Data‐Driven Battery Characterization and Prognosis: Recent Progress, Challenges, and Prospects

S Ji, J Zhu, Y Yang, G Dos Reis, Z Zhang - Small Methods, 2024 - Wiley Online Library
Battery characterization and prognosis are essential for analyzing underlying
electrochemical mechanisms and ensuring safe operation, especially with the assistance of …

A Review of the Applications of Explainable Machine Learning for Lithium–Ion Batteries: From Production to State and Performance Estimation

M Faraji Niri, K Aslansefat, S Haghi, M Hashemian… - Energies, 2023 - mdpi.com
Lithium–ion batteries play a crucial role in clean transportation systems including EVs,
aircraft, and electric micromobilities. The design of battery cells and their production process …

Impact of Formulation and Slurry Properties on Lithium‐ion Electrode Manufacturing

C Reynolds, M Faraji Niri, MF Hidalgo… - Batteries & …, 2024 - Wiley Online Library
The characteristics and performance of lithium‐ion batteries typically rely on the precise
combination of materials in their component electrodes. Understanding the impact of this …

Modulating the solvation structure to enhance amorphous solid electrolyte interface formation for ultra-stable aqueous zinc anode

G Zeng, Q Sun, S Horta, PR Martínez-Alanis… - Energy & …, 2025 - pubs.rsc.org
Electrolyte additives are extensively validated effective in mitigating dendrite growth and
parasitic reactions in aqueous zinc-ion batteries (AZIBs). Nonetheless, the mechanisms by …

Holistic optimization of lithium-ion battery negative electrode formulation using a combination of theory of mixtures, Box-Behnken matrix, multi-variant analysis and …

I Urdampilleta, M Bengoechea, I de Meatza… - Chemical Engineering …, 2023 - Elsevier
The battery R&D process should be accelerated towards a faster transition to a greener
economy. However, typical battery electrode/electrolyte optimization process is still based …

[HTML][HTML] Comprehensive review of lithium-ion battery state of charge estimation by sliding mode observers

V Behnamgol, M Asadi, MAA Mohamed, SS Aphale… - Energies, 2024 - mdpi.com
The state of charge (SoC) is a critical parameter in lithium-ion batteries and their
alternatives. It determines the battery's remaining energy capacity and influences its …

Artificial neural network-enabled approaches toward mass balancing and cell optimization of lithium dual ion batteries

B Pattavathi, V Surendran, S Palani… - Journal of Energy …, 2023 - Elsevier
Dual ion batteries (DIBs) are gaining prominence as alternate energy storage devices in
recent years due to their high operating potential and low cost. For an all-carbon based DIB …

Artificial intelligence for the understanding of electrolyte chemistry and electrode interface in lithium battery

Y Chen, Y Liu, Z He, L Xu, P Yu, Q Sun, W Li… - National Science …, 2024 - nso-journal.org
Recognizing the critical role of electrolyte chemistry and electrode interfaces in the
performance and safety of lithium batteries, along with the urgent need for more …

Empowering lithium-ion battery manufacturing with big data: Current status, challenges, and future

T Chen, X Lai, F Chen, Y Wang, X Han… - Journal of Power Sources, 2024 - Elsevier
With the rapid development of new energy vehicles and electrochemical energy storage, the
demand for lithium-ion batteries has witnessed a significant surge. The expansion of the …

Waterborne LiNi0.5Mn1.5O4 Cathode Formulation Optimization through Design of Experiments and Upscaling to 1 Ah Li-Ion Pouch Cells

L Lizaso, I Urdampilleta, M Bengoechea, I Boyano… - Energies, 2023 - mdpi.com
High-voltage spinel LiNi0. 5Mn1. 5O4 (LNMO) is a promising candidate as a lithium-ion
battery cathode material to fulfill the high-energy density demands of the electric vehicle …