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相关论文: Predicting Battery Lifetime Under Varying Usage Co…

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Battery degradation significantly impacts the reliability and efficiency of energy storage systems, particularly in electric vehicles and industrial applications. Predicting the remaining useful life (RUL) of lithium-ion batteries is…

信号处理 · 电气工程与系统科学 2026-05-12 Jingyuan Xue , Xiaozhen Zhao , Dongjing Jiang , Qingchong Jiao , Redouane EL Bouchtaoui , Jianfei Zhang

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

In metropolitan areas populated with commercial buildings, electric power supply is stringent especially during business hours. Demand side management using battery is a promising solution to mitigate peak demands, however long payback time…

信号处理 · 电气工程与系统科学 2018-09-13 Yubo Wang , Zhen Song , Valerio De Angelis , Sanjeev Srivastava

Lithium-ion battery systems have been used in practical power systems for peak-shaving, demand response, and frequency regulation. However, a lithium-ion battery is degrading while cycling and would be scrapped when the capacity reduces to…

信号处理 · 电气工程与系统科学 2020-06-16 Qingchun Hou , Yanghao Yu , Ershun Du , Hongjie He , Ning Zhang , Chongqing Kang , Guojing Liu , Huan Zhu

This work presents a comprehensive study on the aging behavior of 18650-type lithium-ion batteries, focusing on the uneven intercalation of lithium ions during fast charging processes. It introduces a novel approach using color visual…

材料科学 · 物理学 2025-04-17 Yihan Shi , Qingrui Pan , Jitao Li , Xiaoze Shi , Youchang Wang , Peng Xiao

Growing demands for electrification result in increasingly larger battery packs. Due to factors such as cell position in the pack and variations in the manufacturing process, the packs exhibit variations in the performance of their…

系统与控制 · 电气工程与系统科学 2023-07-24 Albert Skegro , Changfu Zou , Torsten Wik

The Doyle-Fuller-Newman (DFN) model is a common mechanistic model for lithium-ion batteries. The reaction rate constant and diffusivity within the DFN model are key parameters that directly affect the movement of lithium ions, thereby…

系统与控制 · 电气工程与系统科学 2025-04-15 Marc D. Berliner , Minsu Kim , Xiao Cui , Vivek N. Lam , Patrick A. Asinger , Martin Z. Bazant , William C. Chueh , Richard D. Braatz

Whereas in typical standardized tests batteries are almost exclusively loaded with constant current or relatively slowly changing cycles, real applications involve rapid load ripple, which do not contribute to the net energy. The trend to…

系统与控制 · 电气工程与系统科学 2022-09-20 Tomas Kacetl , Jan Kacetl , Nima Tashakor , Stefan Goetz

Fracture of lithium-ion battery electrodes is found to contribute to capacity fade and reduce the lifespan of a battery. Traditional fracture models for batteries are restricted to consideration of a single, idealised particle; here,…

Fast and reliable validation of novel designs in complex physical systems such as batteries is critical to accelerating technological innovation. However, battery research and development remain bottlenecked by the prohibitively high time…

机器学习 · 计算机科学 2025-09-26 Jiawei Zhang , Yifei Zhang , Baozhao Yi , Yao Ren , Qi Jiao , Hanyu Bai , Weiran Jiang , Ziyou Song

Battery prognostics and health management predictive models are essential components of safety and reliability protocols in battery management system frameworks. Overall, developing a robust and efficient battery model that aligns with the…

数据分析、统计与概率 · 物理学 2022-12-05 Hamed Sadegh Kouhestani , Lin Liu , Ruimin Wang , Abhijit Chandra

Lithium-ion batteries are a key energy storage technology driving revolutions in mobile electronics, electric vehicles and renewable energy storage. Capacity retention is a vital performance measure that is frequently utilized to assess…

机器学习 · 计算机科学 2024-10-10 Michael J. Kenney , Katerina G. Malollari , Sergei V. Kalinin , Maxim Ziatdinov

The prediction of battery rate performance traditionally relies on computation-intensive numerical simulations. While simplified analytical models have been developed to accelerate the calculation, they usually assume battery performance to…

材料科学 · 物理学 2024-04-09 Hongxuan Wang , Fan Wang , Ming Tang

When participating in electricity markets, owners of battery energy storage systems must bid in such a way that their revenues will at least cover their true cost of operation. Since cycle aging of battery cells represents a substantial…

最优化与控制 · 数学 2017-07-27 Bolun Xu , Jinye Zhao , Tongxin Zheng , Eugene Litvinov , Daniel S. Kirschen

Health evaluation for lithium-ion batteries (LIBs) typically relies on constant charging/discharging protocols, often neglecting scenarios involving dynamic current profiles prevalent in electric vehicles. Conventional health indicators for…

机器学习 · 计算机科学 2025-03-12 J. C. Chen

Accurate prediction of lithium-ion battery lifespan is vital for ensuring operational reliability and reducing maintenance costs in applications like electric vehicles and smart grids. This study presents a hybrid learning framework for…

机器学习 · 计算机科学 2025-04-28 He Shanxuan , Lin Zuhong , Yu Bolun , Gao Xu , Long Biao , Yao Jingjing

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…

人工智能 · 计算机科学 2025-07-09 Bruno Jammes , Edgar Hernando Sepúlveda-Oviedo , Corinne Alonso

This paper proposes a hierarchical Bayesian model for probabilistic estimation of the electric vehicle battery capacity fade. Since the battery aging factors such as temperature, current, and state of charge are not fixed, and they change…

系统与控制 · 电气工程与系统科学 2019-11-05 Mehdi Jafari , Laura E. Brown , Lucia Gauchia

Reliable early detection of lithium-ion battery degradation requires health indicators that are physically interpretable and computable from routine cycler telemetry without access to the degradation region. We introduce…

材料科学 · 物理学 2026-05-19 Dieter W. Heermann , Hagen Heermann

Large-scale grid-connected lithium-ion batteries are increasingly being deployed to support renewable energy roll-out on the power grid. These battery systems consist of thousands of individual cells and various ancillary systems for…

系统与控制 · 电气工程与系统科学 2023-04-24 Jorn M. Reniers , David A. Howey