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Accurate prediction of battery performance under various ageing conditions is necessary for reliable and stable battery operations. Due to complex battery degradation mechanisms, estimating the accurate ageing level and ageing-dependent…

系统与控制 · 电气工程与系统科学 2023-10-24 Tushar Desai , Riccardo M. G. Ferrari

Batteries are nonlinear dynamical systems that can be modeled by Porous Electrode Theory models. The aim of optimal fast charging is to reduce the charging time while keeping battery degradation low. Most past studies assume that model…

系统与控制 · 电气工程与系统科学 2024-10-14 Minsu Kim , Joachim Schaeffer , Marc D. Berliner , Berta Pedret Sagnier , Rolf Findeisen , Richard D. Braatz

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

Lithium-ion batteries are used to store energy in electric vehicles. Physical models based on electro-chemistry accurately predict the cell dynamics, in particular the state of charge. However, these models are nonlinear partial…

偏微分方程分析 · 数学 2017-09-13 Sepideh Afshar , Kirsten Morris , Amir Khajepour

Lithium-ion batteries are pivotal to technological advancements in transportation, electronics, and clean energy storage. The optimal operation and safety of these batteries require proper and reliable estimation of battery capacities to…

机器学习 · 计算机科学 2024-07-24 Gift Modekwe , Saif Al-Wahaibi , Qiugang Lu

The solid electrolyte interphase (SEI) is regarded as the most complex but the least understood constituent in secondary batteries using liquid and solid electrolytes. The nanostructures of SEIs were recently reported to be equally…

Next-generation lithium-ion batteries with silicon anodes have positive characteristics due to higher energy densities compared to state-of-the-art graphite anodes. However, the large volume expansion of silicon anodes can cause high…

数值分析 · 数学 2024-04-03 R. Schoof , G. F. Castelli , W. Dörfler

Battery health monitoring and prediction are critically important in the era of electric mobility with a huge impact on safety, sustainability, and economic aspects. Existing research often focuses on prediction accuracy but tends to…

机器学习 · 计算机科学 2024-04-24 Yunyi Zhao , Zhang Wei , Qingyu Yan , Man-Fai Ng , B. Sivaneasan , Cheng Xiang

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

Effective early-stage detection of internal short circuit in lithium-ion batteries is crucial to preventing thermal runaway. This report proposes an effective approach to address this challenging issue, in which the current change, state of…

系统与控制 · 电气工程与系统科学 2024-12-24 Chengzhong Zhang , Hongyu Zhao , Wenjie Zhang

In recent years, battery technology for electric vehicles (EVs) has been a major focus, with a significant emphasis on developing new battery materials and chemistries. However, accurately predicting key battery parameters, such as…

机器学习 · 计算机科学 2023-08-08 Niranjan Sitapure , Atharva Kulkarni

In this paper we study a system of partial differential equations which models lithium-ion batteries. The system describes the conservation of Lithium and conservation of charges in the solid and electrolyte phases, together with the…

偏微分方程分析 · 数学 2022-02-08 Xiangsheng Xu

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

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

Electrode particle cracking is one of the main phenomena driving battery capacity degradation. Recent phase field fracture studies have investigated particle cracking behaviour. However, only the beginning of life has been considered and…

化学物理 · 物理学 2022-06-28 W. Ai , B. Wu , E. Martínez-Pañeda

Nonaqueous aluminum-ion batteries are an interesting emerging energy storage technology, offering a plethora of advantages over existing grid energy storage solutions. Carbonaceous and graphitic materials are an appealing cathode material…

化学物理 · 物理学 2020-01-17 Nicolò Canever , Fraser R. Hughson , Thomas Nann

Reliable health assessment of retired lithium-ion batteries is essential for safe and economically viable second-life deployment, yet remains difficult due to sparse measurements, incomplete historical records, heterogeneous chemistries,…

信号处理 · 电气工程与系统科学 2025-12-02 Song Zhang , Ruohan Guo , Xiaohua Ge , Perter Mahon , Weixiang Shen

In this paper, a core-shell enhanced single particle model for iron-phosphate battery cells is formulated, implemented, and verified. Starting from the description of the positive and negative electrodes charge and mass transport dynamics,…

系统与控制 · 电气工程与系统科学 2022-09-26 Gabriele Pozzato , Aki Takahashi , Xueyan Li , Donghoon Lee , Johan Ko , Simona Onori

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…

系统与控制 · 电气工程与系统科学 2024-12-20 Jeongeun Son , Yuncheng Du

A deeper understanding of the cathode electrolyte interphase (CEI) formation mechanism is essential to elucidate battery degradation. Here, we combine Liquid Electrochemical Transmission Electron Microscopy (ec-TEM) with Gas…