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Real-time monitoring of the state of health (SoH) of batteries remains a major challenge, particularly in microgrids where operational constraints limit the use of traditional methods. As part of the 4BLife project, we propose an innovative…

Artificial Intelligence · Computer Science 2025-07-09 Bruno Jammes , Edgar Hernando Sepúlveda-Oviedo , Corinne Alonso

Lithium-ion batteries can last many years but sometimes exhibit rapid, nonlinear degradation that severely limits battery lifetime. In this work, we review prior work on "knees" in lithium-ion battery aging trajectories. We first review…

Optimization of the formation step in lithium-ion battery manufacturing is challenging due to limited physical understanding of solid electrolyte interphase formation and the long testing time (~100 days) for cells to reach the end of life.…

Machine Learning · Computer Science 2025-05-01 Jinwook Rhyu , Joachim Schaeffer , Michael L. Li , Xiao Cui , William C. Chueh , Martin Z. Bazant , Richard D. Braatz

Battery geometry (shape and size) is one of the important parameters which governs the battery capacity and thermal behavior. In the dynamic conditions or during the operation, the performance of batteries become much more complex. Herein,…

Applied Physics · Physics 2024-10-21 Dwijendra Dubey , A. Mishra , Subrata Ghosh , M. V. Reddy , Ramesh Pandey

Conventional Li-ion battery ageing models, such as electrochemical, semi-empirical and empirical models, require a significant amount of time and experimental resources to provide accurate predictions under realistic operating conditions.…

Systems and Control · Electrical Eng. & Systems 2026-01-27 Lucu M. , Martinez-Laserna E. , Gandiaga I. , Liu K. , Camblong H. , Widanage W. D. , Marco J

Ensuring solid-state lithium batteries perform well across a wide temperature range is crucial for their practical use. Molecular dynamics (MD) simulations can provide valuable insights into the temperature dependence of the battery…

Materials Science · Physics 2024-03-22 Zicun Li , Jianxing Huang , Xinguo Ren , Jinbin Li , Ruijuan Xiao , Hong Li

Lithium-ion batteries are extensively utilized as the primary power source for electric vehicles due to their high energy density, environmental friendliness and lightweight nature. However, their performance and safety are highly dependent…

Fluid Dynamics · Physics 2025-03-14 Masoumeh Karimi Kisomi

Lithium-ion batteries (LIBs) of high energy density and light-weight design, have found wide applications in electronic devices and systems. Degradation mechanisms that caused by lithiation is a main challenging problem for LIBs with high…

Computational Engineering, Finance, and Science · Computer Science 2020-06-26 Masoud Ahmadi

In parallel-connected cells, cell-to-cell (CtC) heterogeneities can lead to current and thermal gradients that may adversely impact the battery performance and aging. Sources of CtC heterogeneity include manufacturing process tolerances,…

Systems and Control · Electrical Eng. & Systems 2025-04-02 Simone Fasolato , Anirudh Allam , Simona Onori , Davide M. Raimondo

In the context of building electrification, the operation of distributed energy resources integrating multiple energy carriers (electricity, heat, mobility) poses a significant challenge due to the nonlinear device dynamics, uncertainty,…

Systems and Control · Electrical Eng. & Systems 2026-04-20 Darío Slaifstein , Gautham Ram Chandra Mouli , Laura Ramirez-Elizondo , Pavol Bauer

Increasing the speed of battery formation can significantly lower lithium-ion battery manufacturing costs. However, adopting faster formation protocols in practical manufacturing settings is challenging due to a lack of inexpensive, rapid…

Systems and Control · Electrical Eng. & Systems 2022-03-29 Andrew Weng , Peyman Mohtat , Peter M. Attia , Valentin Sulzer , Suhak Lee , Greg Less , Anna Stefanopoulou

The complex electrochemical behavior of lithium-ion batteries results in non-linear dynamics and appropriate modeling of this non-linear dynamical system is of interest for better management and control. In this work, we proposed a family…

Systems and Control · Electrical Eng. & Systems 2026-02-25 Khalid Mahmud Labib , Shabbir Ahmed

Non-invasive estimation of Li-ion battery state-of-health from operational data is valuable for battery applications, but remains challenging. Pure model-based methods may suffer from inaccuracy and long-term instability of parameter…

Systems and Control · Electrical Eng. & Systems 2025-07-01 Zihao Zhou , Antti Aitio , David Howey

Electrode manufacturing is at the core of the lithium ion battery (LIB) fabrication process. The electrode microstructure and the electrochemical performance are determined by the adopted manufacturing parameters. However, in view of the…

Chemical Physics · Physics 2022-06-14 Chaoyue Liu , Teo Lombardo , Jiahui Xu , Alain C. Ngandjong , Alejandro A. Franco

Accurately predicting the state of charge of Lithium-ion batteries is essential to the performance of battery management systems of electric vehicles. One of the main reasons for the slow global adoption of electric cars is driving range…

Systems and Control · Electrical Eng. & Systems 2024-10-23 Hadeel Aboueidah , Abdulrahman Altahhan

This paper presents a novel method to describe battery degradation. We use the concept of degradation maps to model the incremental charge capacity loss as a function of discrete battery control actions and state of charge. The maps can be…

Systems and Control · Computer Science 2019-03-19 Philipp Fortenbacher , Göran Andersson

As environmental concerns mostly drive the electrification of our economy and the corresponding increase in demand for battery storage systems, information about the potential environmental impacts of the different battery systems is…

Diverse usage patterns induce complex and variable aging behaviors in lithium-ion batteries, complicating accurate health diagnosis and prognosis. Separate diagnostic cycles are often used to untangle the battery's current state of health…

Systems and Control · Electrical Eng. & Systems 2025-03-11 Yunhong Che , Vivek N. Lam , Jinwook Rhyu , Joachim Schaeffer , Minsu Kim , Martin Z. Bazant , William C. Chueh , Richard D. Braatz

Lithium-ion battery (Li-ion) is becoming the dominant energy storage solution in many applications such as hybrid electric and electric vehicles, due to its higher energy density and longer life cycle. For these applications, the battery…

Systems and Control · Electrical Eng. & Systems 2024-12-20 Jeongeun Son , Yuncheng Du

Lithium metal batteries (LMBs), when coupled with a localized high-concentration electrolyte and a high-voltage nickel-rich cathode, offer a solution to the increasing demand for high energy density and long cycle life. However, the…

Materials Science · Physics 2024-01-12 Tao Meng , Shanshan Yang , Yitong Peng , Xiwei Lan , Pingan Li , Kangjia Hu , Xianluo Hu
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