- Open Access
Application of a spherically averaged pair potential in ab initio path integral Monte Carlo simulations of a warm dense electron gas
Phys. Rev. E 112, 035203 – Published 8 September, 2025
DOI: https://doi.org/10.1103/lj9c-bh48
Abstract
Spherically averaged periodic pair potentials offer the enticing promise to provide accurate results at a drastically reduced computational cost compared to the traditional Ewald sum. In this work, we employ the pair potential by Yakub and Ronchi [J. Chem. Phys. 119, 11556 (2003)] in ab initio path integral Monte Carlo (PIMC) simulations of the warm dense uniform electron gas. Overall, we find very accurate results with respect to Ewald reference data for integrated properties such as the kinetic and potential energy, whereas wavenumber-resolved properties such as the static structure factor , the static linear density response , and the static quadratic density response fluctuate for small . In addition, we perform an analytic continuation to compute the dynamic structure factor from PIMC results of the imaginary-time density-density correlation function for both pair potentials. Our results have important implications for future PIMC calculations, which can be sped up significantly using the Yakub and Ronchi potential for the estimation of equation-of-state properties or -resolved observables in the noncollective regime, whereas a full Ewald treatment is mandatory to accurately resolve physical effects manifesting for smaller , including the evaluation of compressibility sum rules, the interpretation of x-ray scattering experiments at small scattering angles, and the estimation of optical and transport properties.
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References (170)
- Frontiers and Challenges in Warm Dense Matter, edited by F. Graziani, M. P. Desjarlais, R. Redmer, and S. B. Trickey (Springer International Publishing, Switzerland, 2014).
- T. Ott, H. Thomsen, J. W. Abraham, T. Dornheim, and M. Bonitz, Recent progress in the theory and simulation of strongly correlated plasmas: Phase transitions, transport, quantum, and magnetic field effects, Eur. Phys. J. D 72, 84 (2018).
- G. Giuliani and G. Vignale, Quantum Theory of the Electron Liquid (Cambridge University Press, Cambridge, 2008).
- A. Benuzzi-Mounaix, S. Mazevet, A. Ravasio, T. Vinci, A. Denoeud, M. Koenig, N. Amadou, E. Brambrink, F. Festa, A. Levy, M. Harmand, S. Brygoo, G. Huser, V. Recoules, J. Bouchet, G. Morard, F. Guyot, T. de Resseguier, K. Myanishi, N. Ozaki et al., Progress in warm dense matter study with applications to planetology, Phys. Scr. T161, 014060 (2014).
- R.P. Drake, High-Energy-Density Physics: Foundation of Inertial Fusion and Experimental Astrophysics, Graduate Texts in Physics (Springer International Publishing, Berlin, 2018).
- A. L. Kritcher, D. C. Swift, T. Döppner, B. Bachmann, L. X. Benedict, G. W. Collins, J. L. DuBois, F. Elsner, G. Fontaine, J. A. Gaffney, S. Hamel, A. Lazicki, W. R. Johnson, N. Kostinski, D. Kraus, M. J. MacDonald, B. Maddox, M. E. Martin, P. Neumayer, A. Nikroo et al., A measurement of the equation of state of carbon envelopes of white dwarfs, Nature (London) 584, 51 (2020).
- D. Saumon, S. Blouin, and P.-E. Tremblay, Current challenges in the physics of white dwarf stars, Phys. Rep. 988, 1 (2022).
- R. Betti and O. A. Hurricane, Inertial-confinement fusion with lasers, Nat. Phys. 12, 435 (2016).
- O. A. Hurricane, P. K. Patel, R. Betti, D. H. Froula, S. P. Regan, S. A. Slutz, M. R. Gomez, and M. A. Sweeney, Physics principles of inertial confinement fusion and U.S. program overview, Rev. Mod. Phys. 95, 025005 (2023).
- H. Abu-Shawareb, R. Acree, P. Adams, J. Adams, B. Addis, R. Aden, P. Adrian, B. B. Afeyan, M. Aggleton, L. Aghaian, A. Aguirre, D. Aikens, J. Akre, F. Albert et al., Achievement of target gain larger than unity in an inertial fusion experiment, Phys. Rev. Lett. 132, 065102 (2024).
- A. B. Zylstra, O. A. Hurricane, D. A. Callahan, A. L. Kritcher, J. E. Ralph, H. F. Robey, J. S. Ross, C. V. Young, K. L. Baker, D. T. Casey, T. Döppner, L. Divol, M. Hohenberger, S. Le Pape, A. Pak, P. K. Patel, R. Tommasini, S. J. Ali, P. A. Amendt, L. J. Atherton et al., Burning plasma achieved in inertial fusion, Nature (London) 601, 542 (2022).
- V. Gopalaswamy, C. A. Williams, R. Betti, D. Patel, J. P. Knauer, A. Lees, D. Cao, E. M. Campbell, P. Farmakis, R. Ejaz, K. S. Anderson, R. Epstein, J. Carroll-Nellenbeck, I. V. Igumenshchev, J. A. Marozas, P. B. Radha, A. A. Solodov, C. A. Thomas, K. M. Woo, T. J. B. Collins et al., Demonstration of a hydrodynamically equivalent burning plasma in direct-drive inertial confinement fusion, Nat. Phys. 20, 751 (2024).
