Last updated February 13, 2020

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*Equal contribution authors

  1. 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 (2020).

  2. 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).

  3. 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).

  4. 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

  5. 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).

  6. 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).

  7. 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

  8. 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).

  9. 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).

  10. 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).

  11. 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).

  12. 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 Patent Application 16/161,790.