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Lithium-ion batteries are widely used in various applications, including electric vehicles and renewable energy storage. The prediction of the remaining useful life (RUL) of batteries is crucial for ensuring reliable and efficient…

机器学习 · 计算机科学 2024-06-07 Sungho Suh , Dhruv Aditya Mittal , Hymalai Bello , Bo Zhou , Mayank Shekhar Jha , Paul Lukowicz

Advancing lithium-ion batteries (LIBs) in both design and usage is key to promoting electrification in the coming decades to mitigate human-caused climate change. Inadequate understanding of LIB degradation is an important bottleneck that…

机器学习 · 计算机科学 2024-04-04 Jing Lin , Yu Zhang , Edwin Khoo

As the core determinant of lithium-ion battery performance, electrode materials play a crucial role in defining the battery's capacity, cycling stability, and durability. During charging and discharging, electrode materials undergo complex…

材料科学 · 物理学 2025-08-15 Liqi Wang , Ruijuan Xiao , Hong Li

Lithium-ion battery packs are usually composed of hundreds of cells arranged in series and parallel connections. The proper functioning of these complex devices requires suitable Battery Management Systems (BMSs). Advanced BMSs rely on…

系统与控制 · 电气工程与系统科学 2019-09-30 Andrea Pozzi , Marcello Torchio , Richard D. Braatz , Davide M. Raimondo

By 2035, the need for battery-grade lithium is expected to quadruple. About half of this lithium is currently sourced from brines and must be converted from a chloride into lithium carbonate (Li2CO3) through a process called softening.…

Parameterizing high-fidelity "digital twins" of batteries is a critical yet challenging inverse problem that hinders the pace of battery innovation. Prevailing methods formulate this as a black-box optimization (BBO) task, employing…

人工智能 · 计算机科学 2026-05-29 Jiawei Chen , Xiaofan Gui , Shikai Fang , Shengyu Tao , Shun Zheng , Weiqing Liu , Jiang Bian

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

Fast charging of lithium-ion batteries has gained extensive research interests, but most of existing methods are either based on simple rule-based charging profiles or require explicit battery models that are non-trivial to identify…

系统与控制 · 电气工程与系统科学 2023-04-18 Kaixiang Zhang , Kaian Chen , Xinfan Lin , Yusheng Zheng , Xunyun Yin , Xiaosong Hu , Ziyou Song , Zhaojian Li

Electrochemical batteries are ubiquitous devices in our society. When they are employed in mission-critical applications, the ability to precisely predict the end of discharge under highly variable environmental and operating conditions is…

机器学习 · 计算机科学 2022-06-07 Luca Biggio , Tommaso Bendinelli , Chetan Kulkarni , Olga Fink

Efficiency of Battery Energy Storage Systems (BESSs) is increasingly critical as renewable energy generation becomes more prevalent on the grid. Therefore, it is necessary to study the energy efficiency of lithium-ion batteries, which are…

系统与控制 · 电气工程与系统科学 2023-03-21 Zihui Lin , Dagang Li

According to the International Energy Agency, each human uses more than 80 GJ of energy per year; this is equivalent to leaving a washing machine continuously running for one year for every person on Earth. This consumption is expected to…

量子物理 · 物理学 2023-10-23 James Q. Quach , Giulio Cerullo , Tersilla Virgili

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

A growing interest in the study of aging related phenomena in lithium-ion batteries is propelled by the increasing utilization of energy storage systems in electric vehicles and in buildings as stationery energy accumulators paired with…

系统与控制 · 电气工程与系统科学 2022-06-14 Cory Miller , Mithun Goutham , Xiaoling Chen , Prasad Dev Hanumalagutti , Rachel Blaser , Stephanie Stockar

As zero-emission zones emerge in European cities, fleet operators are shifting to electric vehicles. To maintain their current operations, a clear understanding of the charging infrastructure required and its relationship to existing power…

系统与控制 · 电气工程与系统科学 2026-04-02 Juan Pablo Bertucci , Mauro Salazar , Theo Hofman

With advances in sensing, computing, and communication technologies, Connected and Automated Vehicles (CAVs) are becoming feasible. The advent of CAVs presents new opportunities to improve the energy efficiency of individual vehicles.…

系统与控制 · 电气工程与系统科学 2020-04-20 Shunsuke Aoki , Lung En Jan , Junfeng Zhao , Anand Bhat , Ragunathan , Rajkumar , Chen-Fang Chang

As the design of single-component battery electrodes has matured, the battery industry has turned to hybrid electrodes with blends of two or more active materials to enhance battery performance. Leveraging the best properties of each…

材料科学 · 物理学 2023-05-26 Qiaohao Liang , Martin Z. Bazant

Grid-scale battery degradation unfolds over multi-year timescales under coupled electrochemical, thermal, and operational feedbacks difficult to capture using laboratory data or proprietary field datasets. This scarcity limits the…

应用物理 · 物理学 2026-03-17 Paolo Esquivel , Mark A. Harris , Stephen J. Harris

This paper presents findings on dynamic cell modeling for state-of-charge (SOC) estimation in an autonomous electric vehicle (AEV). The studied cells are Lithium-Ion Polymer-based with a nominal capacity of around 8Ah, optimized for…

系统与控制 · 电气工程与系统科学 2023-06-21 Qasim Ajao , Lanre Sadeeq

Electrification in the automotive industry and increasing powertrain complexity demand accelerated, cost-effective development cycles. While data-driven models are recently investigated at component level, a gap exists in systematically…

系统与控制 · 电气工程与系统科学 2025-12-17 Eymen Ipek , Mario Hirz

Battery recycling is becoming increasingly critical due to the rapid growth in battery usage and the limited availability of natural resources. Moreover, as battery energy densities continue to rise, improper handling during recycling poses…