- D. Batani, A. Colaïtis, F. Consoli, C. N. Danson, L. A. Gizzi, J. Honrubia, T. Kühl, S. Le Pape, J.-L. Miquel, J. M. Perlado, et al., Future for inertial-fusion energy in europe: A roadmap, High Power Laser Sci. Eng. 11, e83 (2023).
- S. X. Hu, B. Militzer, V. N. Goncharov, and S. Skupsky, First-principles equation-of-state table of deuterium for inertial confinement fusion applications, Phys. Rev. B 84, 224109 (2011).
- M. Bonitz, J. Vorberger, M. Bethkenhagen, M. P. Böhme, D. M. Ceperley, A. Filinov, T. Gawne, F. Graziani, G. Gregori, P. Hamann, S. B. Hansen, M. Holzmann, S. X. Hu, H. Kählert, V. V. Karasiev, U. Kleinschmidt, L. Kordts, C. Makait, B. Militzer, Z. A. Moldabekov et al., Toward first principles-based simulations of dense hydrogen, Phys. Plasmas 31, 110501 (2024).
- T. Schoof, S. Groth, J. Vorberger, and M. Bonitz, Ab initio thermodynamic results for the degenerate electron gas at finite temperature, Phys. Rev. Lett. 115, 130402 (2015).
- N.-H. Kwong and M. Bonitz, Real-time Kadanoff-Baym approach to plasma oscillations in a correlated electron gas, Phys. Rev. Lett. 84, 1768 (2000).
- V. Golubnychiy, M. Bonitz, D. Kremp, and M. Schlanges, Plasmon dispersion of a weakly degenerate nonideal one-component plasma, Contrib. Plasma Phys. 42, 37 (2002).
- V. V. Karasiev, L. Calderin, and S. B. Trickey, Importance of finite-temperature exchange correlation for warm dense matter calculations, Phys. Rev. E 93, 063207 (2016).
- K. Ramakrishna, T. Dornheim, and J. Vorberger, Influence of finite temperature exchange-correlation effects in hydrogen, Phys. Rev. B 101, 195129 (2020).
- T. Sjostrom and J. Daligault, Gradient corrections to the exchange-correlation free energy, Phys. Rev. B 90, 155109 (2014).
- N. D. Mermin, Thermal properties of the inhomogeneous electron gas, Phys. Rev. 137, A1441 (1965).
- L. Goerigk, A. Hansen, C. Bauer, S. Ehrlich, A. Najibi, and S. Grimme, A look at the density functional theory zoo with the advanced GMTKN55 database for general main group thermochemistry, kinetics and noncovalent interactions, Phys. Chem. Chem. Phys. 19, 32184 (2017).
- V. V. Karasiev, T. Sjostrom, J. Dufty, and S. B. Trickey, Accurate homogeneous electron gas exchange-correlation free energy for local spin-density calculations, Phys. Rev. Lett. 112, 076403 (2014).
- S. Groth, T. Dornheim, T. Sjostrom, F. D. Malone, W. M. C. Foulkes, and M. Bonitz, Ab initio exchange–correlation free energy of the uniform electron gas at warm dense matter conditions, Phys. Rev. Lett. 119, 135001 (2017).
- V. V. Karasiev, J. W. Dufty, and S. B. Trickey, Nonempirical semilocal free-energy density functional for matter under extreme conditions, Phys. Rev. Lett. 120, 076401 (2018).
- V. V. Karasiev, D. I. Mihaylov, and S. X. Hu, Meta-GGA exchange-correlation free energy density functional to increase the accuracy of warm dense matter simulations, Phys. Rev. B 105, L081109 (2022).
- Z. Moldabekov, S. Schwalbe, M. P. Böhme, J. Vorberger, X. Shao, M. Pavanello, F. R. Graziani, and T. Dornheim, Bound-state breaking and the importance of thermal exchange–correlation effects in warm dense hydrogen, J. Chem. Theory Comput. 20, 68 (2024).
- Z. Moldabekov, J. Vorberger, and T. Dornheim, From density response to energy functionals and back: An ab initio perspective on matter under extreme conditions, Prog. Part. Nucl. Phys. 140, 104144 (2025).
- Z. A. Moldabekov, M. Lokamani, J. Vorberger, A. Cangi, and T. Dornheim, Non-empirical mixing coefficient for hybrid xc functionals from analysis of the XC kernel, J. Phys. Chem. Lett. 14, 1326 (2023).
- Z. A. Moldabekov, M. Lokamani, J. Vorberger, A. Cangi, and T. Dornheim, Assessing the accuracy of hybrid exchange-correlation functionals for the density response of warm dense electrons, J. Chem. Phys. 158, 094105 (2023).
- Z. Moldabekov, M. Böhme, J. Vorberger, D. Blaschke, and T. Dornheim, Ab initio static exchange–correlation kernel across Jacob's ladder without functional derivatives, J. Chem. Theory Comput. 19, 1286 (2023).
- M. F. Kasim, T. P. Galligan, J. Topp-Mugglestone, G. Gregori, and S. M. Vinko, Inverse problem instabilities in large-scale modeling of matter in extreme conditions, Phys. Plasmas 26, 112706 (2019).
- G. Gregori, S. H. Glenzer, W. Rozmus, R. W. Lee, and O. L. Landen, Theoretical model of x-ray scattering as a dense matter probe, Phys. Rev. E 67, 026412 (2003).
