- Open Access
First High-Throughput Evaluation of Dark Matter Detector Materials
Phys. Rev. Lett. 136, 191801 – Published 11 May, 2026
DOI: https://doi.org/10.1103/bb4g-7939
Abstract
We perform the first high-throughput search and evaluation of materials that can serve as excellent low-mass dark matter detectors. Using properties of close to 1000 materials from the Materials Project database, we project the sensitivity in dark matter parameter space for experiments constructed from each material, including both absorption and scattering processes between dark matter and electrons. Using the anisotropic materials in the dataset, we further compute the level of daily modulation in interaction rates and the resulting directional sensitivities, highlighting materials with prospects to detect the dark matter wind. Our methods provide the basic tools for the data-driven design of dark matter detectors, and our findings lay the groundwork for the next generation of highly optimized direct searches for dark matter as light as the keV scale. This represents a major step in the application of results from condensed matter physics to dark matter search design.
Physics Subject Headings (PhySH)
Article Text
Supplemental Material
References (112)
- R. Essig, J. Mardon, and T. Volansky, Phys. Rev. D 85, 076007 (2012).
- S. Derenzo, R. Essig, A. Massari, A. Soto, and T.-T. Yu, Phys. Rev. D 96, 016026 (2017).
- R. Essig, M. Fernandez-Serra, J. Mardon, A. Soto, T. Volansky, and T.-T. Yu, J. High Energy Phys. 05 (2016) 046.
- P. W. Graham, D. E. Kaplan, S. Rajendran, and M. T. Walters, Phys. Dark Universe 1, 32 (2012).
- Y. Hochberg, T. Lin, and K. M. Zurek, Phys. Rev. D 95, 023013 (2017).
- S. M. Griffin, Y. Hochberg, K. Inzani, N. Kurinsky, T. Lin, and T. C. Yu, Phys. Rev. D 103, 075002 (2021).
- Y. Hochberg, Y. Zhao, and K. M. Zurek, Phys. Rev. Lett. 116, 011301 (2016).
- Y. Hochberg, I. Charaev, S.-W. Nam, V. Verma, M. Colangelo, and K. K. Berggren, Phys. Rev. Lett. 123, 151802 (2019).
- Y. Hochberg, B. V. Lehmann, I. Charaev, J. Chiles, M. Colangelo, S. W. Nam, and K. K. Berggren, Phys. Rev. D 106, 112005 (2022).
- J. Gao, Y. Hochberg, B. V. Lehmann, S. W. Nam, P. Szypryt, M. R. Vissers, and T. Xu, arXiv:2403.19739.
- K. Schutz and K. M. Zurek, Phys. Rev. Lett. 117, 121302 (2016).
- S. Knapen, T. Lin, and K. M. Zurek, Phys. Rev. D 95, 056019 (2017).
- O. A. Ashour and S. M. Griffin, arXiv:2409.02439.
- Y. Hochberg, Y. Kahn, M. Lisanti, C. G. Tully, and K. M. Zurek, Phys. Lett. B 772, 239 (2017).
- G. Cavoto, F. Luchetta, and A. D. Polosa, Phys. Lett. B 776, 338 (2018).
- C. Blanco, Y. Kahn, B. Lillard, and S. D. McDermott, Phys. Rev. D 104, 036011 (2021).
- N. Taufertshöfer, M. Garcia-Sciveres, and S. M. Griffin, Phys. Rev. D 110, 103552 (2024).
- P. Adari et al. (SENSEI Collaboration), Phys. Rev. Lett. 134, 011804 (2025).
- M. F. Albakry et al. (SuperCDMS Collaboration), Phys. Rev. D 111, 012006 (2025).
- Y. Hochberg, Y. Kahn, N. Kurinsky, B. V. Lehmann, T. C. Yu, and K. K. Berggren, Phys. Rev. Lett. 127, 151802 (2021).
- S. Knapen, J. Kozaczuk, and T. Lin, Phys. Rev. D 104, 015031 (2021).
- C. Boyd, Y. Hochberg, Y. Kahn, E. D. Kramer, N. Kurinsky, B. V. Lehmann, and T. C. Yu, Phys. Rev. D 108, 015015 (2023).
- A. Jain et al., APL Mater. 1, 011002 (2013).
- I. Petousis, D. Mrdjenovich, E. Ballouz, M. Liu, D. Winston, W. Chen, T. Graf, T. D. Schladt, K. A. Persson, and F. B. Prinz, Sci. Data 4, 160134 (2017).
- R. X. Yang, M. K. Horton, J. Munro, and K. A. Persson, arXiv:2209.02918.
- M. K. Horton et al., Nat. Mater. 24, 1522 (2025).
Publicly available at https://next-gen.materialsproject.org/.
- K. Inzani, A. Faghaninia, and S. M. Griffin, Phys. Rev. Res. 3, 013069 (2021).
- R. M. Geilhufe, B. Olsthoorn, A. Ferella, T. Koski, F. Kahlhoefer, J. Conrad, and A. V. Balatsky, Phys. Status Solidi RRL 12, 1800293 (2018).
