different interior models (ApJ, 2016) . We predict a massive core of 12 Earth masses consistent with earlier models. Furthermore, we predict that helium rain has occurred on this planet for some time, which is a direct consequence of combining the measurements of the Galileo entry probe with results from ab initio calculations for the hydrogen-helium immiscibility and adiabats.
What is the Composition of the Deep Earth Mantle?
Despite a wealth of seismic observations, many questions about the compositions of the Earth's mantle have remained unanswered. In a recent study (EPSL, 2016) lead by Shuai Zhang, we show that the assumption of a pyrolitic composition for the deep Earth is in good agreement with the preliminary reference Earth model (PREM), which is a 1D seismological representation of the Earth's interior. In collaboration with Tao Liu and Stephen Stackhouse (Leeds U.) and Sanne Cottaar (Cambridge U.), we performed ab initio molecular dynamics to calculate the elastic and seismic properties of pure, Fe3+ and Fe2+, and Al3+ bearing MgSiO3 perovskite and post-perovskite over a wide range of pressures, temperatures, and Fe/Al compositions.
New Path Integral Monte Carlo Simulation Technique for Second-Row Elements
In our recent publication in Physical Review Letters, Kevin Driver and I extended the applicability range of fermionic path integral Monte Carlo simulations to heavier elements and lower temperatures by introducing various localized nodal surfaces. Hartree-Fock nodes yield the most accurate prediction for pressure and internal energy that we combine with the results from density functional molecular dynamics simulations to obtain a consistent equation of state for hot, dense silicon under plasma conditions and in the regime of warm dense matter (2.3-18.6 g/cc, 5x105 - 1.3x108K). The shock Hugoniot curve is derived and the structure of the fluid is characterized with pair correlation functions. On the left, we estimate the degree of ionization by comparing the integrated nucleus-electron pair correlation functions from PIMC (symbols) with results for isolated atoms (black dashed lines).
Oxygen and Nitrogen in the Regime of Warm Dense Matter
In two articles, Kevin Driver, Francois Soubiran, Shuai Zhang, and I combine path integral Monte Carlo simulations and density functional molecular dynamics to study oxygen and nitrogen in the regime of warm dense matter. We characterize both material at extreme pressure and temperature conditions that exist in stellar interiors and can be probed with shock wave experiments. We use pair correlation functions and the electronic density of states to describe changes in the structure of the plasma. We compute the shock Hugoniot curves to compare with laboratory experiments. For nitrogen, we characterize the regime of molecular dissociation that leads to a region of dP/dT<0 at high pressure, which is shown in green in the phase diagram on the left.
Do Uranus and Neptune have oceans?
Ice giant planets are typically assumed to have a hydrogen-rich atmosphere, an intermediate ice layer, and a rocky core. Such three-layer models satisfy the observational constraints for Uranus and Neptune. However, it remains unclear whether these planets have oceans, which would imply the existence of a sharp boundary between the hydrogen and water layers. Alternatively, the density and the water contents of the atmosphere could increase gradually. Recent laboratory experiments by Bali at el. (2013) favored the ocean hypothesis. In our ApJ article, Francois Soubiran and I used ab initio computer simulations to determine whether H2 and H2O are missible at high pressure. Contrary to the experimental predictions, we find that both materials are fully miscible under ice giant interior conditions. We predict that these planets can only have oceans if icy building blocks were delivered before the gas was accreted during planet formation.
Do iron and rocks become miscible in the interiors of terrestrial planets?
All known terrestrial planets have a separate iron core and a rocky
mantle because metallic iron has a low solubility in rocky materials
under typical pressure-temperature conditions in the planetary
interiors. However, at sufficiently high temperatures, all materials
eventually become miscible, even oil and water.
In our recent article,
Sean Wahl and I use ab initio computer simulations to
determine what temperature would be required for iron and MgO to
become miscible in all proportions. We find that the required
temperature rises from 4000 to 10,000 K as the pressure is increased
from 0 to 500 GPa. Such extreme conditions can be reached during a
giant impact on a terrestral planet, implying that not all iron would
settle into core during such an event.
Recalibration of giant planet mass-radius relationship with ab initio simulations
Using density functional molecular dynamics simulations, we determine
the equation of state for hydrogen-helium mixtures spanning
density-temperature conditions typical of giant planet interiors. In
our manuscript, a comprehensive equation
of state table with 391 density-temperature points is
constructed and the results are presented in form of two-dimensional
free energy fit for interpolation.
We present a revision to the
mass-radius relationship which makes the hottest exoplanets increase
in radius by ~0.2 Jupiter radii at fixed entropy and for masses
greater than ~0.5 Jupiter mass. This change is large enough to
have possible implications for some discrepant "inflated giant
exoplanets".
Our full EOS table as well as our free energy interpolation code has just been made available here.
Superionic phase change in water: consequences for Uranus and Neptune
In the interiors of Uranus and Neptune (dashed lines in the left figure), water is predicted to occur in a superionic state where the oxgyen atoms remain stationary like in a solid while the hydrogen atoms diffuse throughout the crystal like a fluid. Here, we show that, at 1.0±0.5 Mbar, the oxygen sub-lattice in superionic water changes from a body-centered cubic lattice (middle) to an face-cented cubic lattice (right). This transformation lead to a more efficient packing but also reduces the hydrogen diffusion rate, which may have further implications for electronic conductivity and magnetic dynamo in Uranus and Neptune. Our results were highlighted by Phys.org
Novel chemistry at high pressure: H4O forms from hydrogen and water ice
Water and hydrogen at high pressure make up a substantial fraction of
the interiors of giant planets. Using ab initio random
structure search methods we investigate the ground-state crystal
structures of water, hydrogen, and hydrogen-oxygen compounds. Here, we find that, at pressures
beyond 14 Mbar, excess hydrogen is incorporated into the ice phase to
form a novel structure with H4O stoichiometry.
We also
predict two new ground state structures of water ice with P21/m
and I4/mmm symmetry to form at 135 and 330 Mbar,
respectively. Here is a slide that summarizes the
seven new high pressure ice phases that were recently predicted with
ab initio calculations.
Methane Ice in Uranus and Neptune Assumes a Polymeric and Metallic State

The four snapshots from our ab initio simulations show how methane gas at high pressure and temperature forms long hydrocarbon chains. The blue and white spheres denotes the carbon (C) and hydrogen atoms, respectively. The red lines indicate the C-C bonds that increase from left to right. In our recent paper, we show that the resulting polymeric state is metallic and exists in the interiors of Uranus and Neptune. We also predict how such a transformation on the atomistic level can be identified with macroscopic shock wave experiments.
Path Integral Simulation Technique to Study Plasmas of First-Row Elements
Path integral Monte Carlo simulations are a powerful tool to study quantum systems at high temperature but applications to elements beyond hydrogen and helium with core electrons have so far not been possible. In our recent PRL article, Kevin Driver and I develop a new all-electron path integral Monte Carlo technique with free-particle nodes for warm dense matter and apply it to water and carbon plasmas. Our results for pressures, internal energies, and pair correlation functions compare well with density functional molecular dynamics at temperatures of (2.5-7.5)·105K. Both methods together form a coherent equation of state over a density-temperature range of 3-12 g/cc and 104-109 K.
