Model-Driven Manufacturing of High-Energy-Density Batteries: A Review
Date
2024-10-09
Authors
Journal Title
Journal ISSN
Volume Title
Publisher
Batteries & Supercaps
Abstract
Graphical Abstract
This review offers a comprehensive review of recent advancements in model-driven manufacturing approaches for high-energy-density batteries. It highlights the integration of computational models with experimental manufacturing processes to optimize battery performance, reliability, and cost-effectiveness. Additionally, the review addresses the challenges associated with scaling up these model-driven approaches, focusing on critical issues such as model validation, parameter sensitivity, and the incorporation of artificial intelligence.
Graphical Abstract available at: https://doi.org/10.1002/batt.202400539
Abstract
The rapid advancement in energy storage technologies, particularly high-energy density batteries, is pivotal for diverse applications ranging from portable electronics to electric vehicles and grid storage. This review paper provides a comprehensive analysis of the recent progress in model-driven manufacturing approaches for high-energy-density batteries, highlighting the integration of computational models and simulations with experimental manufacturing processes to optimize performance, reliability, safety, and cost-effectiveness. We systematically examine various modeling techniques, including electrochemical, thermal, and mechanical models, and their roles in elucidating the complex interplay of materials, design, and manufacturing parameters. The review also discusses the challenges and opportunities in scaling up these model-driven approaches, addressing key issues such as model validation, parameter sensitivity, and the integration of machine learning and artificial intelligence for predictive modeling, process optimization, and quality assurance. By synthesizing current research findings and industry practices, this paper aims to outline a roadmap for future developments in model-driven manufacturing of high-energy density batteries, emphasizing the need for interdisciplinary collaboration and innovation to meet the increasing demands for energy storage solutions.
Description
This is the peer reviewed version of the following article: Maksimovna Vakhrusheva, Daria, and Jun Xu. “Model‐Driven Manufacturing of High‐Energy‐Density Batteries: A Review.” Batteries & Supercaps, November 11, 2024, e202400539. https://doi.org/10.1002/batt.202400539, which has been published in final form at https://doi.org/10.1002/batt.202400539. This article may be used for non-commercial purposes in accordance with Wiley Terms and Conditions for Use of Self-Archived Versions. This article may not be enhanced, enriched or otherwise transformed into a derivative work, without express permission from Wiley or by statutory rights under applicable legislation. Copyright notices must not be removed, obscured or modified. The article must be linked to Wiley’s version of record on Wiley Online Library and any embedding, framing or otherwise making available the article or pages thereof by third parties from platforms, services and websites other than Wiley Online Library must be prohibited.
© 2024 Wiley-VCH GmbH.
This article will be embargoed until 11/11/2025.
Keywords
battery manufacturing, model-driven manufacturing, high energy density, process optimization, quality assurance, affordable and clean energy, industry, innovation and infrastructure
Citation
Maksimovna Vakhrusheva, Daria, and Jun Xu. “Model‐Driven Manufacturing of High‐Energy‐Density Batteries: A Review.” Batteries & Supercaps, November 11, 2024, e202400539. https://doi.org/10.1002/batt.202400539.