Bayesian learning for rapid prediction of lithium-ion battery-cycling protocols

Closed-loop optimization of fast-charging protocols for batteries with machine learning

(2020) Peter M. Attia et al.   NATURE

Degradation of Commercial Lithium-ion Cells as a Function of Chemistry and Cycling Conditions

(2020) Yuliya Preger et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Data-driven prediction of battery cycle life before capacity degradation

(2019) Kristen A. Severson et al.   Nature Energy

Evolution of the Solid–Electrolyte Interphase on Carbonaceous Anodes Visualized by Atomic-Resolution Cryogenic Electron Microscopy

(2019) William Huang et al.   NANO LETTERS

Challenges and opportunities towards fast-charging battery materials

(2019) Yayuan Liu et al.   Nature Energy

Performance and cost of materials for lithium-based rechargeable automotive batteries

(2018) Richard Schmuch et al.   Nature Energy

Batteries and fuel cells for emerging electric vehicle markets

(2018) Zachary P. Cano et al.   Nature Energy

Accelerating the discovery of materials for clean energy in the era of smart automation

(2018) Daniel P. Tabor et al.   Nature Reviews Materials

Understanding the trilemma of fast charging, energy density and cycle life of lithium-ion batteries

(2018) Xiao-Guang Yang et al.   JOURNAL OF POWER SOURCES

Machine learning for molecular and materials science

(2018) Keith T. Butler et al.   NATURE

Planning chemical syntheses with deep neural networks and symbolic AI

(2018) Marwin H. S. Segler et al.   NATURE

Holistic computational structure screening of more than 12 000 candidates for solid lithium-ion conductor materials

(2017) Austin D. Sendek et al.   Energy & Environmental Science

Fast formation cycling for lithium ion batteries

(2017) Seong Jin An et al.   JOURNAL OF POWER SOURCES

Enabling fast charging – A battery technology gap assessment

(2017) Shabbir Ahmed et al.   JOURNAL OF POWER SOURCES

Degradation diagnostics for lithium ion cells

(2017) Christoph R. Birkl et al.   JOURNAL OF POWER SOURCES

In Situ Observation and Mathematical Modeling of Lithium Distribution within Graphite

(2017) Karen E. Thomas-Alyea et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Decomposition of LiPF6in High Energy Lithium-Ion Batteries Studied with Online Electrochemical Mass Spectrometry

(2016) Aurélie Guéguen et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Fundamental degradation mechanisms of layered oxide Li-ion battery cathode materials: Methodology, insights and novel approaches

(2015) R. Hausbrand et al.   Materials Science and Engineering B-Advanced Functional Solid-State Materials

Human-level concept learning through probabilistic program induction

(2015) B. M. Lake et al.   SCIENCE

Fundamental degradation mechanisms of layered oxide Li-ion battery cathode materials: Methodology, insights and novel approaches

(2015) R. Hausbrand et al.   Materials Science and Engineering B-Advanced Functional Solid-State Materials

Critical review of the methods for monitoring of lithium-ion batteries in electric and hybrid vehicles

(2014) Wladislaw Waag et al.   JOURNAL OF POWER SOURCES

Deformation and stress in electrode materials for Li-ion batteries

(2014) Amartya Mukhopadhyay et al.   PROGRESS IN MATERIALS SCIENCE

Effects of Inhomogeneities—Nanoscale to Mesoscale—on the Durability of Li-Ion Batteries

(2013) Stephen J. Harris et al.   Journal of Physical Chemistry C

Fast charging technique for high power lithium iron phosphate batteries: A cycle life analysis

(2013) D. Anseán et al.   JOURNAL OF POWER SOURCES

Production caused variation in capacity aging trend and correlation to initial cell performance

(2013) Thorsten Baumhöfer et al.   JOURNAL OF POWER SOURCES

How Do Reactions at the Anode/Electrolyte Interface Determine the Cathode Performance in Lithium-Ion Batteries?

(2013) Steffen Krueger et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

Commentary: The Materials Project: A materials genome approach to accelerating materials innovation

(2013) Anubhav Jain et al.   APL Materials

Theory of SEI Formation in Rechargeable Batteries: Capacity Fade, Accelerated Aging and Lifetime Prediction

(2012) Matthew B. Pinson et al.   JOURNAL OF THE ELECTROCHEMICAL SOCIETY

How to Grow a Mind: Statistics, Structure, and Abstraction

(2011) J. B. Tenenbaum et al.   SCIENCE

Electrical Energy Storage for the Grid: A Battery of Choices

(2011) B. Dunn et al.   SCIENCE

Probabilistic models of cognition: exploring representations and inductive biases

(2010) Thomas L. Griffiths et al.   TRENDS IN COGNITIVE SCIENCES

Challenges for Rechargeable Li Batteries†

(2009) John B. Goodenough et al.   CHEMISTRY OF MATERIALS

Quantifying Inter- and Intra-Population Niche Variability Using Hierarchical Bayesian Stable Isotope Mixing Models

(2009) Brice X. Semmens et al.   PLoS One