Erosion of Rocky Cores in Giant Gas Planets
Gas giants are believed to form by the accretion of hydrogen-helium gas around an initial protocore of rock and ice. The question of whether the rocky parts of the core dissolve into the layer of metallic fluid hydrogen following formation has significant implications for planetary structure and evolution. Here we use ab initio calculations to study rock solubility in fluid hydrogen, choosing magnesium oxide as a representative example of planetary rocky materials, and find MgO to be highly soluble in H for temperatures in excess of approximately 10000 K, implying significant redistribution of rocky core material in Jupiter and larger exoplanets.
Hydrogen Equation of State Computed for Fusion Applications
Using path integral Monte Carlo simulations we have derived an equation of state (EOS) table for deuterium that covers typical intertial confinement fusion conditions at densities ranging from 0.002 to 1596 g/cm3 and temperatures of 1.35 eV ~ 5.5 keV. The small grey circles in the diagram on the left indicate the temperature-density conditions of our simulations. The EOS and related results are summarized in an article that has been published in Physical Review B.
Bonding Pattern in Ice at High Pressure
The bonding properties of water ice at high pressure are studied in this article. By comparing the Wannier orbitals in the Pnma structure (shown in the image on the left), one can tell that they differ substantially from the sp3 hybridization in the ice X phase at lower pressures. Most strikingly, the white orbitals are not aligned with any hydrogen bond.
Dissolution of Icy Core Materials Gas Giant Planets
The four giant planets in our solar system grow so large because icy
comets made their cores grow much faster than those of terrestrial
planets, which enabled them to accrete large amounts of gas. With ab
initio simulations, Hugh Wilson and I demonstrate in our recent manuscript
that water ice is not thermodynamically stable at the temperature and
pressure conditions where core is exposed to the layer of metallic
hydrogen above. This implies that the cores in Jupiter and Saturn have
been eroded over time, with the icy material being redistributed
convectively throughout the planet.
Our work has implications for constraining the interior
structure and evolution of giant planets and will be relevant for the
interpretation of data from NASA's Juno mission to Jupiter (to be launched in
August 2011). Core erosion could also provide a significant flux of
heavy elements to the atmosphere of exoplanets and may explain why
some of them have significantly inflated radii.
Simulations predict water ice to become a metal at megabar pressures
Water ice is one of the most prevalent substances in the solar system,
with the majority of it existing at high pressures in the interiors of
giant planets. The known phase diagram of water is extremely rich, with
at least fifteen crystal phases observed experimentally. In our article in Physical Review Letters (see
also cond-mat), Hugh
Wilson and I explore the phase diagram of water ice by means of ab
initio computer simulations and predict two
new phases to occur at megabar pressures. In the figure from
top to bottom, you see
1) ice X the highest pressure phase seen in experiments,
2) the Pbcm phase that was predicted with computer simulations in 1996,
3) our new Pbca phase that transforms out of the Pbcm
phase via a phonon instability at 7.6 Mbar, and finally
4) our new Cmcm structure that is
metallic and predicted to occur at 15.5 Mbar.
The known high pressure ice phases VII, VIII, X and Pbcm as
well as our Pbca phase are all insulating and composed of two
interpenetrating hydrogen bonded networks, but the Cmcm
structure is metallic and consists of corrugated sheets of H and O
atoms. The H atoms are squeezed into octahedral positions between
next-nearest O atoms while they occupy tetrahedral positions between
nearest O atoms in the ice X, Pbcm, and Pbca phases.
Why is neon missing from Jupiter's atmosphere? Indirect evidence of helium rain
When the Galileo entry
probe entered Jupiter's atmosphere in 1995, it measured that
the inert gas neon was depleted by a
factor of 10 compared to the composition of sun, which represents the
concentrations in nebula that formed our solar system with all its
eight planets. So where is all the neon gone that was present in
Jupiter initially? Using ab initio computer
simulations Hugh Wilson and I link the missing neon to another
process that was proposed to occur inside Jupiter: helium
rain.
There is indirect evidence from luminosity measurements that helium
rain occurs on Saturn but it was unclear whether it occurs inside
Jupiter also. Our calculations now show that neon preferentially
dissolves into helium droplets and it is therefore gradually sequestered
into the deeper interior as the helium rain falls. The remaining hydrogen-rich envelope is
slowly depleted of both neon and helium. The measured concentrations
of both elements agree quantitatively with our calculations.
Read commentary by J. Fortney "Peering into Jupiter", UC Berkeley's press release, Discovery Channel and LA Times articles.
Quantum Monte Carlo Study of the Insulator-to-Metal Transition in Solid Helium
Metallic solid helium is present in the outer layers of White Dwarf stars. The cooling rate of White Dwarfs is regulated by the heat flow from the hot interior to the colder exterior. The insulator-to-metal transition is of interest because it marks the point where heat transport switches from electronic conductions to photon diffusion. In our paper, the insulator-to-metal transition in solid helium at high pressure is studied with different first-principles simulations. Diffusion quantum Monte Carlo (QMC) calculations predict that the band gap closes at a density of 21.3 g/cc and a pressure of 25.7 terapascals, which is 20% higher in density and 40 higher in pressure than predicted by standard density functional calculations. The metallization density derived from GW calculations is found to be in very close agreement with QMC predictions. Path integral Monte Carlo calculations showed that the zero-point motion of the nuclei has no significant effect on the metallization transition.
Simulation of Hydrogen-Helium Mixtures in Planetary Interiors
We performed density functional molecular dynamics simulation to characterize hydrogen-helium mixtures in the interior of solar and extrasolar giant planets. In this article, we address outstanding questions about their structure and evolution e.g. whether Jupiter has a rocky core and if it was formed by a core accretion process. We describe how the presence of helium defers the molecular-to-metallic transition in hydrogen to higher pressures by stabilizing hydrogen molecules.
First Principles Simulation of Fluid Helium at High Pressure
Shock wave experiments allow one to study a material's properties at high pressure and temperature. In this article, we used first-principles computer simulation to predict the properties of shock fluid helium at megabar pressures. The simulations show that the compressibility of helium is substantially increased by electronic excitations. A maximum compression ratio of 5.24-fold the initial density was predicted for 360 GPa and 150000 K. This result distinguishes helium from deuterium, for which simulations predicted a maximum compression ratio of 4.3. If the sample are precompressed statically the compression ratio is reduced, which is shown in the left graph.
Ab Initio Simulations of Liquid Oxygen under Pressure
In recent shock wave experiments [Phys. Rev. Lett. 86, 3108 (2001)], the conductivity of liquid oxygen was measured for pressures up to 1.8 Mbar and indications for a insulator-metal transition were found. In this article, we report results from density functional molecular dynamics simulations of dense liquid oxygen close to the metal-insulator transition. We have found that band gap closure occurs in the molecular liquid, with a slow transition from a semi-conducting to a poor metallic state occurring over a wide pressure range. At approximately 80 GPa, molecular dissociation is observed in the metallic fluid. Spin fluctuations play a key role in determining the electronic structure of the low pressure fluid, while they are suppressed at high pressure.
Dense Plasma Effects on Nuclear Reaction Rates
Dense plasma effects can cause an exponenial change in charge particle nuclear reaction rates important in stellar evolution. In this article, reaction rates in dense plasmas are examined using path integral Monte Carlo. Quantum effects causes a reduction in the many body enhancement of the reaction rate, h(0), compared to the classical value. This is shown in figure on the left for different quantum parameters. This reduction can be attributed to the "quantum smearing" of the Coulomb interaction at the short range resulting in a reduced repulsion between the reacting pair and surrounding particles.