- T. Dornheim, H. M. Bellenbaum, M. Bethkenhagen, S. B. Hansen, M. P. Böhme, T. Döppner, L. B. Fletcher, T. Gawne, D. O. Gericke, S. Hamel, D. Kraus, M. J. MacDonald, Zh. A. Moldabekov, T. R. Preston, R. Redmer, M. Schörner, S. Schwalbe, P. Tolias, and J. Vorberger, Model-free Rayleigh weight from x-ray Thomson scattering measurements, Phys. Plasmas 32, 052712 (2025).
- T. Dornheim, M. Böhme, D. Kraus, T. Döppner, T. R. Preston, Z. A. Moldabekov, and J. Vorberger, Accurate temperature diagnostics for matter under extreme conditions, Nat. Commun. 13, 7911 (2022).
- T. Döppner, M. Bethkenhagen, D. Kraus, P. Neumayer, D. A. Chapman, B. Bachmann, R. A. Baggott, M. P. Böhme, L. Divol, R. W. Falcone, L. B. Fletcher, O. L. Landen, M. J. MacDonald, A. M. Saunders, M. Schörner, P. A. Sterne, J. Vorberger, B. B. L. Witte, A. Yi, R. Redmer et al., Observing the onset of pressure-driven k-shell delocalization, Nature (London) 618, 270 (2023).
- M. P. Böhme, L. B. Fletcher, T. Döppner, D. Kraus, A. D. Baczewski, T. R. Preston, M. J. MacDonald, F. R. Graziani, Z. A. Moldabekov, J. Vorberger, and T. Dornheim, Evidence of free-bound transitions in warm dense matter and their impact on equation-of-state measurements, arXiv:2306.17653.
- M. W. C. Dharma-wardana and D. D. Klug, X-ray Thomson scattering studies on spin-singlet stabilization of highly compressed h-like be ions heated to two million degrees kelvin, arXiv:2502.16693.
- J. B. Anderson, Quantum Monte Carlo: Origins, Development, Applications (Oxford University Press, New York, 2007).
- D. M. Ceperley, Path integrals in the theory of condensed helium, Rev. Mod. Phys. 67, 279 (1995).
- M. Troyer and U. J. Wiese, Computational complexity and fundamental limitations to fermionic quantum Monte Carlo simulations, Phys. Rev. Lett. 94, 170201 (2005).
- E. Y. Loh, J. E. Gubernatis, R. T. Scalettar, S. R. White, D. J. Scalapino, and R. L. Sugar, Sign problem in the numerical simulation of many-electron systems, Phys. Rev. B 41, 9301 (1990).
- T. Dornheim, Fermion sign problem in path integral Monte Carlo simulations: Quantum dots, ultracold atoms, and warm dense matter, Phys. Rev. E 100, 023307 (2019).
- D. M. Ceperley, Path-integral calculations of normal liquid , Phys. Rev. Lett. 69, 331 (1992).
- T. Dornheim, Z. A. Moldabekov, J. Vorberger, and B. Militzer, Path integral Monte Carlo approach to the structural properties and collective excitations of liquid without fixed nodes, Sci. Rep. 12, 708 (2022).
- T. Morresi and G. Garberoglio, Normal liquid studied by path-integral Monte Carlo with a parametrized partition function, Phys. Rev. B 111, 014521 (2025).
- R. Egger, W. Häusler, C. H. Mak, and H. Grabert, Crossover from fermi liquid to wigner molecule behavior in quantum dots, Phys. Rev. Lett. 82, 3320 (1999).
- S. M. Reimann and M. Manninen, Electronic structure of quantum dots, Rev. Mod. Phys. 74, 1283 (2002).
- T. Dornheim and Y. Yan, Abnormal quantum moment of inertia and structural properties of electrons in 2d and 3d quantum dots: An ab initio path-integral Monte Carlo study, New J. Phys. 24, 113024 (2022).
- K. P. Driver and B. Militzer, All-electron path integral Monte Carlo simulations of warm dense matter: Application to water and carbon plasmas, Phys. Rev. Lett. 108, 115502 (2012).
- E. W. Brown, B. K. Clark, J. L. DuBois, and D. M. Ceperley, Path-integral Monte Carlo simulation of the warm dense homogeneous electron gas, Phys. Rev. Lett. 110, 146405 (2013).
- N. S. Blunt, T. W. Rogers, J. S. Spencer, and W. M. C. Foulkes, Density-matrix quantum Monte Carlo method, Phys. Rev. B 89, 245124 (2014).
- F. D. Malone, N. S. Blunt, J. J. Shepherd, D. K. K. Lee, J. S. Spencer, and W. M. C. Foulkes, Interaction picture density matrix quantum Monte Carlo, J. Chem. Phys. 143, 044116 (2015).
- T. Dornheim, S. Groth, A. Filinov, and M. Bonitz, Permutation blocking path integral Monte Carlo: A highly efficient approach to the simulation of strongly degenerate non-ideal fermions, New J. Phys. 17, 073017 (2015).
- S. Groth, T. Schoof, T. Dornheim, and M. Bonitz, Ab initio quantum Monte Carlo simulations of the uniform electron gas without fixed nodes, Phys. Rev. B 93, 085102 (2016).
- F. D. Malone, N. S. Blunt, E. W. Brown, D. K. K. Lee, J. S. Spencer, W. M. C. Foulkes, and J. J. Shepherd, Accurate exchange-correlation energies for the warm dense electron gas, Phys. Rev. Lett. 117, 115701 (2016).
