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It is well-known that the microstructure of electrodes in lithium-ion batteries strongly affects their performance. Vice versa, the microstructure can exhibit strong changes during the usage of the battery due to aging effects. For a better…

材料科学 · 物理学 2018-01-15 Klaus Kuchler , Daniel Westhoff , Julian Feinauer , Tim Mitsch , Ingo Manke , Volker Schmidt

The decomposition of ethylene carbonate (EC) during the initial growth of solid-electrolyte interphase (SEI) films at the solvent-graphitic anode interface is critical to lithium ion battery operations. Ab initio molecular dynamics…

材料科学 · 物理学 2017-04-05 Kevin Leung , Joanne Budzien

Longevity and safety of lithium-ion batteries are facilitated by efficient monitoring and adjustment of the battery operating conditions. Hence, it is crucial to implement fast and accurate algorithms for State of Health (SoH) monitoring on…

Lithium-ion batteries have become an indispensable part of human industrial production and daily life. For the safe use, management and maintenance of lithium-ion batteries, the state of health (SOH) of lithium-ion batteries is an important…

系统与控制 · 电气工程与系统科学 2025-04-01 Chenyu Jia , Guangshu Xia , Yuanhao Shi , Jianfang Jia , Jie Wen , Jianchao Zeng

The Solid-Electrolyte Interphase, SEI, formed on a battery electrode has been a central area of research for decades. This thin, complex layer profoundly impacts the electrochemical deposition morphology and stability of the metal in…

材料科学 · 物理学 2025-03-19 Stephen T. Fuller , J. -X. Kent Zheng

This work explores controllability and the control effort required for lithium-ion batteries. Battery packs have become a critical technology in both personal and professional applications as a means to store large amounts of energy.…

系统与控制 · 电气工程与系统科学 2026-04-14 Preston T. Abadie , Donald J. Docimo

Lithium-ion batteries have found their way into myriad sectors of industry to drive electrification, decarbonization, and sustainability. A crucial aspect in ensuring their safe and optimal performance is monitoring their energy levels. In…

系统与控制 · 电气工程与系统科学 2025-01-13 Hao Tu , Manashita Borah , Scott Moura , Yebin Wang , Huazhen Fang

When State of Charge, State of Health, and parameters of the Lithium-ion battery are estimated simultaneously, the estimation accuracy is hard to be ensured due to uncertainties in the estimation process. To improve the estimation…

系统与控制 · 电气工程与系统科学 2024-12-20 Ziyou Song , Jun Hou , Xuefeng Li , Xiaogang Wu , Xiaosong Hu , Heath Hofmann , Jing Sun

Predicting the end-of-life (EOL) of lithium-ion batteries across different manufacturers presents significant challenges due to variations in electrode materials, manufacturing processes, cell formats, and a lack of generally available…

This paper investigates the identifiability and estimation of the parameters of the single particle model (SPM) for lithium-ion battery simulation. Identifiability is addressed both in principle and in practice. The approach begins by…

系统与控制 · 计算机科学 2018-10-03 Adrien M. Bizeray , Jin-Ho Kim , Stephen R. Duncan , David A. Howey

The role of additives such as FEC in extending the calendar life of silicon anodes beyond the cycling benefits is still not fully understood. Herein, the calendar life of high-loading Si (80 wt%) using baseline 1.2 M LiPF6 in EC-EMC…

材料科学 · 物理学 2025-12-02 Sattajit Barua , Rownak J. Mou , Koffi P. C. Yao

A key aspect for the forklifts is the state-of-health (SoH) assessment to ensure the safety and the reliability of uninterrupted power source. Forecasting the battery SoH well is imperative to enable preventive maintenance and hence to…

机器学习 · 计算机科学 2021-07-13 Matti Huotari , Shashank Arora , Avleen Malhi , Kary Främling

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…

系统与控制 · 电气工程与系统科学 2024-10-23 Hadeel Aboueidah , Abdulrahman Altahhan

Charging a Li ion battery requires Li ion transport between the cathode and the anode. This Li ion transport is dependent upon (among other factors) the electrostatic environment the ion encounters within the Solid Electrolyte Interphase…

材料科学 · 物理学 2024-06-06 Quinn T. Campbell

By informing accurate performance (e.g., capacity), health state management plays a significant role in safeguarding battery and its powered system. While most current approaches are primarily based on data-driven methods, lacking in-depth…

信号处理 · 电气工程与系统科学 2020-08-13 Yan Qin , Chau Yuen , Stefan Adams

The state of health for lithium battery is necessary to ensure the reliability and safety for battery energy storage system. Accurate prediction battery state of health plays an extremely important role in guaranteeing safety and minimizing…

信号处理 · 电气工程与系统科学 2019-04-02 Xiaoyu Li , Zhenpo Wang

This paper presents a comprehensive review of AI-driven prognostics for State of Health (SoH) prediction in lithium-ion batteries. We compare the effectiveness of various AI algorithms, including FFNN, LSTM, and BiLSTM, across multiple…

人工智能 · 计算机科学 2025-04-09 Tianqi Ding , Dawei Xiang , Tianyao Sun , YiJiashum Qi , Zunduo Zhao

Porous electrodes composed of multiphase active materials are widely used in Li-ion batteries, but their dynamics are poorly understood. Two-phase models are largely empirical, and no models exist for three or more phases. Using a modified…

化学物理 · 物理学 2014-02-07 Todd R. Ferguson , Martin Z. Bazant

While the use of energy storage combined with grid-scale photovoltaic power plants continues to grow, given current lithium-ion battery prices, there remains uncertainty about the profitability of these solar-plus-storage projects. At the…

物理与社会 · 物理学 2020-05-21 Ian Mathews , Bolun Xu , Wei He , Vanessa Barreto , Tonio Buonassisi , Ian Marius Peters

This paper presents a degradation-cost-aware optimization framework for multi-string battery energy storage systems, emphasizing the impact of inhomogeneous subsystem-level aging in operational decision-making. We evaluate four scenarios…

系统与控制 · 电气工程与系统科学 2026-04-27 Melina Graner , Martin Cornejo , Holger Hesse , Andreas Jossen