Lowering of the Kinetic Energy in Interacting Quantum Systems
The equilibrium momentum distribution is of fundamental importance to characterize many-body systems. In contrast to classical systems where the distribution is always Maxwellian, in quantum systems the distribution depends on particle statistics, bosons or fermions, as well as on interactions and can display interparticle correlations, which are the basis of superfluidity and superconductivity. In this article, we report and explain a surprising effect of interactions in quantum systems on the one particle momentum distribution and kinetic energy. Interactions never lower the ground state kinetic energy of a quantum system. However, at nonzero temperature, where the system occupies a thermal distribution of states, interactions can reduce the kinetic energy below the noninteracting value. This is demonstrated using PIMC simulations for dense hydrogen and the electron gas.
Understanding hot dense hydrogen with PIMC simulations



The high temperature phase diagram of hydrogen
Understanding hot dense hydrogen with PIMC simulations



Publications
- 160.S. Ahmed, F. Gonzalez, V.N. Robinson, B. Militzer, "Electride Behavior in High-Pressure Silicon and Other Elements in Solid and Liquid Phases", Physical Review B 112 (2025) 165111. Available on the arXiv.
- 159.B. Militzer, "Ab Initio Entropy Calculations of Water Predict the Interiors of Uranus and Neptune to be 15-30% Colder than Previous Models", Astrophysical Journal 990 (2025) 20. Also available on the arXiv. Our EOS tables and interior models are available on Zenodo under this DOI 10.5281/zenodo.15848859. Our C++ source code to compute the properties of hydrogen-helium mixtures is available under this DOI 10.5281/zenodo.15848727.
- 158.J. Vorberger and 73 co-authors including B. Militzer, "Roadmap for warm dense matter physics", submitted for publication (2025). Available on the arXiv.
- 157.K. de Villa, F. Gonzalez-Cataldo, B. Militzer, "Experimental Pathways for Detecting Double Superionicity in Planetary Ices", Contributions to Plasmas Physics, in press (2025). DOI: 10.1002/ctpp.70015 Available on the arXiv.
- 156.B. Militzer, "Ensemble Monte Carlo Calculations with Five Novel Moves", Computer Physics Communications 309 (2025) 109424. Our C++ source code is available at DOI 10.5281/zenodo.13961174 and the manuscripts on the arXiv.
- 155.B. Militzer, "Phase Separation of Planetary Ices Explains Nondipolar Magnetic Fields of Uranus and Neptune", Proceedings of the National Academy of Sciences 121 (2024) e2403981121. DOI: 10.1073/pnas.240398112.
- 154.A.C. Li, B. Li, F. Gonzalez-Cataldo, R.E. Rudd, B. Militzer, E.M. Bringae, M.A. Meyers, "Diamond under extremes", Materials Science & Engineering R 161 (2024) 100857. DOI: 10.1016/j.mser.2024.100857
- 153.X. Wang, N. Geng, K. de Villa, B. Militzer, E. Zurek, "Superconductivity in Dilute Hydrides of Ammonia under Pressure", Physical Chemistry Letters 15 (2024) 5947. DOI: 10.1021/acs.jpclett.4c01223
- 152. M. Bonitz, J. Vorberger, M. Bethkenhagen, M. P. Bohme, D. M. Ceperley, A. Filinov, F. Graziani, G. Gregori, P. Hamann, S. B. Hansen, M. Holzmann, S. Hu, H. Kahlert, V. Karasiev, U. Kleinschmidt, L. Kordts, C. Makait, B. Militzer, Z. A. Moldabekov, C. Pierleoni, M. Preising, K. Ramakrishna, R. Redmer, S. Schwalbe, P. Svensson, T. Dornheim, "First principles simulations of dense hydrogen", Physics of Plasmas 31 (2024) 110501. DOI 10.1063/5.0219405 Available on the arXiv.
- 151. B. Militzer, W. B. Hubbard, "Study of Jupiter's Interior: Comparison of 2, 3, 4, 5, and 6 Layer Models", Icarus 411 (2024) 115955. DOI 10.1016/j.icarus.2024.115955. Our models for Jupiter's interior are available as a machine readable file mrt_files_05-28-23.tgz and also on 10.5281/zenodo.10471389. Available on the arXiv.
- 150. K. de Villa, F. Gonzalez-Cataldo, B. Militzer, "Double Superionicity in Icy Compounds at Planetary Interior Conditions", Nature Communications 14 (2023) 7580. DOI 10.1038/s41467-023-42958-0. Highlighted by Nat. Comm. editor and in this NERSC article.
- 149. H. Cao, J. Bloxham, R. S. Park, B. Militzer, R. K. Yadav, L. Kulowski, D. J. Stevenson, S. J. Bolton, "Strong resemblance between surface and deep zonal winds inside Jupiter revealed by high-degree gravity moments", Astrophysical Journal 959 (2023) 78. DOI: 10.3847/1538-4357/ad0cbb. Available on the arXiv.
- 148. F. Gonzalez-Cataldo, B. Militzer, "Ab initio determination of iron melting at terapascal pressures and Super-Earths core crystallization", Physical Review Research 5 (2023) 033194. DOI: 10.1103/PhysRevResearch.5.033194. EOS tables for the solid phase and the liquid phase.
- 147. B. Militzer, "Study of Jupiter's Interior with Quadratic Monte Carlo Simulations", Astrophysical J. 953 (2023) 111. DOI: 10.3847/1538-4357/ace1f1 Here we provide our open QMC source code. Available on the arXiv. Data files for different interior models and gravity harmonics: 1a, 1b, 2a, 2b, 3a and 3b.
- 146. F. Gonzalez-Cataldo, B. Militzer, "Structural and Thermodynamic Properties of Magnesium-Rich Liquids at Ultrahigh Pressure", Minerals 13 (2023) 885. DOI: 10.3390/min13070885.
- 145. B. Militzer, W. B. Hubbard, "Relation of Gravity, Winds, and the Moment of Inertia of Jupiter and Saturn", Planet. Sci. J. 4 (2023) 95. DOI: 10.3847/PSJ/acd2cd Available on the arXiv
- 144. T. Kovacevic, F. Gonzalez-Cataldo, B. Militzer, "The homogeneous mixing of MgO and H2O at extreme conditions", Contrib. Plasma Phys. (2023) e202300017. DOI: 10.1002/ctpp.202300017
- 143.
S. Howard, T. Guillot, M. Bazot, Y. Miguel, D. J. Stevenson, E. Galanti, Y. Kaspi, W. B. Hubbard, B. Militzer, R. Helled, N. Nettelmann, B. Idini, and S. Bolton,
"Jupiter's Interior from Juno: Equations of State Uncertainties and Dilute Core Extent", Astronomy and Astrophysics 672 (2023) A33.
- 142. K. M. Moore, A. Barik, S. Stanley, D. J. Stevenson, N. Nettelmann, R. Helled, T. Guillot, B. Militzer, S. Bolton, "Dynamo Simulations of Jupiter's Magnetic Field: The Role of Stable Stratification and a Dilute Core", JGR Planets 127 (2022) e2022JE007479.
- 141. J. Wisdom, R. Dbouk, B. Militzer, W. B. Hubbard, F. Nimmo, B. Downey, R. French, "Loss of a satellite could explain Saturn's obliquity and young rings", Science 377 (2022) 1285.
- 140. B. Militzer, W.B. Hubbard, S. Wahl, J.I. Lunine, E. Galanti, Y. Kaspi, Y. Miguel, T. Guillot, K. M. Moore, M. Parisi, J.E.P. Connerney, R. Helled, H. Cao, C. Mankovich, D. J. Stevenson, R. S. Park, M. Wong, S. K. Atreya, J. Anderson, S.J. Bolton, "Juno Spacecraft Measurements of Jupiter's Gravity Imply a Dilute Core", Planet. Sci. J. 3 (2022) 185. Data file for interior model.