- A. Yilmaz, K. Hunger, T. Dornheim, S. Groth, and M. Bonitz, Restricted configuration path integral Monte Carlo, J. Chem. Phys. 153, 124114 (2020).
- B. Hirshberg, M. Invernizzi, and M. Parrinello, Path integral molecular dynamics for fermions: Alleviating the sign problem with the Bogoliubov inequality, J. Chem. Phys. 152, 171102 (2020).
- T. Dornheim, M. Invernizzi, J. Vorberger, and B. Hirshberg, Attenuating the fermion sign problem in path integral Monte Carlo simulations using the Bogoliubov inequality and thermodynamic integration, J. Chem. Phys. 153, 234104 (2020).
- J. Lee, M. A. Morales, and F. D. Malone, A phaseless auxiliary-field quantum Monte Carlo perspective on the uniform electron gas at finite temperatures: Issues, observations, and benchmark study, J. Chem. Phys. 154, 064109 (2021).
- P.-C. Hou, B.-Z. Wang, K. Haule, Y. Deng, and K. Chen, Exchange-correlation effect in the charge response of a warm dense electron gas, Phys. Rev. B 106, L081126 (2022).
- Y. Xiong and H. Xiong, On the thermodynamic properties of fictitious identical particles and the application to fermion sign problem, J. Chem. Phys. 157, 094112 (2022).
- T. Dornheim, P. Tolias, S. Groth, Z. A. Moldabekov, J. Vorberger, and B. Hirshberg, Fermionic physics from ab initio path integral Monte Carlo simulations of fictitious identical particles, J. Chem. Phys. 159, 164113 (2023).
- T. Dornheim, Z. A. Moldabekov, S. Schwalbe, and J. Vorberger, Direct free energy calculation from ab initio path integral Monte Carlo simulations of warm dense matter, Phys. Rev. B 111, L041114 (2025).
- Y. Xiong, GPU acceleration of ab initio simulations of large-scale identical particles based on path integral molecular dynamics, arXiv:2404.02628.
- T. Dornheim, Z. Moldabekov, S. Schwalbe, P. Tolias, and J. Vorberger, Fermionic free energies from ab initio path integral monte carlo simulations of fictitious identical particles, J. Chem. Theory Comput. 21, 7290 (2025).
- T. Dornheim, S. Schwalbe, Z. A. Moldabekov, J. Vorberger, and P. Tolias, Ab initio path integral Monte Carlo simulations of the uniform electron gas on large length scales, J. Phys. Chem. Lett. 15, 1305 (2024).
- L. M. Fraser, W. M. C. Foulkes, G. Rajagopal, R. J. Needs, S. D. Kenny, and A. J. Williamson, Finite-size effects and Coulomb interactions in quantum Monte Carlo calculations for homogeneous systems with periodic boundary conditions, Phys. Rev. B 53, 1814 (1996).
- G. S. Demyanov, A. S. Onegin, and P. R. Levashov, N-convergence in one–component plasma: Comparison of Coulomb, Ewald, and angular–averaged Ewald potentials, Contrib. Plasma Phys. 64, e202300164 (2024).
- T. Dornheim, M. Bonitz, Z. A. Moldabekov, S. Schwalbe, P. Tolias, and J. Vorberger, Chemical potential of the warm dense electron gas from ab initio path integral Monte Carlo simulations, Phys. Rev. B 111, 115149 (2025).
- T. Dornheim, S. Groth, and M. Bonitz, The uniform electron gas at warm dense matter conditions, Phys. Rep. 744, 1 (2018).
- S. Chiesa, D. M. Ceperley, R. M. Martin, and M. Holzmann, Finite-size error in many-body simulations with long-range interactions, Phys. Rev. Lett. 97, 076404 (2006).
- N. D. Drummond, R. J. Needs, A. Sorouri, and W. M. C. Foulkes, Finite-size errors in continuum quantum Monte Carlo calculations, Phys. Rev. B 78, 125106 (2008).
- T. Dornheim, S. Groth, T. Sjostrom, F. D. Malone, W. M. C. Foulkes, and M. Bonitz, Ab initio quantum Monte Carlo simulation of the warm dense electron gas in the thermodynamic limit, Phys. Rev. Lett. 117, 156403 (2016).
- T. Dornheim and J. Vorberger, Overcoming finite-size effects in electronic structure simulations at extreme conditions, J. Chem. Phys. 154, 144103 (2021).
- M. Holzmann, R. C. Clay, M. A. Morales, N. M. Tubman, D. M. Ceperley, and C. Pierleoni, Theory of finite size effects for electronic quantum Monte Carlo calculations of liquids and solids, Phys. Rev. B 94, 035126 (2016).
- S. H. Glenzer, O. L. Landen, P. Neumayer, R. W. Lee, K. Widmann, S. W. Pollaine, R. J. Wallace, G. Gregori, A. Höll, T. Bornath, R. Thiele, V. Schwarz, W.-D. Kraeft, and R. Redmer, Observations of plasmons in warm dense matter, Phys. Rev. Lett. 98, 065002 (2007).
- T. Gawne, Z. A. Moldabekov, O. S. Humphries, K. Appel, C. Baehtz, V. Bouffetier, E. Brambrink, A. Cangi, S. Göde, Z. Konôpková, M. Makita, M. Mishchenko, M. Nakatsutsumi, K. Ramakrishna, L. Randolph, S. Schwalbe, J. Vorberger, L. Wollenweber, U. Zastrau, T. Dornheim et al., Ultrahigh resolution x-ray Thomson scattering measurements at the European x-ray free electron laser, Phys. Rev. B 109, L241112 (2024).
