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相关论文: A Dynamic Battery State-of-Health Forecasting Mode…

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Early degradation prediction of lithium-ion batteries is crucial for ensuring safety and preventing unexpected failure in manufacturing and diagnostic processes. Long-term capacity trajectory predictions can fail due to cumulative errors…

信号处理 · 电气工程与系统科学 2023-04-03 Seongyoon Kim , Hangsoon Jung , Minho Lee , Yun Young Choi , Jung-Il Choi

This paper presents a novel battery modeling framework based on the enhanced single particle model (ESPM) to account for degradation mechanisms of second-life batteries. While accounting for the transport and electrochemical phenomena in…

系统与控制 · 电气工程与系统科学 2021-08-19 Gabriele Pozzato , Seong Beom Lee , Simona Onori

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

An important objective of designing lithium-ion rechargeable battery cells is to maximize their rate performance without compromising the energy density, which is mainly achieved through computationally expensive numerical simulations at…

材料科学 · 物理学 2020-05-05 Fan Wang , Ming Tang

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

Accurate co-estimations of battery states, such as state-of-charge (SOC), state-of-health (SOH,) and remaining useful life (RUL), are crucial to the battery management systems to assure safe and reliable management. Although the external…

系统与控制 · 电气工程与系统科学 2022-10-24 Ningbo Cai , Yuwen Qin , Xin Chen , Kai Wu

Hundreds of millions of people lack access to electricity. Decentralised solar-battery systems are key for addressing this whilst avoiding carbon emissions and air pollution, but are hindered by relatively high costs and rural locations…

机器学习 · 计算机科学 2022-02-16 Antti Aitio , David A. Howey

The battery management system plays a vital role in ensuring the safety and dependability of electric and hybrid vehicles. It is responsible for various functions, including state evaluation, monitoring, charge control, and cell balancing,…

计算机视觉与模式识别 · 计算机科学 2024-04-10 Narayana Darapaneni , Ashish K , Ullas M S , Anwesh Reddy Paduri

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

Accurate estimation of the state of charge (SOC) and state of health (SOH) is crucial for the safe and reliable operation of batteries. Voltage measurement bias highly affects state estimation accuracy, especially in Lithium Iron Phosphate…

系统与控制 · 电气工程与系统科学 2024-03-13 Baozhao Yi , Xinhao Du , Jiawei Zhang , Xiaogang Wu , Qiuhao Hu , Weiran Jiang , Xiaosong Hu , Ziyou Song

Lithium-ion batteries are increasingly being deployed in liberalised electricity systems, where their use is driven by economic optimisation in a specific market context. However, battery degradation depends strongly on operational profile,…

系统与控制 · 电气工程与系统科学 2021-03-15 Jorn M. Reniers , Grietus Mulder , David A. Howey

Battery energy storage systems are widely adopted in grid-connected applications to mitigate the impact of intermittent renewable generations and enhance power system resiliency. Degradation of the battery during its service time is one of…

系统与控制 · 电气工程与系统科学 2020-12-01 Jiahang Xie , Yu Weng , Hung D. Nguyen

This paper proposes a way to augment the existing machine learning algorithm applied to state-of-charge estimation by introducing a form of pulse injection to the running battery cells. It is believed that the information contained in the…

信号处理 · 电气工程与系统科学 2019-09-06 Weizhong Wang , Nicholas W. Brady , Chenyao Liao , Youssef A. Fahmy , Ephrem Chemali , Alan C. West , Matthias Preindl

Mathematical modeling of lithium-ion batteries (LiBs) is a central challenge in advanced battery management. This paper presents a new approach to integrate a physics-based model with machine learning to achieve high-precision modeling for…

系统与控制 · 电气工程与系统科学 2021-07-26 Hao Tu , Scott Moura , Huazhen Fang

Early prediction of remaining useful life (RUL) is crucial for effective battery management across various industries, ranging from household appliances to large-scale applications. Accurate RUL prediction improves the reliability and…

机器学习 · 计算机科学 2023-08-08 Dhruv Mittal , Hymalai Bello , Bo Zhou , Mayank Shekhar Jha , Sungho Suh , Paul Lukowicz

Accurately predicting the future health of batteries is necessary to ensure reliable operation, minimise maintenance costs, and calculate the value of energy storage investments. The complex nature of degradation renders data-driven…

应用统计 · 统计学 2020-06-05 Robert R. Richardson , Michael A. Osborne , David A. Howey

This work proposes a semi-empirical model for the SEI growth process during the early stages of lithium-ion battery formation cycling and aging. By combining a full-cell model which tracks half-cell equilibrium potentials, a…

材料科学 · 物理学 2023-07-25 Andrew Weng , Everardo Olide , Iaroslav Kovalchuk , Jason B. Siegel , Anna Stefanopoulou

Modeling lithium-ion battery (LIB) degradation offers significant cost savings and enhances the safety and reliability of electric vehicles (EVs) and battery energy storage systems (BESS). Whilst data-driven methods have received great…

机器学习 · 计算机科学 2025-01-22 James Sadler , Rizwaan Mohammed , Michael Castle , Kotub Uddin

Higher energy density and longer lifetime are the requirements for next-generation lithium-ion batteries. A promising anode material is silicon, which offers high specific capacity, but its significant volume change during lithiation and…

Rechargeable lithium-ion (Li-ion) batteries are a ubiquitous element of modern technology. In the last decades, the production and design of such batteries and their adjacent embedded charging and safety protocols, denoted by Battery…

系统与控制 · 电气工程与系统科学 2025-09-09 Rudi Coppola , Hovsep Touloujian , Pierfrancesco Ombrini , Manuel Mazo