- 139. T. Kovacevic, F. Gonzalez-Cataldo, S. T. Stewart, B. Militzer, "Miscibility of rock and ice in the interiors of water worlds", Scientific Reports 12 (2022) 13055.
- 138. R. Helled, D.J. Stevenson, J.I. Lunine, S.J. Bolton, N. Nettelmann, S. Atreya, T. Guillot, B. Militzer, Y. Miguel, W.B. Hubbard, "Revelations on Jupiter's Formation, Evolution and Interior: Challenges from Juno Results", Icarus 378 (2022) 114937.
- 137. Y. Miguel, M. Bazot, T. Guillot, S. Howard, E. Galanti, Y. Kaspi, W. B. Hubbard, B. Militzer, R. Helled, S. K. Atreya, J. E. P. Connerney, D. Durante, L. Kulowski, J. I. Lunine, D. Stevenson, S. Bolton, "Jupiter's inhomogeneous envelope", Astronomy and Astrophys. 662 (2022) A18.
- 136. Y.-J. Kim, B. Militzer, B. Boates, S, Bonev, P.M. Celliers, G.W. Collins, K.P. Driver, D.E. Fratanduono, S. Hamel, R. Jeanloz, J.R. Rygg, D.C. Swift, J.H. Eggert, M. Millot, "Evidence for Dissociation and Ionization in Shock Compressed Nitrogen to 800 GPa", Phys. Rev. Lett. 129 (2022) 015701.
- 135. J. Wu, F. Gonzalez-Cataldo, F. Soubiran, B. Militzer, "The phase diagrams of beryllium and magnesium oxide at megabar pressures", J. Phys. Cond. Matt. 34 (2022) 144003.
- 134. R. Akiba, A. Ermakov, B. Militzer, "Probing the icy shell structure of ocean worlds with gravity-topography admittance", Planetary Science J. 3 (2022) 53.
- 133. A. E. Gleason, D. R. Rittman, C. A. Bolme, E. Galtier, H. J. Lee, E. Granados, S. Ali, A. Lazicki, D. Swift, P. Celliers, B. Militzer, S. Stanley, W.L. Mao, "Dynamically compressed water to 200 GPa: implications for ice giant interiors", Science Advances 12 (2022) 715.
- 132. T. Dornheim, Z. A. Moldabekov, J. Vorberger, B. Militzer, "Path Integral Monte Carlo Approach to the Structural Properties and Collective Excitations of liquid 3He without Fixed Nodes", Scientific Reports 12 (2022) 708.
- 131. H.D. Whitney and 38 co-authors including B. Militzer, "Comparison of ablators for the polar direct drive exploding pusher platform", Journal of High Energy Density Physics 38 (2021) 100928. DOI: j.hedp.2021.100928
- 130. F. Gonzalez-Cataldo, B.K. Godwal, K. Driver, R. Jeanloz, B. Militzer, "A Model of Ramp Compression of Diamond from Ab Initio Simulations", Phys. Rev. B 104 (2021) 134104. DOI: 10.1103/PhysRevB.104.134104
- 129. S. M. Wahl, D. Thorngren, T. Lu, B. Militzer, "Tidal Response and Shape of Hot Jupiters", Astrophysical J. 921 (2021) 105. DOI: 10.3847/1538-4357/ac1a72 Available on the arXiv
- 128. T. Dornheim, M. Boehme, B. Militzer, J. Vorberger, "Momentum distribution of the Uniform Electron Gas at finite temperature: Effects of spin-polarization", Phys. Rev. E 104 (2021) 055205. DOI: 10.1103/PhysRevE.104.055206. Available on the arXiv.
- 127. J. Wu, F. Gonzalez-Cataldo, B. Militzer, "High Pressure Phase Diagram of Beryllium from Ab Initio Free Energy Calculations", Phys. Rev. B 104 (2021) 014103. DOI: 10.1103/PhysRevB.104.014103. Available on the arXiv.
- 126. T. Dornheim, M. Boehme, B. Militzer, J. Vorberger, "Ab initio path integral Monte Carlo approach to the momentum distribution of the uniform electron gas at finite temperature without fixed nodes", Phys. Rev. B 103 (2021) 205142. DOI: 10.1103/PhysRevB.103.205142. Available on the arXiv.
- 125. G. Massacrier, M. Boehme, J. Vorberger, F. Soubiran, B. Militzer, "Reconciling Ionization Energies and Band Gaps of Warm Dense Matter Derived with Ab Initio Simulations and Average Atom Models", Phys. Rev. Res. 3 (2021) 023026. DOI: 10.1103/PhysRevResearch.3.023026.
- 124. H. D. Whitley, G. E. Kemp, C. Yeamans, Z. Walters, B. E. Blue, W.Garbett, M. Schneider, R. S. Craxton, E. M. Garcia, P. W. McKenty, M. Gatu-Johnson, K. Caspersen, J. I. Castor, M. Dane, C. L. Ellison, J. Gaffney, F. R. Graziani, J. Klepeis, N. Kostinski, A. Kritcher, B. Lahmann, A. E. Lazicki, H. P. Le, R. A. London, B. Maddox, M. Marshall, M. E. Martin, B. Militzer, A. Nikroo, J. Nilsen, T. Ogitsu, J. Pask, J. E. Pino, M. Rubery, R. Shepherd, P. A. Sterne, D. C. Swift, L. Yang, S. Zhang "Comparison of ablators for the polar direct drive exploding pusher platform", J. High Energy Density Physics 38 (2021) 100928. DOI: 10.1016/j.hedp.2021.100928 Available on the arXiv.
- 123. B. Militzer, F. Gonzalez-Cataldo, S. Zhang, K. P. Driver, F. Soubiran, "First-principles equation of state database for warm dense matter computation", Phys. Rev. E 103 (2021) 013203. DOI: 10.1103/PhysRevE.103.013203 Available on the arXiv. Click here to reach our FPEOS webpage.
- 122. R. Domingos, M. M. Tremblay, D. L. Shuster, B. Militzer, "Simulations and experiments reveal effect of nanopores on helium diffusion in quartz", ACS Earth and Space Chemistry 4 (2020) 1906. DOI: 10.1021/acsearthspacechem.0c00187
- 121. B. Militzer, F. Gonzalez-Cataldo, S. Zhang, H. D. Whitley, D. C. Swift, M. Millot, "Nonideal Mixing Effects in Warm Dense Matter Studied with First-Principles Computer Simulations", J. Chem. Phys. 153 (2020) 184101. DOI: 10.1063/5.0023232. Available on the arXiv.
- 120. F. Soubiran, B. Militzer, "Anharmonicity and Phase Diagram of Magnesium Oxide in the Megabar Regime", Phys. Rev. Lett. 125 (2020) 175701. DOI: 10.1103/PhysRevLett.125.175701.
- 119. F. Gonzalez-Cataldo, F. Soubiran, B. Militzer, "Equation of State of Hot, Dense Magnesium Derived with First-Principles Computer Simulations", Physics of Plasmas 27 (2020) 092706. DOI: 10.1063/5.0017555. Available on the arXiv.
- 118. M. A. Olson, S. Bhatia, P. Larson, B. Militzer, "Prediction of Chlorine and Fluorine Crystal Structures at High Pressure Using Symmetry Driven Structure Search with Geometric Constraints", J. Phys. Chem. 153 (2020) 094111. Available on the arXiv.