- P. Sperling, E. J. Gamboa, H. J. Lee, H. K. Chung, E. Galtier, Y. Omarbakiyeva, H. Reinholz, G. Röpke, U. Zastrau, J. Hastings, L. B. Fletcher, and S. H. Glenzer, Free-electron x-ray laser measurements of collisional-damped plasmons in isochorically heated warm dense matter, Phys. Rev. Lett. 115, 115001 (2015).
- H. M. Bellenbaum, B. Bachmann, D. Kraus, Th. Gawne, M. P. Böhme, T. Döppner, L. B. Fletcher, M. J. MacDonald, Zh. A. Moldabekov, T. R. Preston, J. Vorberger, and T. Dornheim, Toward model-free temperature diagnostics of warm dense matter from multiple scattering angles, Appl. Phys. Lett. 126, 044104 (2025).
- P. Hamann, J. Vorberger, T. Dornheim, Z. A. Moldabekov, and M. Bonitz, Ab initio results for the plasmon dispersion and damping of the warm dense electron gas, Contrib. Plasma Phys. 60, e202000147 (2020).
- E. Yakub and C. Ronchi, An efficient method for computation of long-ranged Coulomb forces in computer simulation of ionic fluids, J. Chem. Phys. 119, 11556 (2003).
- E. Yakub and C. Ronchi, A new method for computation of long ranged Coulomb forces in computer simulation of disordered systems, J. Low Temp. Phys. 139, 633 (2005).
- G. Vernizzi, G. I. Guerrero-García, and M. Olvera de la Cruz, Coulomb interactions in charged fluids, Phys. Rev. E 84, 016707 (2011).
- G. S. Demyanov and P. R. Levashov, Systematic derivation of angular-averaged Ewald potential, J. Phys. A: Math. Theor. 55, 385202 (2022).
- I. Fukuda and H. Nakamura, Non-Ewald methods: theory and applications to molecular systems, Biophys. Rev. 4, 161 (2012).
- V. S. Filinov, V. E. Fortov, M. Bonitz, and Zh. Moldabekov, Fermionic path-integral Monte Carlo results for the uniform electron gas at finite temperature, Phys. Rev. E 91, 033108 (2015).
- V. S. Filinov, A. S. Larkin, and P. R. Levashov, Uniform electron gas at finite temperature by fermionic-path-integral Monte Carlo simulations, Phys. Rev. E 102, 033203 (2020).
- V. Filinov, P. Levashov, and A. Larkin, Monte Carlo simulations of the electron short-range quantum ordering in Coulomb systems and the ‘fermionic sign problem', J. Phys. A: Math. Theor. 55, 035001 (2022).
- A. V. Filinov and M. Bonitz, Equation of state of partially ionized hydrogen and deuterium plasma revisited, Phys. Rev. E 108, 055212 (2023).
- T. Dornheim, S. Schwalbe, M. P. Böhme, Z. A. Moldabekov, J. Vorberger, and P. Tolias, Ab initio path integral Monte Carlo simulations of warm dense two-component systems without fixed nodes: Structural properties, J. Chem. Phys. 160, 164111 (2024).
- T. Dornheim, S. Schwalbe, P. Tolias, M. P. Böhme, Z. A. Moldabekov, and J. Vorberger, Ab initio density response and local field factor of warm dense hydrogen, Matter Radiat. Extrem. 9, 057401 (2024).
- T. Dornheim, T. Döppner, P. Tolias, M. P. Böhme, L. B. Fletcher, T. Gawne, F. R. Graziani, D. Kraus, M. J. MacDonald, Z. A. Moldabekov, S. Schwalbe, D. O. Gericke, and J. Vorberger, Unraveling electronic correlations in warm dense quantum plasmas, Nat. Commun. 16, 5103 (2025).
- T. Dornheim, J. Vorberger, S. Groth, N. Hoffmann, Zh. A. Moldabekov, and M. Bonitz, The static local field correction of the warm dense electron gas: An ab initio path integral Monte Carlo study and machine learning representation, J. Chem. Phys 151, 194104 (2019).
- T. Dornheim, Z. A. Moldabekov, and J. Vorberger, Nonlinear density response from imaginary-time correlation functions: Ab initio path integral Monte Carlo simulations of the warm dense electron gas, J. Chem. Phys. 155, 054110 (2021).
- T. Dornheim, S. Groth, J. Vorberger, and M. Bonitz, Ab initio path integral Monte Carlo results for the dynamic structure factor of correlated electrons: From the electron liquid to warm dense matter, Phys. Rev. Lett. 121, 255001 (2018).
- T. Chuna, N. Barnfield, T. Dornheim, M. P. Friedlander, and T. Hoheisel, Dual formulation of the maximum entropy method applied to analytic continuation of quantum Monte Carlo data, arXiv:2501.01869.
- M. Jarrell and J. E. Gubernatis, Bayesian inference and the analytic continuation of imaginary-time quantum Monte Carlo data, Phys. Rep. 269, 133 (1996).
- D. Chandler and P. G. Wolynes, Exploiting the isomorphism between quantum theory and classical statistical mechanics of polyatomic fluids, J. Chem. Phys. 74, 4078 (1981).
- M. Boninsegni, N. Prokof'ev, and B. Svistunov, Worm algorithm for continuous-space path integral Monte Carlo simulations, Phys. Rev. Lett. 96, 070601 (2006).
