Towards unified machine learning characterization of lithium-ion battery degradation across multiple levels: A critical review

AG Li, AC West, M Preindl - Applied Energy, 2022 - Elsevier
Lithium-ion battery (LIB) degradation is often characterized at three distinct levels:
mechanisms, modes, and metrics. Recent trends in diagnostics and prognostics have been …

Thick electrode design for facile electron and ion transport: Architectures, advanced characterization, and modeling

DJ Arnot, KS Mayilvahanan, Z Hui… - Accounts of Materials …, 2022 - ACS Publications
Conspectus The demand for lithium ion batteries continues to expand for powering
applications such as portable electronics, grid-scale energy storage, and electric vehicles …

How to Develop Useful Models for Solid‐State Batteries–A Plea for Simplicity and Interdisciplinary Cooperation

A Bielefeld - Batteries & Supercaps, 2023 - Wiley Online Library
With research on solid‐state batteries being on the rise, also simulations and modeling
studies become more and more popular. It is therefore time to reflect upon the interplay of …

Effects of electrode curvature in Li-ion cells

R Schäfer, E Delz, M Kasper… - Journal of The …, 2023 - iopscience.iop.org
Bending of electrodes in certain cell designs (cylindrical cells or flat wound jellyrolls) leads
to curved electrodes (curvature κ). For double side-coated electrodes, this curvature leads to …

Carbon-binder weight loading optimization for improved lithium-ion battery rate capability

FLE Usseglio-Viretta, AM Colclasure… - Journal of The …, 2022 - iopscience.iop.org
Battery performance is strongly correlated with electrode microstructure and weight loading
of the electrode components. Among them are the carbon-black and binder additives that …

Investigating the influence of polymer binders on liquid phase transport and tortuosity through lithium-ion electrodes

JC Bernard, JC Hestenes… - Journal of The …, 2023 - iopscience.iop.org
Quantifying the tortuosity of porous lithium-ion electrodes is important for understanding the
rate capability of cells and for optimizing their design, particularly when designing high …

Multiple Operando Fields Can Identify a Predictive Mass Transport Theory in Electrolytes

A Mistry, HG Steinrück, MF Toney… - The Journal of …, 2025 - ACS Publications
An electrolyte transport theory connects its transport properties, evolution of spatiotemporal
fields (eg, concentration), and corresponding macroscopic current and voltage responses …

Efficient Analysis of Interdependencies in Electrode Manufacturing Through Joint Application of Design of Experiments and Explainable Machine Learning

S Haghi, J Keilhofer, N Schwarz, P He… - Batteries & …, 2024 - Wiley Online Library
Battery cell production is a key contributor to achieving a net‐zero future. A comprehensive
understanding of the various process steps and their interdependencies is essential for …

Rate Capability of LiFePO4 Cathodes and the Shape Engineering of Their Anisotropic Crystallites

B Alexander, N Sang-Сheol, S Jung-Hoon… - Journal of …, 2022 - koreascience.kr
For cuboid and ellipsoid crystallites of LiFePO 4 powders, by X-ray diffraction (XRD) and
microscopic (TEM) studies, it is possible to determine the anisotropic parameters of the …

Electrochemical Characterization of Degradation Modes of High-Voltage LixNi0.33Mn0.33Co0.33O2 Electrodes

Z Hui, KS Mayilvahanan, A Kingan, DC Bock… - ACS Energy …, 2023 - ACS Publications
While deeply charged high-voltage cathodes can improve battery energy density,
understanding and preventing any accelerated cell degradation is crucial to practical …