- 117. S. Zhang, M. C. Marshall, L. H. Yang, P. A. Sterne, B. Militzer, M. Daene, J. A. Gaffney, A. Shamp, T. Ogitsu, K. Caspersen, A. E. Lazicki, D. Erskine, R. A. London, P. M. Celliers, J. Nilsen, H. D. Whitley, "Benchmarking boron carbide equation of state using computation and experiment", Phys. Rev. E 102 (2020) 053203. Available on the arXiv.
- 116. F. Gonzalez-Cataldo, B. Militzer, "Thermal and Pressure Ionization in Warm, Dense MgSiO3 Studied with First-Principles Computer Simulations", AIP Conference Proceedings 2272 (2020) 090001. DOI: 10.1063/12.0000793. Available on the arXiv.
- 115. S. M. Wahl, M. Parisi, W. M . Folkner, W. B. Hubbard, B. Militzer, "Equilibrium Tidal Response of Jupiter: Detectability by Juno Spacecraft", Astrophys. J. 891:42 (2020) 1 (DOI).
- 114. M. Millot, S. Zhang, D. E. Fratanduono, F. Coppari, S. Hamel, B. Militzer, D. Simonova, S. Shcheka, N. Dubrovinskaia, L. Dubrovinsky, J. H. Eggert, "Recreating giants impacts in the laboratory: Shock compression of MgSiO3 bridgmanite to 14 Mbar", Geophys. Res. Lett. 47 (2020) e2019GL085476.
- 113. F. Gonzalez-Cataldo, F. Soubiran, H. Peterson, B. Militzer, "Path Integral Monte Carlo and Density Functional Molecular Dynamics Simulations of Warm, Dense MgSiO3", Phys. Rev. B 101 (2020) 024107. Available on the arXiv.
- 112. F. Soubiran, F. Gonzalez-Cataldo, K. P. Driver, S. Zhang, B. Militzer, "Magnesium Oxide at Extreme Temperatures and Pressures Studied with First-Principles Simulations", J. Chem. Phys. 151 (2019) 214104.
- 111. B. Militzer, S. Wahl, W. B. Hubbard, "Models of Saturn's Interior Constructed with an Accelerated Concentric Maclaurin Spheroid Method", Astrophysical Journal 879 (2019) 78. Available on the arXiv.
- 110. S. Zhang, A. Lazicki, B. Militzer, L. H. Yang, K. Caspersen, J. A. Gaffney, M. W. Däne, J. E. Pask, W. R. Johnson, A. Sharma, P. Suryanarayana, D. D. Johnson, A. V. Smirnov, P. A. Sterne, D. Erskine, R. A. London, F. Coppari, D. Swift, J. Nilsen, A. J. Nelson, H. D. Whitley, "Equation of state of warm-dense boron nitride combining computation, modeling, and experiment", Phys. Rev. B 99 (2019) 165103. Available on the arXiv.
- 109. L. Iess, B. Militzer, Y. Kaspi, P. Nicholson, D. Durante, P. Racioppa, A. Anabtawi, E. Galanti, W. Hubbard, M. J. Mariani, P. Tortora, S. Wahl, M. Zannoni, "Measurement and implications of Saturn's gravity field and ring mass", Science 17 Jan 2019:eaat2965. DOI: 10.1126/science.aat2965.
- 108. B. Militzer, E. L. Pollock, D. Ceperley, "Path Integral Monte Carlo Calculation of the Momentum Distribution of the Homogeneous Electron Gas at Finite Temperature", J. High Energy Density Physics 30 (2019) 13-20.
- 107. R. Domingos, K. M. Shaik, B. Militzer, "Prediction of Novel High Pressure H2O-NaCl and Carbon Oxide Compounds with Symmetry-Driven Structure Search Algorithm", Phys. Rev. B 98 (2018) 174107. Also available on the arXiv.
- 106. F. Soubiran, B. Miltzer, "Electrical conductivity and magnetic dynamos in magma oceans of Super-Earths", Nature Communications 9 (2018) 3883.
- 105. S. Zhang, B. Militzer, M. C. Gregor, K. Caspersen, L. H. Yang, T. Ogitsu, D. Swift, A. Lazicki, D. Erskine, R. A. London, P. M. Celliers, J. Nilsen, P. A. Sterne, and H. D. Whitley "Theoretical and experimental investigation of the equation of state of boron plasmas", Phys. Rev. E 98 (2018) 023205, available on the arXiv.
- 104. K. P. Driver, F. Soubiran, B. Militzer, "Path integral Monte Carlo simulations of hot, dense aluminum", Physical Review E 97 (2018) 063207.
- 103. L. Iess, W. M. Folkner, D. Durante, M. Parisi, Y. Kaspi, E. Galanti, T. Guillot, W. B. Hubbard, D. J. Stevenson, J. D. Anderson, D. R. Buccino, L. Gomez Casajus, A. Milani, R. Park, P. Racioppa, D. Serra, P. Tortora, M. Zannoni, H. Cao, R. Helled, J. I. Lunine, Y. Miguel, B. Militzer, S. Wahl, J. E. P. Connerney, S. M. Levin, S. J. Bolton, "Measurement of Jupiter's asymmetric gravity field", Nature 555 (2018) 220.
- 102. Y. Kaspi, E. Galanti, W. B. Hubbard, D. J. Stevenson, S. J. Bolton, L. Iess, T. Guillot, J. Bloxham, J. E. P. Connerney, H. Cao, D. Durante, W. M. Folkner, R. Helled, A. P. Ingersoll, S. M. Levin, J. I. Lunine, Y. Miguel, B. Militzer, M. Parisi, S. M. Wahl "Jupiter's atmospheric jet streams extend thousands of kilometres deep", Nature 555 (2018) 223.
- 101. T. Guillot, Y. Miguel, B. Militzer, W. B. Hubbard, Y. Kaspi, E. Galanti, H. Cao, R. Helled, S. M. Wahl, L. Iess, W. M. Folkner, D. J. Stevenson, J. I. Lunine, D. R. Reese, A. Biekman, M. Parisi, D. Durante, J. E. P. Connerney, S. M. Levin & S. J. Bolton, "A suppression of differential rotation in Jupiter's deep interior", Nature 555 (2018) 227.
- 100. B. Militzer, S. Zhang, "Ab initio Simulations of Superionic H2O, H2O2, and H9O4 Compounds", AIP conference proceedings 1979 (2018) 050012. Also available on the arXiv.
- 99. S. Zhang, B. Militzer, L. X. Benedict, F. Soubiran, K. P. Driver, P. A. Sterne, "Path integral Monte Carlo simulations of dense carbon-hydrogen plasmas", J. Chem. Phys. 148 (2018) 102318. Also available on the arXiv.
- 98. Y. Kaspi, T. Guillot, E. Galanti, Y. Miguel, R. Helled, W. B. Hubbard, B. Militzer, S. M. Wahl, S. Levin, J. E. P. Connerney, S. J. Bolton, "The effect of differential rotation on Jupiter's low-degree even gravity moments", Geophysical Research Letters 44 (2017) 5960, doi:10.1002/2017GL073629.
- 97. S. Zhang, K. P. Driver, F. Soubiran, B. Militzer "First-principles Equation of State and Shock Compression Predictions of Warm Dense Hydrocarbons", Phys. Rev. E 96 (2017) 013204.