- T. Dornheim, S. Groth, A. V. Filinov, and M. Bonitz, Path integral Monte Carlo simulation of degenerate electrons: Permutation-cycle properties, J. Chem. Phys. 151, 014108 (2019).
- M. Boninsegni, N. V. Prokofev, and B. V. Svistunov, Worm algorithm and diagrammatic Monte Carlo: A new approach to continuous-space path integral Monte Carlo simulations, Phys. Rev. E 74, 036701 (2006).
- T. Dornheim, M. Böhme, B. Militzer, and 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, 205142 (2021).
- T. Dornheim, M. Böhme, and S. Schwalbe, ISHTAR - imaginary-time stochastic high- performance tool for Ab initio Research, Zenodo (2024), https://doi.org/10.5281/zenodo.10497098.
- A. Y. Toukmaji and J. A. Board, Ewald summation techniques in perspective: A survey, Comput. Phys. Commun. 95, 73 (1996).
- G. Rajagopal and R. J. Needs, An optimized Ewald method for long-ranged potentials, J. Comput. Phys. 115, 399 (1994).
- I. Kylänpää and E. Räsänen, Extended Ewald summation technique, Comput. Phys. Commun. 206, 64 (2016).
- F. Müller, H. Christiansen, S. Schnabel, and W. Janke, Fast, hierarchical, and adaptive algorithm for metropolis Monte Carlo simulations of long-range interacting systems, Phys. Rev. X 13, 031006 (2023).
- T. Dornheim, T. M. Chuna, H. M. Bellenbaum, Z. A. Moldabekov, P. Tolias, and J. Vorberger, Data publication Application of a spherically averaged pair potential in ab initio path integral Monte Carlo simulations of the warm dense electron gas [Data set], Rodare (2025), https://doi.org/10.14278/rodare.3959.
- T. Dornheim, A. Cangi, K. Ramakrishna, M. Böhme, S. Tanaka, and J. Vorberger, Effective static approximation: A fast and reliable tool for warm-dense matter theory, Phys. Rev. Lett. 125, 235001 (2020).
- T. Dornheim, Z. A. Moldabekov, and P. Tolias, Analytical representation of the local field correction of the uniform electron gas within the effective static approximation, Phys. Rev. B 103, 165102 (2021).
- U. Zastrau, P. Sperling, M. Harmand, A. Becker, T. Bornath, R. Bredow, S. Dziarzhytski, T. Fennel, L. B. Fletcher, E. Förster, S. Göde, G. Gregori, V. Hilbert, D. Hochhaus, B. Holst, T. Laarmann, H. J. Lee, T. Ma, J. P. Mithen, R. Mitzner et al., Resolving ultrafast heating of dense cryogenic hydrogen, Phys. Rev. Lett. 112, 105002 (2014).
- L. B. Fletcher, J. Vorberger, W. Schumaker, C. Ruyer, S. Goede, E. Galtier, U. Zastrau, E. P. Alves, S. D. Baalrud, R. A. Baggott, B. Barbrel, Z. Chen, T. Döppner, M. Gauthier, E. Granados, J. B. Kim, D. Kraus, H. J. Lee, M. J. MacDonald, R. Mishra et al., Electron-ion temperature relaxation in warm dense hydrogen observed with picosecond resolved x-ray scattering, Front. Phys. 10, 838524 (2022).
- P. Hamann, L. Kordts, A. Filinov, M. Bonitz, T. Dornheim, and J. Vorberger, Prediction of a roton-type feature in warm dense hydrogen, Phys. Rev. Res. 5, 033039 (2023).
- H. M. Bellenbaum, M. P. Böhme, M. Bonitz, T. Döppner, L. B. Fletcher, T. Gawne, D. Kraus, Z. A. Moldabekov, S. Schwalbe, J. Vorberger, and T. Dornheim, Estimating ionization states and continuum lowering from ab initio path integral Monte Carlo simulations for warm dense hydrogen, Phys. Rev. Res. 7, 033016 (2025).
- S. Moroni, D. M. Ceperley, and G. Senatore, Static response from quantum Monte Carlo calculations, Phys. Rev. Lett. 69, 1837 (1992).
- S. Moroni, D. M. Ceperley, and G. Senatore, Static response and local field factor of the electron gas, Phys. Rev. Lett. 75, 689 (1995).
- C. Bowen, G. Sugiyama, and B. J. Alder, Static dielectric response of the electron gas, Phys. Rev. B 50, 14838 (1994).
- T. Dornheim, S. Groth, J. Vorberger, and M. Bonitz, Permutation blocking path integral Monte Carlo approach to the static density response of the warm dense electron gas, Phys. Rev. E 96, 023203 (2017).
- S. Groth, T. Dornheim, and M. Bonitz, Configuration path integral Monte Carlo approach to the static density response of the warm dense electron gas, J. Chem. Phys 147, 164108 (2017).
- T. Dornheim, J. Vorberger, and M. Bonitz, Nonlinear electronic density response in warm dense matter, Phys. Rev. Lett. 125, 085001 (2020).
- Z. Moldabekov, J. Vorberger, and T. Dornheim, Density functional theory perspective on the nonlinear response of correlated electrons across temperature regimes, J. Chem. Theory Comput. 18, 2900 (2022).
