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 …

Machine learning in lithium‐ion battery cell production: a comprehensive mapping study

S Haghi, MFV Hidalgo, MF Niri, R Daub… - Batteries & …, 2023 - Wiley Online Library
With the global quest for improved sustainability, partially realized through the electrification
of the transport and energy sectors, battery cell production has gained ever‐increasing …

[HTML][HTML] The intellectual property enabling gigafactory battery cell production: an in-depth analysis of international patenting trends

T Greitemeier, S Lux - Journal of Energy Storage, 2025 - Elsevier
Driven by the increasing demand for energy storage solutions in various applications,
including electric vehicles and renewable energy systems, the lithium-ion battery (LIB) …

From in-situ experimentation to in-line metrology: Advanced imaging characterization for battery research and manufacturing

G Qian, S Kuppan, A Gallo, J Zhou, Z Liu, Y Liu - Energy Storage Materials, 2024 - Elsevier
The continuous advancement of battery technology necessitates innovative approaches in
both research and manufacturing to ensure improved performance, reliability, and safety …

Measuring Instruments for Characterization of Intermediate Products in Electrode Manufacturing of Lithium‐Ion Batteries

S Haghi, M Leeb, A Molzberger, R Daub - Energy Technology, 2023 - Wiley Online Library
Electrode manufacturing is considered the core of lithium‐ion battery cell production, with
irreversible impacts on the electrochemical performance of the battery cell. The process …

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 …

Possibilities and challenges of cathode materials for Zn-ion batteries

AR Rajendran, S Shanmuganathi, T Selvam… - Energy …, 2024 - pubs.rsc.org
The demand for energy storage solutions has been steadily rising with the increasing
prevalence of renewable energy sources and the widespread use of portable electronic …

Identification of Relevant Parameters for Traceability in the Continuous Mixing Process in Battery Cell Production

S Otte, NNAM Sufian, S Schabel… - Energy …, 2024 - Wiley Online Library
The growing demand for lithium‐ion batteries in electric vehicles pose challenges,
particularly for the use of critical materials such as cobalt in electrode slurry mixing. Due to …

Integration of an Electrode‐Sheet‐Based Traceability System into the Manufacturing Process of Lithium‐Ion Battery Cells

A Sommer, S Bazlen, HY Tran, M Leeb… - Energy …, 2024 - Wiley Online Library
The production of lithium‐ion batteries consists of a long and complex process chain. The
individual process steps influence each other, resulting in unknown cause‐and‐effect …

Advancing lithium-ion battery manufacturing: novel technologies and emerging trends

A Ghasemi Yeklangi, A Ghafari, F Asgari Sima… - Journal of Applied …, 2024 - Springer
Lithium-ion batteries (LIBs) have attracted significant attention due to their considerable
capacity for delivering effective energy storage. As LIBs are the predominant energy storage …