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相关论文: Robust Estimation of Battery State of Health Using…

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Battery management is a critical component of ubiquitous battery-powered energy systems, in which battery state-of-charge (SOC) and state-of-health (SOH) estimations are of crucial importance. Conventional SOC and SOH estimation methods,…

系统与控制 · 电气工程与系统科学 2025-06-09 Shida Jiang , Junzhe Shi , Scott Moura

State of health (SOH) estimation for lithium-ion battery modules with cells connected in parallel is a challenging problem, especially with cell-to-cell variations. Incremental capacity analysis (ICA) and differential voltage analysis (DVA)…

系统与控制 · 电气工程与系统科学 2024-05-21 Qinan Zhou , Dyche Anderson , Jing Sun

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

Electrochemical models offer superior interpretability and reliability for battery degradation diagnosis. However, the high computational cost of iterative parameter identification severely hinders the practical implementation of…

信号处理 · 电气工程与系统科学 2026-02-05 Yuzhu Lei , Guanding Yu

Accurate state-of-health (SOH) estimation is critical to guarantee the safety, efficiency and reliability of battery-powered applications. Most SOH estimation methods focus on the 0-100\% full state-of-charge (SOC) range that has similar…

机器学习 · 计算机科学 2023-04-12 Xin Chen , Yuwen Qin , Weidong Zhao , Qiming Yang , Ningbo Cai , Kai Wu

Being able to predict battery internal states that are related to battery degradation is a key aspect to improve battery lifetime and performance, enhancing cleaner electric transportation and energy generation. However, most present…

系统与控制 · 电气工程与系统科学 2025-06-16 Iker Lopetegi , Sergio Fernandez , Gregory L. Plett , M. Scott Trimboli , Unai Iraola

Existing approaches for battery health forecasting often rely on extensive cycling histories and continuously monitored cells. In contrast, many real-world scenarios provide only sparse information, e.g. a single diagnostic cycle. In our…

系统与控制 · 电气工程与系统科学 2026-03-30 Moritz Landwehr , Patrick Hoher , Johannes Reuter

Estimating the State of Health (SOH) of batteries is crucial for ensuring the reliable operation of battery systems. Since there is no practical way to instantaneously measure it at run time, a model is required for its estimation.…

Battery health monitoring is critical for the efficient and reliable operation of electric vehicles (EVs). This study introduces a transformer-based framework for estimating the State of Health (SoH) and predicting the Remaining Useful Life…

机器学习 · 计算机科学 2025-01-31 Aybars Yunusoglu , Dexter Le , Karn Tiwari , Murat Isik , I. Can Dikmen

The state of health (SOH) estimation plays an essential role in battery-powered applications to avoid unexpected breakdowns due to battery capacity fading. However, few studies have paid attention to the problem of uneven length of…

机器学习 · 计算机科学 2021-09-29 Kate Qi Zhou , Yan Qin , Billy Pik Lik Lau , Chau Yuen , Stefan Adams

Lithium-ion batteries (LIBs) are utilized as a major energy source in various fields because of their high energy density and long lifespan. During repeated charging and discharging, the degradation of LIBs, which reduces their maximum…

机器人学 · 计算机科学 2024-10-23 Jayden Dongwoo Lee , Donghoon Seo , Jongho Shin , Hyochoong Bang

Accurately estimating a battery's state of health (SOH) helps prevent battery-powered applications from failing unexpectedly. With the superiority of reducing the data requirement of model training for new batteries, transfer learning (TL)…

机器学习 · 计算机科学 2022-08-25 Kate Qi Zhou , Yan Qin , Chau Yuen

Real-life batteries tend to experience a range of operating conditions, and undergo degradation due to a combination of both calendar and cycling aging. Onboard health estimation models typically use cycling aging data only, and account for…

机器学习 · 计算机科学 2024-10-22 Muhammad Aadil Khan , Sai Thatipamula , Simona Onori

A voltage-based method is proposed to correct battery pack state of charge (SOC) estimation at the charge-end. Two main characteristics make the charge-end time span a good opportunity to correct SOC estimation: first, it is easy to detect…

系统与控制 · 电气工程与系统科学 2022-03-11 Ali Abdollahi , Jianwei Li , Xiaojun Li , Trevor Jones , Asif Habeebullah

The state of health (SOH) of lithium-ion batteries (LIBs) is crucial for ensuring the safe and reliable operation of electric vehicles. Nevertheless, the prevailing SOH estimation methods often have limited generalizability. This paper…

机器学习 · 计算机科学 2025-05-12 Yiming Li , Man He , Jiapeng Liu

As a significant ingredient regarding health status, data-driven state-of-health (SOH) estimation has become dominant for lithium-ion batteries (LiBs). To handle data discrepancy across batteries, current SOH estimation models engage in…

机器学习 · 计算机科学 2022-09-02 Yan Qin , Chau Yuen , Xunyuan Yin , Biao Huang

The State of Health (SOH) of lithium-ion batteries is directly related to their safety and efficiency, yet effective assessment of SOH remains challenging for real-world applications (e.g., electric vehicle). In this paper, the estimation…

信号处理 · 电气工程与系统科学 2020-10-21 Niankai Yang , Ziyou Song , Heath Hofmann , Jing Sun

Battery state of health (SOH), which informs the maximal available capacity of the battery, is a key indicator of battery aging failure. Accurately estimating battery SOH is a vital function of the battery management system that remains to…

系统与控制 · 电气工程与系统科学 2023-08-29 Xinhong Feng , Yongzhi Zhang , Rui Xiong , Chun Wang

Lithium-ion batteries are ubiquitous in modern day applications ranging from portable electronics to electric vehicles. Irrespective of the application, reliable real-time estimation of battery state of health (SOH) by on-board computers is…

机器学习 · 计算机科学 2021-02-02 Darius Roman , Saurabh Saxena , Valentin Robu , Michael Pecht , David Flynn

Accurate state of power (SOP) estimation is of great importance for lithium-ion batteries in safety-critical and power-intensive applications for electric vehicles. This review article delves deeply into the entire development flow of…

系统与控制 · 电气工程与系统科学 2024-04-22 Ruohan Guo , Weixiang Shen
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