- C. Cook, C. Blanco, and J. Smirnov, Phys. Rev. D 112, 083005 (2025).
- Y. Hochberg, Y. Kahn, M. Lisanti, K. M. Zurek, A. G. Grushin, R. Ilan, S. M. Griffin, Z.-F. Liu, S. F. Weber, and J. B. Neaton, Phys. Rev. D 97, 015004 (2018).
- R. Budnik, O. Chesnovsky, O. Slone, and T. Volansky, Phys. Lett. B 782, 242 (2018).
- F. Kadribasic, N. Mirabolfathi, K. Nordlund, A. E. Sand, E. Holmström, and F. Djurabekova, Phys. Rev. Lett. 120, 111301 (2018).
- S. Griffin, S. Knapen, T. Lin, and K. M. Zurek, Phys. Rev. D 98, 115034 (2018).
- M. Heikinheimo, K. Nordlund, K. Tuominen, and N. Mirabolfathi, Phys. Rev. D 99, 103018 (2019).
- A. Coskuner, A. Mitridate, A. Olivares, and K. M. Zurek, Phys. Rev. D 103, 016006 (2021).
- R. M. Geilhufe, F. Kahlhoefer, and M. W. Winkler, Phys. Rev. D 101, 055005 (2020).
- A. Coskuner, T. Trickle, Z. Zhang, and K. M. Zurek, Phys. Rev. D 105, 015010 (2022).
- S. Sassi, A. Dinmohammadi, M. Heikinheimo, N. Mirabolfathi, K. Nordlund, H. Safari, and K. Tuominen, Phys. Rev. D 104, 063037 (2021).
- Y. Hochberg, E. D. Kramer, N. Kurinsky, and B. V. Lehmann, Phys. Rev. D 107, 076015 (2023).
- C. Blanco, I. Harris, Y. Kahn, B. Lillard, and J. Pérez-Ríos, Phys. Rev. D 106, 115015 (2022).
- D. N. Spergel, Phys. Rev. D 37, 1353 (1988).
- F. Mayet et al., Phys. Rep. 627, 1 (2016).
- J. D. Lewin and P. F. Smith, Astropart. Phys. 6, 87 (1996).
- S. Knapen, J. Kozaczuk, and T. Lin, Phys. Rev. D 105, 015014 (2022).
- B. V. Lehmann et al. (to be published).
- S. M. Griffin, Y. Hochberg, B. V. Lehmann, R. Ovadia, K. A. Persson, B. A. Suter, R. X. Yang, and W. Zhao, Zenodo, 10.5281/zenodo.13346342 (2025).
Note that only a small portion of the full MP database includes dielectric responses so far, so we describe materials as “optimal” only insofar as they are the best performers in the current dataset. Indeed, other materials not included in our dataset are known to exhibit better isotropic sensitivity in some mass ranges. Future application of our pipeline to improved versions of the dataset may reveal materials with better sensitivity as the dataset evolves.
- https://next-gen.materialsproject.org/materials/mp-755419.
- S. D. N. Luu and P. Vaqueiro, J. Solid State Chem. France 226, 219 (2015).
- https://next-gen.materialsproject.org/materials/mp-863707.
- D. E. Sands, D. H. Woods, and W. J. Ramsey, Acta Crystallogr. 16, 316 (1963).
- https://next-gen.materialsproject.org/materials/mp-569304.
- D. E. Nixon, G. S. Parry, and A. R. Ubbelohde, Proc. R. Soc. A 291, 324 (1966).
- https://next-gen.materialsproject.org/materials/mp-28572.
- K. Krämer, T. Schleid, M. Schulze, W. Urland, and G. Meyer, Z. Anorg. Allg. Chem. 575, 61 (1989).
- https://next-gen.materialsproject.org/materials/mp-29241.
- A. Widera and H. Schäfer, Mater. Res. Bull. 15, 1805 (1980).
- https://next-gen.materialsproject.org/materials/mp-9610.
- M. G. Down, M. J. Haley, P. Hubberstey, R. J. Pulham, and A. E. Thunder, J. Chem. Soc. Dalton Trans. 10, 1407 (1978).
- https://next-gen.materialsproject.org/materials/mp-3927.
- D. Johrendt, R. Miericke, and A. Mewis, Z. Naturforsch. B 51, 905 (1996).
- https://next-gen.materialsproject.org/materials/mp-1960.
- J. Bijvoet, A. Claassen, and A. Karssen, in Proceedings of the Koninklijke Nederlandse Academie van Wetenschappen (1926), Vol. 29, pp. 1286–1292.
- https://next-gen.materialsproject.org/materials/mp-753287.
- https://next-gen.materialsproject.org/materials/mp-2251.
- A. Rabenau and H. Schulz, J. Less Common Metals 50, 155 (1976).
- https://next-gen.materialsproject.org/materials/mp-997161.
- https://next-gen.materialsproject.org/materials/mp-23703.
- W. B. Zimmerman, Phys. Rev. B 5, 4704 (1972).
- https://next-gen.materialsproject.org/materials/mp-7988.