- 96. K. P. Driver, B. Militzer, "First-principles simulations of warm dense lithium fluoride", Phys. Rev. E 95 (2017) 043205. Also availalbe on the arXiv.
- 95. S. M. Wahl, W. B. Hubbard, B. Militzer, T. Guillot, Y. Miguel, Y. Kaspi, R. Helled, D. Reese, N. Movshovitz, E. Galanti, S. Levin, J.E. Connerney, S.J. Bolton, "Comparing Jupiter interior structure models to Juno gravity measurements and the role of a dilute core", Geophysical Research Letters 44 (2017) 4649, doi:10.1002/2017GL073160.
- 94. K. P. Driver, F. Soubiran, S. Zhang, B. Militzer, "Comparison of Path Integral Monte Carlo Simulations of Helium, Carbon, Nitrogen, Oxygen, Water, Neon, and Silicon Plasmas", J. High Energy Density Physics 23 (2017) 81.
- 93. F. Soubiran, B. Militzer, K. P. Driver, S. Zhang, "Properties of hydrogen, helium, and silicon dioxide mixtures in giant planet interiors", Physics of Plasmas 24 (2017) 041401. Also available on the arXiv.
- 92. S. Zhang, K. P. Driver, F. Soubiran, B. Militzer, "Equation of state and shock compression of warm dense sodium - A first-principle study", J. Chem. Phys. 146 (2017) 074505. Also available on the arXiv.
- 91. T. Leonhardi, B. Militzer, "Ab initio simulations of liquid carbon monoxide at high pressure", J. High Energy Density Physics 22 (2017) 41.
- 90. Z. Li, J. Li, L. Rebecca, J. Liu, B. Militzer, "Determination of calcium carbonate and sodium carbonate melting curves up to Earth's transition zone pressures with implications for the deep carbon cycle", Earth and Planetary Science Letters 457 (2017) 395.
- 89. S. Zhang, K. P. Driver, F. Soubiran, B. Militzer, "Path Integral Monte Carlo Simulations of Warm Dense Sodium", J. High Energy Density Physics 21 (2016) 16.
- 88. B. Militzer, "Supercell Design for First-Principles Simulations of Solids and Application to Diamond, Silica, and Superionic Water", J. High Energy Density Physics 21 (2016) 8.
- 87. S. X. Hu, B. Militzer, L. A. Collins, K. P. Driver, and J. D. Kress, "First-Principles Prediction of the Softening of the Silicon Shock Hugoniot Curve", Phys. Rev. B 94 (2016) 094109. Also available on the arXiv.
- 86. B. Militzer, F. Soubiran, S. M. Wahl, W. Hubbard, "Understanding Jupiter's Interior", J. Geophysical Research, 121 (2016) 1552. Also available on the arXiv.
- 85. S. M. Wahl, W. B. Hubbard, B. Militzer, "Tidal response of preliminary Jupiter model", Astrophysical J. 831 (2016) 14. Also available on the arXiv.
- 84. F. Soubiran, B. Militzer, "The properties of heavy elements in giant planet envelopes", Astrophysical J. 829 (2016) 14. Also available on the arXiv.
- 83. B. Militzer, "Computation of the High Temperature Coulomb Density Matrix in Periodic Boundary Conditions", Computer Physics Communications 204 (2016) 88. Also available on the arXiv.
- 82. S. M. Wahl, W. B. Hubbard, B. Militzer, "The Concentric Maclaurin Spheroid method with tides and a rotational enhancement of Saturn's tidal response", Icarus 282 (2017) 183. Also available on the arXiv.
- 81. W. B. Hubbard, B. Militzer, "A preliminary Jupiter model", Astrophysical Journal 820 (2016) 80. Also available on the arXiv.
- 80. K. P. Driver, B. Militzer, "First-Principles Equation of State Calculations of Warm Dense Nitrogen", Phys. Rev. B 93 (2016) 064101.
- 79. S. Zhang, S. Cottaar, T. Liu, S. Stackhouse, B. Militzer, "High-pressure, temperature elasticity of Fe- and Al-bearing MgSiO3: implications for the Earth's lower mantle", Earth and Planetary Science Letters 434 (2016) 264.
- 78. B. Militzer, K. P Driver, "Development of Path Integral Monte Carlo Simulations with Localized Nodal Surfaces for Second-Row Elements", Phys. Rev. Lett. 115 (2015) 176403.
- 77. K. P. Driver, F. Soubiran, Shuai Zhang, and B. Militzer "First-principles equation of state and electronic properties of warm dense oxygen", J. Chem. Phys. 143 (2015) 164507.
- 76. F. Soubiran, B. Militzer, "Miscibility calculations for water and hydrogen in giant planets", Astrophys. J. 806 (2015) 228.
- 75. S. X. Hu, V. N. Goncharov, T. R. Boehly, R. L. McCrory, S. Skupsky, L. A. Collins, J. D. Kress, B. Militzer, "Impact of First-Principles Properties of Deuterium-Tritium on Inertial Confinement Fusion Target Designs", Physics of Plasmas 22 (2015) 056304.
- 74. F. Soubiran, B. Militzer, "Hydrogen-Water Mixtures in Giant Planet Interiors Studied with Ab Initio Simulations", J. High Energy Density Physics 17 (2015) 157.
- 73. K. Driver, B. Militzer, "First-principles simulations and shock Hugoniot calculations of warm dense neon", Phys. Rev. B 91 (2015) 045103.
- 72. S. Wahl, B. Militzer, "High-temperature miscibility of iron and rock during terrestrial planet formation", Earth and Planetary Science Letters 410 (2015) 25.
- 71. Y. Lin, R. E. Cohen, S. Stackhouse, K. P. Driver, B. Militzer, L. Shulenburger and J. Kim, "Equations of state and stability of MgSiO3 perovskite and post-perovskite phases from quantum Monte Carlo simulations", Phys. Rev. B 90 (2014) 184103, available on the archive.
- 70. H. F. Wilson, B. Militzer, "Interior phase transformations and mass-radius relationships of silicon-carbon planets", Astrophys. J. 973 (2014) 34.
- 69. F. Gonzalez-Cataldo, H. F. Wilson, B. Militzer, "Solubility of silica in metallic hydrogen: implications for the stability of rocky cores in giant planets", Astrophys. J. 787 (2014) 79.
- 68. P. Kaercher, B. Militzer, H.-R. Wenk, "Ab initio calculatios of elastic constants in plagioclase feldspars", American Mineralogist 99 (2014) 2344.
- 67. L. X. Benedict, K. P. Driver, S. Hamel, B. Militzer, T. Qi, A. A. Correa, A. Saul, E. Schwegler, "A multiphase equation of state for carbon addressing high pressures and temperatures", Phys. Rev. B 89 (2014) 224109, available on cond-mat.
- 66. S. M. Wahl, H. F. Wilson, B. Militzer, "Solubility of iron in metallic hydrogen and stability of dense cores in giant planets", Astrophysical Journal 773 (2013) 95, available on astro-ph.
- 65. B. Militzer, W. B. Hubbard, "Ab Initio Equation of State for Hydrogen-Helium Mixtures with Recalibration of the Giant-Planet Mass-Radius Relation", Astrophysical Journal 774 (2013) 148, available on astro-ph.
- 64. B. K. Godwal, S. Stackhouse, J. Yan, S. Speziale, B. Militzer, R. Jeanloz, "Co-Determination of Crystal Structures at High Pressure: Combined Application of Theory and Experiment to the Intermetallic Compound AuGa2", Phys. Rev. B Rapid Comm. 87 (2013) 100101.
