Last updated July 10, 2022

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*Equal contribution authors

  1. P. M. Attia, A. Bills, F. B. Planella, P. Dechent, G. d. Reis, M. Dubarry, P. Gasper, R. Gilchrist, S. Greenbank, D. Howey, O. Liu, E. Khoo, Y. Preger, A. Soni, S. Sripad, A. G. Stefanopoulou, V. Sulzer.
    “Knees” in Lithium-Ion Battery Aging Trajectories
    Journal of the Electrochemical Society, 169 060517 (2022).

  2. B. Jiang, W. E. Gent, F. Mohr, S. Das, M. D. Berliner, M. Forsuelo, H. Zhao, P. M. Attia, A. Grover, P. K. Herring, M. Z. Bazant, S. J. Harris, S. Ermon, W. C. Chueh, R. D. Braatz.
    Bayesian learning for rapid prediction of lithium-ion battery-cycling protocols
    Joule, 5, 12, 3187-3203 (2021).

  3. A. Weng, P. Mohtat, P. M. Attia, V. Sulzer, S. Lee, G. Less, A. Stefanopoulou.
    Predicting the impact of formation protocols on battery lifetime immediately after manufacturing
    Joule, 5, 11, 2971-2992 (2021).
    PDF, press release

  4. P. M. Attia, K. A. Severson, J. D. Witmer.
    Statistical Learning for Accurate and Interpretable Battery Lifetime Prediction
    Journal of the Electrochemical Society, 168 050543 (2021).

  5. P. Dechent, A. Epp, D. Jöst, Y. Preger, P. M. Attia, W. Li, D. U. Sauer.
    ENPOLITE: Comparing Lithium-Ion Cells across Energy, Power, Lifetime, and Temperature
    ACS Energy Letters, 6, 2351−2355 (2021).
    PDF, website, interview

  6. P. M. Attia, S. J. Harris, W. C. Chueh.
    Benefits of Fast Battery Formation in a Model System
    Journal of the Electrochemical Society, 168 050543 (2021).

  7. P. Herring, C. B. Gopal, M. Aykol, J. H. Montoya, A. Anapolsky, P. M. Attia, W. Gent, J. S. Hummelshøj, L. Huang, H.-K. Kwon, P. Moore, D. Schweigert, K. A. Severson, S. Suram, Z. Yang, R. D. Braatz, B. D. Storey.
    BEEP: A Python library for Battery Evaluation and Early Prediction
    SoftwareX, 11 100506 (2020).

  8. P. M. Attia, W. C. Chueh, S. J. Harris.
    Revisiting the t0.5 Dependence of SEI Growth
    Journal of the Electrochemical Society, 167 090535 (2020).

  9. P. M. Attia*, A. Grover*, N. Jin, K. A. Severson, T. M. Markov, Y.-H. Liao, M. H. Chen, B. Cheong, N. Perkins, Z. Yang, P. K. Herring, M. Aykol, S. J. Harris, R. D. Braatz, S. Ermon, W. C. Chueh.
    Closed-loop optimization of fast-charging protocols for batteries with machine learning
    Nature 578, 397–402 (2020).
    Full text, press release, Nature podcast, Joule Preview, San Jose Mercury News, more press

  10. X. Zhang, Q. J. Wang, K. L. Harrison, K. Jungjohann, B. L. Boyce, S. A. Roberts, P. M. Attia, S. J. Harris.
    Rethinking How External Pressure Can Suppress Dendrites in Lithium Metal Batteries
    Journal of the Electrochemical Society, 166 (15) A3639-A3652 (2019).

  11. W. Huang*, P. M. Attia*, H. Wang, S. E. Renfrew, N. Jin, S. Das, Z. Zhang, D. T. Boyle, Y. Li, M. Z. Bazant, B. D. McCloskey, W. C. Chueh, Y. Cui.
    Evolution of the Solid−Electrolyte Interphase on Carbonaceous Anodes Visualized by Atomic-Resolution Cryogenic Electron Microscopy
    Nano Letters, 19, 8, 5140–5148 (2019).

  12. K. A. Severson*, P. M. Attia*, N. Jin, N. Perkins, B. Jiang, Z. Yang, M. H. Chen, M. Aykol, P. K. Herring, D. Fraggedakis, M. Z. Bazant, S. J. Harris, W. C. Chueh, R. D. Braatz.
    Data-driven prediction of battery cycle life before capacity degradation
    Nature Energy, 4, 383–391 (2019).
    PDF, press release, Nature News & Views, Nature Energy cover

  13. S. Das, P. M. Attia, M. Z. Bazant, W. C. Chueh.
    Electrochemical kinetics of SEI growth on carbon black, Part II: Modeling
    Journal of the Electrochemical Society, 166 (4) E107–E118 (2019).

  14. P. M. Attia, S. Das, S. J. Harris, M. Z. Bazant, W. C. Chueh.
    Electrochemical kinetics of SEI growth on carbon black, Part I: Experiments
    Journal of the Electrochemical Society, 166 (4) E97–E106 (2019).

  15. Y. Li, H. Chen, K. Lim, H. D. Deng, J. Lim, D. Fraggedakis, P. M. Attia, S. C. Lee, N. Jin, J. Moškon, Z. Guan, W. E. Gent, J. Hong, Y. S. Yu, M. Gaberšček, M. S. Islam, M. Z. Bazant, W. C. Chueh.
    Fluid-enhanced surface diffusion controls intraparticle phase transformations
    Nature Materials, 17, 915–922 (2018).
    PDF, press release

  16. A. Grover, T. Markov, P. Attia, N. Jin, N. Perkins, B. Cheong, M. Chen, Z. Yang, S. Harris, W. Chueh, S. Ermon.
    Best arm identification in multi-armed bandits with delayed feedback
    Proceedings of the 21st International Conference on Artificial Intelligence and Statistics (AISTATS) 84, 833–842 (2018).

  17. P. M. Attia, M. R. Lewis, C. C. Bomberger, A. K. Prasad, J. M. O. Zide.
    Experimental studies of thermoelectric power generation in dynamic temperature environments
    Energy, 60, 453-456 (2013).

  18. C. C. Bomberger, P. M. Attia, A. K. Prasad, J. M. O. Zide.
    Modeling Passive Power Generation in a Temporally-Varying Temperature Environment via Thermoelectrics
    Applied Thermal Engineering, 56, 1-2, 152–158 (2013).

  19. P. M. Attia.
    Mega-Sized Concerns from the Nano-Sized World: The Intersection of Nano- and Environmental Ethics
    Science and Engineering Ethics, 19, 3, 1007–1016 (2013).

  20. P Dongmo, Y Zhong, P Attia, C Bomberger, R Cheaito, JF Ihlefeld, PE Hopkins, J Zide.
    Enhanced room temperature electronic and thermoelectric properties of the dilute bismuthide InGaBiAs
    Journal of Applied Physics, 112, 093710 (2012).


  1. K. A. Severson, R. D. Braatz, W. C. Chueh, P. M. Attia, N. Jin, S. J. Harris, N. Perkins.
    Data-driven Model for Lithium-ion Battery Capacity Fade and Lifetime Prediction
    US Patent Application 16/161,852.

  2. S. Ermon, W. C. Chueh, A. Grover, T. M. Markov, N. Perkins, P. M. Attia.
    Autonomous screening and optimization of battery formation and cycling procedures
    US 10,992,156 B2.