Last updated January 17, 2025

*Equal contribution authors

P. M. Attia, E. Moch, P. K. Herring.
Challenges and opportunities for high-quality battery production at scale.
Nature Communications, 16, 611 (2025).
PDF
A. Condon, B. Buscarino, E. Moch, W. J. Sehnert, O. Miles, P. K. Herring, P. M. Attia.
A dataset of over one thousand computed tomography scans of battery cells
Data in Brief, 55, 110614 (2024).
PDF
H. D. Deng, N. Jin, P. M. Attia, K. Lim, S. D. Kang, N. Kapate, H. Zhao, Y. Li, M. Z. Bazant, W. C. Chueh.
Beyond Constant Current: Origin of Pulse-Induced Activation in Phase-Transforming Battery Electrodes
ACS Nano, 18, 3, 2210–2218 (2024).
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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).
PDF, Wall Street Journal article, highlighted in EU Batteries Regulation report, top 1% cited review paper in IOP Publishing
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).
PDF
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
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).
PDF
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
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).
PDF
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).
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P. M. Attia, W. C. Chueh, S. J. Harris.
Revisiting the t^0.5 Dependence of SEI Growth
Journal of the Electrochemical Society, 167 090535 (2020).
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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
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).
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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).
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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
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).
PDF
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).
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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
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 21^st International Conference on Artificial Intelligence and Statistics (AISTATS) 84, 833–842 (2018).
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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).
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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).
PDF
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).
PDF
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).
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Patents

US-only

A. G. Stefanopoulou, A. Weng, P. Mohtat, P. M. Attia, V. Sulzer, S. Lee, G. Less.
Early-Life Diagnostics For Fast Battery Formation Protocols And Their Impacts To Long-Term Aging
US 11,226,374 B2.
PDF
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 11,226,374 B2.
PDF
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.
PDF