- K.-R. Tsai, P. M. Harris, and E. N. Lassettre, J. Phys. Chem. 60, 338 (1956).
- https://next-gen.materialsproject.org/materials/mp-19338.
- L. E. Aleandri and R. E. McCarley, Inorg. Chem. 27, 1041 (1988).
- https://next-gen.materialsproject.org/materials/mp-581024.
- W. McCarroll, J. Phys. Chem. Solids 26, 191 (1965).
- https://next-gen.materialsproject.org/materials/mp-1265.
- E. Broch, Z. Phys. Chem. 127, 446 (1927).
- https://next-gen.materialsproject.org/materials/mp-1205761.
- J. A. A. Ketblaar and J. F. van Walsem, Recl. Trav. Chim. Pays-Bas 57, 964 (1938).
- https://next-gen.materialsproject.org/materials/mp-570485.
- M. H. Lee, T. Björling, B. C. Hauback, T. Utsumi, D. Moser, D. Bull, D. Noréus, O. F. Sankey, and U. Häussermann, Phys. Rev. B 78, 195209 (2008).
- https://next-gen.materialsproject.org/materials/mp-1147551.
- J. Barker, M. Y. Saidi, and J. L. Swoyer, Electrochem. Solid-State Lett. 6, A252 (2003).
- J. Barker, M. Saidi, and J. Swoyer, Solid State Ionics 158, 261 (2003).
- K. Ben-Kamel, N. Amdouni, H. Groult, A. Mauger, K. Zaghib, and C. Julien, J. Power Sources 202, 314 (2012).
- J. M. Flitcroft, A. Althubiani, and J. M. Skelton, J. Phys. Energy 6, 025011 (2024).
- T. Zhang, Y. Jiang, Z. Song, H. Huang, Y. He, Z. Fang, H. Weng, and C. Fang, Nature (London) 566, 475 (2019).
- Y. Hochberg, B. V. Lehmann et al. (to be published).
- Recently, we developed a package, montecolor [91], for creating custom colorblind-safe palettes. montecolor is publicly available at https://github.com/benvlehmann/montecolor.
- Benjamin V. Lehmann, montecolor (2025), http://github.com/benvlehmann/montecolor.
- M. R. Luo, G. Cui, and C. Li, Color Res. Appl. 31, 320 (2006).
We use the full anisotropic dielectric tensor for the purposes of estimating rate modulations, as described in the next subsection. The degree of anisotropy has minimal impact on the average rate.
- M. Dressel and G. Grüner, Electrodynamics of Solids: Optical Properties of Electrons in Matter (Cambridge University Press, Cambridge, England, 2002).
- I. Abril, R. Garcia-Molina, C. D. Denton, F. J. Pérez-Pérez, and N. R. Arista, Phys. Rev. A 58, 357 (1998).
- M. Vos and P. L. Grande, J. Phys. Chem. Solids 124, 242 (2019).
- Y. Hochberg, D. Novko, R. Ovadia, and A. Politano, arXiv:2507.07164.
- See Supplemental Material at http://link.aps.org/supplemental/10.1103/bb4g-7939 for additional information about the dataset, further details of our fitting procedure, and benchmarks for the fitted dielectric functions, which includes Refs. [99–106].
- J. P. Perdew, K. Burke, and M. Ernzerhof, Phys. Rev. Lett. 77, 3865 (1996).
- R. Kingsbury, A. S. Gupta, C. J. Bartel, J. M. Munro, S. Dwaraknath, M. Horton, and K. A. Persson, Phys. Rev. Mater. 6, 013801 (2022).
- J. W. Furness, A. D. Kaplan, J. Ning, J. P. Perdew, and J. Sun, J. Phys. Chem. Lett. 11, 8208 (2020).
- J. Heyd, G. E. Scuseria, and M. Ernzerhof, J. Chem. Phys. 118, 8207 (2003).
- A. V. Krukau, O. A. Vydrov, A. F. Izmaylov, and G. E. Scuseria, J. Chem. Phys. 125, 224106 (2006).
- W. Zhao, R. X. Yang, A. D. Kaplan, and K. A. Persson, ACS Materials Au, 10.1021/acsmaterialsau.5c00100 (2025).
- S. Carrazza and J. M. Cruz-Martinez, Comput. Phys. Commun. 254, 107376 (2020).
- S. Carrazza and J. M. Cruz-Martinez, n3pdf/vegasflow: vegasflow v1.0 (2020).
- L. Barak et al. (SENSEI Collaboration), Phys. Rev. Lett. 125, 171802 (2020).
- D. Amaral et al. (SuperCDMS Collaboration), Phys. Rev. D 102, 091101 (2020).
- A. Aguilar-Arevalo et al. (DAMIC Collaboration), Phys. Rev. Lett. 123, 181802 (2019).
- R. Essig, T. Volansky, and T.-T. Yu, Phys. Rev. D 96, 043017 (2017).
- P. Agnes et al. (DarkSide Collaboration), Phys. Rev. Lett. 121, 111303 (2018).
- E. Aprile et al. (XENON Collaboration), Phys. Rev. Lett. 123, 251801 (2019).