- T. Dornheim, Z. A. Moldabekov, K. Ramakrishna, P. Tolias, A. D. Baczewski, D. Kraus, T. R. Preston, D. A. Chapman, M. P. Böhme, T. Döppner, F. Graziani, M. Bonitz, A. Cangi, and J. Vorberger, Electronic density response of warm dense matter, Phys. Plasmas 30, 032705 (2023).
- T. Dornheim, Z. Moldabekov, P. Tolias, M. Böhme, and J. Vorberger, Physical insights from imaginary-time density–density correlation functions, Matter Radiat. Extremes 8, 056601 (2023).
- T. Dornheim, D. C. Wicaksono, J. E. Suarez-Cardona, P. Tolias, M. P. Böhme, Z. A. Moldabekov, M. Hecht, and J. Vorberger, Extraction of the frequency moments of spectral densities from imaginary-time correlation function data, Phys. Rev. B 107, 155148 (2023).
- T. Dornheim, J. Vorberger, Z. A. Moldabekov, and M. Böhme, Analysing the dynamic structure of warm dense matter in the imaginary-time domain: Theoretical models and simulations, Philos. Trans. R. Soc. A 381, 20220217 (2023).
- T. Dornheim, M. P. Böhme, D. A. Chapman, D. Kraus, T. R. Preston, Z. A. Moldabekov, N. Schlünzen, A. Cangi, T. Döppner, and J. Vorberger, Imaginary-time correlation function thermometry: A new, high-accuracy and model-free temperature analysis technique for x-ray Thomson scattering data, Phys. Plasmas 30, 042707 (2023).
- M. Schörner, M. Bethkenhagen, T. Döppner, D. Kraus, L. B. Fletcher, S. H. Glenzer, and R. Redmer, X-ray Thomson scattering spectra from density functional theory molecular dynamics simulations based on a modified Chihara formula, Phys. Rev. E 107, 065207 (2023).
- T. Dornheim, T. Döppner, A. D. Baczewski, P. Tolias, M. P. Böhme, Zh. A. Moldabekov, Th. Gawne, D. Ranjan, D. A. Chapman, M. J. MacDonald, Th. R. Preston, D. Kraus, and J. Vorberger, X-ray Thomson scattering absolute intensity from the f-sum rule in the imaginary-time domain, Sci. Rep. 14, 14377 (2024).
- B. Militzer, E. L. Pollock, and D. M. Ceperley, Path integral Monte Carlo calculation of the momentum distribution of the homogeneous electron gas at finite temperature, High Energy Density Phys. 30, 13 (2019).
- B. Militzer and E. L. Pollock, Lowering of the kinetic energy in interacting quantum systems, Phys. Rev. Lett. 89, 280401 (2002).
- K. Hunger, T. Schoof, T. Dornheim, M. Bonitz, and A. Filinov, Momentum distribution function and short-range correlations of the warm dense electron gas: Ab initio quantum Monte Carlo results, Phys. Rev. E 103, 053204 (2021).
- T. Dornheim, J. Vorberger, B. Militzer, and Z. A. Moldabekov, Momentum distribution of the uniform electron gas at finite temperature: Effects of spin polarization, Phys. Rev. E 104, 055206 (2021).
- W. Janke and T. Sauer, Optimal energy estimation in path-integral Monte Carlo simulations, J. Chem. Phys. 107, 5821 (1997).
- T. Dornheim, T. Sjostrom, S. Tanaka, and J. Vorberger, Strongly coupled electron liquid: Ab initio path integral Monte Carlo simulations and dielectric theories, Phys. Rev. B 101, 045129 (2020).
- T. Dornheim, Z. Moldabekov, J. Vorberger, H. Kählert, and M. Bonitz, Electronic pair alignment and roton feature in the warm dense electron gas, Commun. Phys. 5, 304 (2022).
- T. Dornheim, P. Tolias, Z. A. Moldabekov, A. Cangi, and J. Vorberger, Effective electronic forces and potentials from ab initio path integral Monte Carlo simulations, J. Chem. Phys. 156, 244113 (2022).
- J. Koskelo, L. Reining, and M. Gatti, Short-range excitonic phenomena in low-density metals, Phys. Rev. Lett. 134, 046402 (2025).
- Y. Takada, Emergence of an excitonic collective mode in the dilute electron gas, Phys. Rev. B 94, 245106 (2016).
- Y. Takada, Low-energy peak in the one-particle spectral function of the electron gas at metallic densities, Phys. Rev. B 110, 085132 (2024).
- S. Groth, T. Dornheim, and J. Vorberger, Ab initio path integral Monte Carlo approach to the static and dynamic density response of the uniform electron gas, Phys. Rev. B 99, 235122 (2019).
- T. Dornheim and J. Vorberger, Finite-size effects in the reconstruction of dynamic properties from ab initio path integral Monte Carlo simulations, Phys. Rev. E 102, 063301 (2020).
- B. Dabrowski, Dynamical local-field factor in the response function of an electron gas, Phys. Rev. B 34, 4989 (1986).
- T. Chuna, N. Barnfield, J. Vorberger, M. P. Friedlander, T. Hoheisel, and T. Dornheim, Estimates of the dynamic structure factor for the finite temperature electron liquid via analytic continuation of path integral Monte Carlo data, arXiv:2503.20433.
- T. Dornheim, M. Böhme, Z. A. Moldabekov, J. Vorberger, and M. Bonitz, Density response of the warm dense electron gas beyond linear response theory: Excitation of harmonics, Phys. Rev. Res. 3, 033231 (2021).