- 63. B. Militzer, "Equation of state calculations of hydrogen-helium mixtures in solar and extrasolar giant planets", Physical Review B 87 (2013) 014202.
- 62. H. F. Wilson, M. L. Wong, B. Militzer, "Superionic to superionic phase change in water: consequences for the interiors of Uranus and Neptune", Physical Review Letters 110 (2013) 151102, also available on astro-ph.
- 61. S. Zhang, H. F. Wilson, K. P. Driver, B. Militzer, "H4O and other hydrogen-oxygen compounds at giant-planet core pressures", Physical Review B 87 (2013) 024112, also available on condmat.
- 60. B. L. Sherman, H. F. Wilson, D. Weeraratne, and B. Militzer, "Ab Initio Simulations of Hot, Dense Methane During Shock Experiments", Physical Review B 86 (2012) 224113, also available on condmat.
- 59. B. Militzer, "Ab Initio Investigation of a Possible Liquid-Liquid Phase Transition in MgSiO3 at Megabar Pressures", Journal of High Energy Density Physics 9 (2013) 152, available also on condmat.
- 58. K. P. Driver, B. Militzer, "All-Electron Path Integral Monte Carlo Simulations of Warm Dense Matter: Application to Water and Carbon Plasmas", Phys. Rev. Lett. 108 (2012) 115502.
- 57. H. F. Wilson, B. Militzer, "Rocky core solubility in Jupiter and giant exoplanets", Phys. Rev. Lett. 108 (2012) 111101. Suggested read by PRL editor. Also available on astro-ph.
- 56. S. X. Hu, B. Militzer, V. N. Goncharov, and S. Skupsky, "FPEOS: A First-Principles Equation of State Table of Deuterium for Inertial Confinement Fusion Applications", Phys. Rev. B, 84 (2011) 224109, also available on cond-mat.
- 55. H. F. Wilson, B. Militzer, "Solubility of water ice in metallic hydrogen: consequences for core erosion in gas giant planets", Astrophys. J. 745 (2012) 54, also available on astro-ph.
- 54. B. Militzer, "Bonding and Electronic Properties of Ice at High Pressure", Intern. J. Quantum Chemistry 112 (2011) 314, also available on cond-mat.
- 53. L. Miyagi, W. Kanitpanyacharoen, S. Stackhouse, B. Militzer, H.-R. Wenk, "The Enigma of Post-Perovskite Anisotropy: Deformation versus Transformation Textures", Physics and Chemistry of Minerals 38 (2011) 665, DOI: 10.1007/10.1007/s00269-011-0439-y.
- 52. B. Militzer, H. F. Wilson, "New Phases of Water Ice Predicted at Megabar Pressures", Phys. Rev. Lett. 105 (2010) 195701, available on cond-mat.
- 51. S. X. Hu, B. Militzer, V. N. Goncharov, and S. Skupsky, "Strong-Coupling and Degeneracy Effects in Inertial Confinement Fusion Implosions", Phys. Rev. Lett. 104 (2010) 235003.
- 50. B. Militzer, H.-R. Wenk, S. Stackhouse, and L. Stixrude, "First-Principles Calculation of the Elastic Moduli of Sheet Silicates and their Application to Shale Anisotropy", American Mineralogist 96 (2011) 125.
- 49. A. R. Rhoden, B. Militzer, E. M. Huff, T. A. Hurford, M. Manga, and M. A. Richards, "Constraints on Europa's rotational dynamics from modeling of tidally-driven fractures", Icarus 210 (2010) 770.
- 48. H. F. Wilson and B. Militzer, "Sequestration of noble gases in giant planet interiors", Phys. Rev. Lett. 104 (2010) 121101. Read commentary by J. Fortney "Peering into Jupiter" in Physics 3 (2010) 26, UC Berkeley's press release, Discovery Channel and LA Times articles.
- 47. K. P. Esler, R. E. Cohen, B. Militzer, J. Kim, R.J. Needs, and M.D. Towler, "Fundamental high pressure calibration from all-electron quantum Monte Carlo calculations", Phys. Rev. Lett. 104 (2010) 185702.
- 46. K. P. Driver, R. E. Cohen, Z. Wu, B. Militzer, P. Lopez Rios, M. D. Towler, R. J. Needs, and J. W. Wilkins "Quantum Monte Carlo for minerals at high pressures: Phase stability, equations of state, and elasticity of silica", Proc. Nat. Acad. Sci. 107 (2010) 9519.
- 45. P. Beck, A.F. Goncharov, J. A. Montoya, V.V. Struzhkin, B. Militzer, R.J. Hemley, and H.-K. Mao, ''Response to “Comment on ‘Measurement of thermal diffusivity at high-pressure using a transient heating technique’”'', Appl. Phys. Lett. 95 (2009) 096101.
- 44. J. J. Fortney, I. Baraffe, B. Militzer, chapter "Interior Structure and Thermal Evolution of Giant Planets", in "Exoplanets", ed. S. Seager, Arizona Space Science series (2009).
- 43. B. Militzer, "Correlations in Hot Dense Helium", J Phys. A 42 (2009) 214001, cond-mat/09024281.
- 42. J. J. Fortney, S. H. Glenzer, M. Koenig, B. Militzer, D. Saumon, and D. Valencia, "Frontiers of the Physics of Dense Plasmas and Planetary Interiors: Experiment, Theory, Applications", Physics of Plasmas 16 (2008) 041003.
- 41. B. Militzer and W. B. Hubbard, "Comparison of Jupiter Interior Models Derived from First-Principles Simulations", Astrophysics and Space Science 322 (2009) 129, astro-ph/08074266.
- 40. S. A. Khairallah and B. Militzer, "First-Principles Studies of the Metallization and the Equation of State of Solid Helium", Phys. Rev. Lett. 101 (2008) 106407, physics/08054433.
- 39. B. Militzer, "Path Integral Monte Carlo and Density Functional Molecular Dynamics Simulations of Hot, Dense Helium", Phys. Rev. B 79 (2009) 155105, cond-mat/08050317.
- 38. B. Militzer, W. B. Hubbard, J. Vorberger, I. Tamblyn, and S.A. Bonev, "A Massive Core in Jupiter Predicted From First-Principles Simulations", Astrophysical Journal Letters 688 (2008) L45, astro-ph/08074264.
- 37. P. Beck, A. F. Goncharov, V. Struzhkin, B. Militzer, H.-K. Mao, and R. J. Hemley "Measurement of thermal diffusivity at high pressure using a transient heating technique", Appl. Phys. Lett. 91 (2007) 181914.
- 36. B. Militzer, W. B. Hubbard, "Implications of Shock Wave Experiments with Precompressed Materials for Giant Planet Interiors", AIP conference proceedings 955 (2007) 1395.
- 35. J. Vorberger, I. Tamblyn, S.A. Bonev, B. Militzer, "Properties of Dense Fluid Hydrogen and Helium in Giant Gas Planets", Contrib. Plasma Phys. 47 (2007) 375.
- 34. S. Seager, M. Kuchner, C. A. Hier-Majumder, B. Militzer, "Mass-radius relationship of solid exoplanets", Astrophys. J. 669 (2007) 1279.
- 33. V. V. Struzhkin, B. Militzer, W. Mao, R. J. Hemley, H.-k. Mao, "Hydrogen Storage in Clathrates", Chem. Rev. 107 (2007) 4133.