- S. H. Glenzer and R. Redmer, X-ray Thomson scattering in high energy density plasmas, Rev. Mod. Phys. 81, 1625 (2009).
- J. Sheffield, D. Froula, S.H. Glenzer, and N.C. Luhmann, Plasma Scattering of Electromagnetic Radiation: Theory and Measurement Techniques (Elsevier Science, Burlington, USA, 2010).
- W. Nolting and W. D. Brewer, Fundamentals of Many-body Physics: Principles and Methods (Springer, Heidelberg, 2009).
- T. Dornheim, J. Vorberger, and Z. A. Moldabekov, Nonlinear density response and higher order correlation functions in warm dense matter, J. Phys. Soc. Jpn. 90, 104002 (2021).
- T. Dornheim, Z. A. Moldabekov, and J. Vorberger, Nonlinear electronic density response of the ferromagnetic uniform electron gas at warm dense matter conditions, Contrib. Plasma Phys. 61 e202100098 (2021).
- T. Dornheim, J. Vorberger, Z. A. Moldabekov, and M. Bonitz, Nonlinear interaction of external perturbations in warm dense matter, Contrib. Plasma Phys. 62, e202100247 (2022).
- P. Tolias, T. Dornheim, Z. A. Moldabekov, and J. Vorberger, Unravelling the nonlinear ideal density response of many-body systems, Europhys. Lett. 142, 44001 (2023).
- J. Vorberger, T. Dornheim, M. P. Böhme, Z. A. Moldabekov, and P. Tolias, Green's function perspective on the nonlinear density response of quantum many-body systems, J. Stat. Phys. 192, 75 (2025).
- S.A. Mikhailov, Second-order response of a uniform three-dimensional electron gas to a longitudinal electric field, Annalen der Physik 524, 182 (2012).
- S. A. Mikhailov, Nonlinear electromagnetic response of a uniform electron gas, Phys. Rev. Lett. 113, 027405 (2014).
- C. D. Hu and E. Zaremba, correction to the stopping power of ions in an electron gas, Phys. Rev. B 37, 9268 (1988).
- J. A. Frenje, R. Florido, R. Mancini, T. Nagayama, P. E. Grabowski, H. Rinderknecht, H. Sio, A. Zylstra, M. Gatu Johnson, C. K. Li, F. H. Séguin, R. D. Petrasso, V. Yu Glebov, and S. P. Regan, Experimental validation of low- ion-stopping formalisms around the Bragg peak in high-energy-density plasmas, Phys. Rev. Lett. 122, 015002 (2019).
- A. Bergara, I. Campillo, J. M. Pitarke, and P. M. Echenique, Quadratic induced polarization by an external heavy charge in an electron gas, Phys. Rev. B 56, 15654 (1997).
- A. Kononov and A. Schleife, Pre-equilibrium stopping and charge capture in proton-irradiated aluminum sheets, Phys. Rev. B 102, 165401 (2020).
- S. Gravel and N. W. Ashcroft, Nonlinear response theories and effective pair potentials, Phys. Rev. B 76, 144103 (2007).
- K.-U. Plagemann, H. R. Rüter, T. Bornath, M. Shihab, M. P. Desjarlais, C. Fortmann, S. H. Glenzer, and R. Redmer, Ab initio calculation of the ion feature in x-ray Thomson scattering, Phys. Rev. E 92, 013103 (2015).
- P. E. Grabowski, S. B. Hansen, M. S. Murillo, L. G. Stanton, F. R. Graziani, A. B. Zylstra, S. D. Baalrud, P. Arnault, A. D. Baczewski, L. X. Benedict, C. Blancard, O. Čertík, J. Clérouin, L. A. Collins, S. Copeland, A. A. Correa, J. Dai, J. Daligault, M. P. Desjarlais, M. W. C. Dharma-wardana et al., Review of the first charged-particle transport coefficient comparison workshop, High Energy Density Phys. 37, 100905 (2020).
- B. Militzer, F. González-Cataldo, S. Zhang, K. P. Driver, and F. Soubiran, First-principles equation of state database for warm dense matter computation, Phys. Rev. E 103, 013203 (2021).
- K. P. Driver, F. Soubiran, and B. Militzer, Path integral Monte Carlo simulations of warm dense aluminum, Phys. Rev. E 97, 063207 (2018).
- M. Böhme, Z. A. Moldabekov, J. Vorberger, and T. Dornheim, Static electronic density response of warm dense hydrogen: Ab initio path integral Monte Carlo simulations, Phys. Rev. Lett. 129, 066402 (2022).
- B. Militzer, Computation of the high temperature Coulomb density matrix in periodic boundary conditions, Comput. Phys. Commun. 204, 88 (2016).
- M. Böhme, Z. A. Moldabekov, J. Vorberger, and T. Dornheim, Ab initio path integral Monte Carlo simulations of hydrogen snapshots at warm dense matter conditions, Phys. Rev. E 107, 015206 (2023).
- G. S. Demyanov and P. R. Levashov, Kelbglip: Program implementation of the high-temperature kelbg density matrix for path integral and molecular dynamics simulations with long-range Coulomb interaction, Comput. Phys. Commun. 305, 109326 (2024).
- C. John, T. Spura, S. Habershon, and T. D. Kühne, Quantum ring-polymer contraction method: Including nuclear quantum effects at no additional computational cost in comparison to ab initio molecular dynamics, Phys. Rev. E 93, 043305 (2016).