- 32. G. D. Cody, H. Yabuta, T. Araki, L. D. Kilcoyne, C. M. Alexander, H. Ade, P. Dera, M. Fogel, B. Militzer, B. O. Mysen, "An Organic thermometer for Chondritic Parent Bodies", Earth. Planet. Sci. Lett. 272 (2008) 446.
- 31. J. Vorberger, I. Tamblyn, B. Militzer, S.A. Bonev, "Hydrogen-Helium Mixtures in the Interiors of Giant Planets", Phys. Rev. B 75 (2007) 024206, cond-mat/0609476.
- 30. B. Militzer, R. J Hemley, "Solid oxygen takes shape", Nature (News & Views), 443 (2006) 150.
- 29. B. Militzer, "First Principles Calculations of Shock Compressed Fluid Helium", Phys. Rev. Lett. 97 (2006) 175501.
- 28. B. Militzer, R. L. Graham, "Simulations of Dense Atomic Hydrogen in the Wigner Crystal Phase", J. Phys. Chem. Solids, 67 (2006) 2136.
- 27. B. Militzer, "Hydrogen-Helium Mixtures at High Pressure", J. Low Temp. Phys. 139 (2005) 739.
- 26. B. Militzer, E. L. Pollock, "Equilibrium Contact Probabilities in Dense Plasmas", Phys. Rev. B, 71 (2005) 134303.
- 25. J.-F. Lin, B. Militzer, V. V. Struzhkin, E. Gregoryanz, R. J. Hemley, H.-k. Mao, "High Pressure-Temperature Raman Measurements of H2O Melting to 22 GPa and 900 K", J. Chem. Phys. 121 (2004) 8423.
- 24. E. L. Pollock, B. Militzer, "Dense Plasma Effects on Nuclear Reaction Rates", Phys. Rev. Lett. 92 (2004) 021101.
- 23. S. A. Bonev, B. Militzer, G. Galli, "Dense liquid deuterium: Ab initio simulation of states obtained in gas gun shock wave experiments", Phys. Rev. B 69 (2004) 014101.
- 22. F. Brglez, X.Y. Li, M.F. Stallmann, and B. Militzer, "Evolutionary and Alternative Algorithms: Reliable Cost Predictions for Finding Optimal Solutions to the LABS Problem", Information Sciences, in press, 2004.
- 21. B. Militzer, F. Gygi, G. Galli, "Structure and Bonding of Dense Liquid Oxygen from First Principles Simulations", Phys. Rev. Lett. 91 (2003) 265503.
- 20. F. Brglez, X.Y. Li, M.F. Stallmann, and B. Militzer, "Reliable Cost Predictions for Finding Optimal Solutions to LABS Problem: Evolutionary and Alternative Algorithms", Proceedings of The Fifth International Workshop on Frontiers in Evolutionary Algorithms, Cary, NC (2003).
- 19. B. Militzer, "Path Integral Calculation of Shock Hugoniot Curves of Precompressed Liquid Deuterium", J. Phys. A: Math. Gen. 63 (2003) 6159.
- 18. B. Militzer, E. L. Pollock, "Lowering of the Kinetic Energy in Interacting Quantum Systems", Phys. Rev. Lett. 89 (2002) 280401.
- 17. B. Militzer, D. M. Ceperley, J. D. Kress, J. D. Johnson, L. A. Collins, S. Mazevet, "Calculation of a Deuterium Double Shock Hugoniot from Ab Initio Simulations", Phys. Rev. Lett. 87 (2001) 275502.
- 16. B. Militzer, D. M. Ceperley, "Path Integral Monte Carlo Simulation of the Low-Density Hydrogen Plasma", Phys. Rev. E 63 (2001) 066404.
- 15. B. Militzer, D. M. Ceperley, "Path Integral Monte Carlo Calculation of the Deuterium Hugoniot", Phys. Rev. Lett. 85 (2000) 1890.
- 14. B. Militzer, "Path Integral Monte Carlo Simulations of Hot Dense Hydrogen", Ph.D. thesis, University of Illinois at Urbana-Champaign (2000).
- 13. B. Militzer, E. L. Pollock, "Variational Density Matrix Method for Warm Condensed Matter and Application to Dense Hydrogen", Phys. Rev. E 61 (2000) 3470.
- 12. B. Militzer, E. L. Pollock, "Introduction to the Variational Density Matrix Method and its Application to Dense Hydrogen", in Strongly Coupled Coulomb Systems 99, ed. by C. Deutsch, B. Jancovici, and M.-M. Gombert, J. Phys. France IV 10 (2000) 315.
- 11. B. Militzer, W. Magro, and D. Ceperley, "Characterization of the State of Hydrogen at High Temperature and Density", Contr. Plasma Physics 39 (1999) 1-2, 151.
- 10. W. Magro, B. Militzer, D. Ceperley, B. Bernu, and C. Pierleoni, "Restricted Path Integral Monte Carlo Calculations of Hot, Dense Hydrogen", in Strongly Coupled Coulomb Systems, ed. by G. J. Kalman, J. M. Rommel and K. Blagoev, Plenum Press, New York NY, 1998.
- 9. W. Ebeling, B. Militzer, and F. Schautz, "Quasi-Classical Theory and Simulation of Two-Component Plasmas", in Strongly Coupled Coulomb Systems, ed. by G. J. Kalman, J. M. Rommel and K. Blagoev, Plenum Press, New York NY, 1998.
- 8. B. Militzer, W. Magro, and D. Ceperley, "Fermionic Path-Integral Simulation of Dense Hydrogen", in Strongly Coupled Coulomb Systems, ed. by G. J. Kalman, J. M. Rommel and K. Blagoev, Plenum Press, New York NY, 1998.
- 7. B. Militzer, M. Zamparelli, and D. Beule, "Evolutionary Search for Low Autocorrelated Binary Sequences", IEEE Trans. Evol. Comput. 2 (1998) 34-39.
- 6. W. Ebeling, B. Militzer, and F. Schautz, "Quasi-classical Theory and Simulations of Hydrogen-like Quantum Plasmas", Contr. Plasma Physics 37 (1997) 2-3, 137.
- 5. W. Ebeling and B. Militzer, "Quantum Molecular Dynamics of Partially Ionized Plasmas", Phys. Lett. A 226 (1997) 298
- 4. B. Militzer, "Quanten-Molekular-Dynamik mit reaktiven Freiheitsgraden", in Dynamik, Evolution, Strukturen, ed. J. Freund, Dr. Köster publishing company, Berlin, 1996.
- 3. B. Militzer, "Quanten-Molekular-Dynamik von Coulomb-Systemen", Logos publishing company, Berlin, 1996, ISBN 3-931216-08-X
- 2. B.-D. Dörfel and B. Militzer, "Test of Modular Invariance for Finite XXZ Chains", J. Phys. A: Math. Gen. 26 (1993) 4875.
- 1. A. Richter, G. Kessler, and B. Militzer, "Growth-kinectics of thin-films deposited by laser ablation", 473-478, in Laser Treatment of Materials, ed. by Barry L. Mordike, Oberursel : DGM Informationsgesellschaft, 1992.
Earlier Interests
Career History
| 2003–2007 | Associate staff member at Geophysical Laboratory of the Carnegie Institution of Washington |
| 2000–2003 | Postdoc in the Quantum Simulations Group at the Lawrence Livermore National Laboratory |
| 1996–2000 | Ph.D. student in Prof. Ceperley's group at the University of Illinois at Urbana-Champaign |
| 1994–1996 | Diploma student in Prof. Ebeling's group at the Humboldt University at Berlin |