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We investigate the ability of a homogeneous collection of deferrable energy loads to behave as a battery; that is, to absorb and release energy in a controllable fashion up to fixed and predetermined limits on volume, charge rate and…

Systems and Control · Computer Science 2016-10-07 Daria Madjidian , Mardavij Roozbehani , Munther A. Dahleh

Battery degradation, which is the reduction of performance over time, is one of the main roadblocks to the wide deployment of lithium-ion batteries. Physics-based models, such as those based on the Doyle-Fuller-Newman model, are invaluable…

Chemical Physics · Physics 2023-06-06 Ferran Brosa Planella , W. Dhammika Widanage

Predicting the end-of-life (EOL) of lithium-ion batteries across different manufacturers presents significant challenges due to variations in electrode materials, manufacturing processes, cell formats, and a lack of generally available…

Aiming at the dilemma that most laboratory data-driven diagnostic and prognostic methods cannot be applied to field batteries in passenger cars and energy storage systems, this paper proposes a method to bridge field data and laboratory…

Applications · Statistics 2025-05-15 Yanbin Zhao , Hao Liu , Zhihua Deng , Tong Li , Haoyi Jiang , Zhenfei Ling , Xingkai Wang , Lei Zhang , Xiaoping Ouyang

Silicon anodes promise high energy densities of next-generation lithium-ion batteries, but suffer from shorter cycle life. The accelerated capacity fade stems from the repeated fracture and healing of the solid-electrolyte interphase (SEI)…

Chemical Physics · Physics 2022-12-01 Lars von Kolzenberg , Arnulf Latz , Birger Horstmann

We consider the task of controlling a battery while balancing two competing objectives that evolve over different time scales. The short-term objective, such as arbitrage or load smoothing, improves with more battery cycling, while the…

Optimization and Control · Mathematics 2025-05-15 Obidike Nnorom , Giray Ogut , Stephen Boyd , Philip Levis

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…

Machine Learning · Computer Science 2022-09-02 Yan Qin , Chau Yuen , Xunyuan Yin , Biao Huang

The capacity fade of modern lithium ion batteries is mainly caused by the formation and growth of the solid-electrolyte interphase (SEI). Numerous continuum models support its understanding and mitigation by studying SEI growth during…

Chemical Physics · Physics 2020-10-29 Lars von Kolzenberg , Arnulf Latz , Birger Horstmann

Battery storage is essential for the future smart grid. The inevitable cell degradation renders the battery lifetime volatile and highly dependent on battery dispatch, and thus incurs opportunity cost. This paper rigorously derives the…

Optimization and Control · Mathematics 2021-01-05 Guannan He , Soummya Kar , Javad Mohammadi , Panayiotis Moutis , Jay F. Whitacre

Battery capacity degradation prediction has long been a central topic in battery health analytics, and most studies focus on state of health (SoH) estimation and end of life (EoL) prediction. This study extends the scope to online…

Machine Learning · Computer Science 2026-01-13 Wei Li , Wei Zhang , Qingyu Yan

This paper considers utility optimal power control for energy harvesting wireless devices with a finite capacity battery. The distribution information of the underlying wireless environment and harvestable energy is unknown and only…

Optimization and Control · Mathematics 2019-08-27 Hao Yu , Michael J. Neely

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…

Materials Science · Physics 2025-04-17 Yihan Shi , Qingrui Pan , Jitao Li , Xiaoze Shi , Youchang Wang , Peng Xiao

Higher loading of active electrode materials is desired in batteries, especially those based on conversion reactions, for enhanced energy density and cost efficiency. However, increasing active material loading in electrodes can cause…

Machine Learning · Computer Science 2024-12-30 Vidushi Sharma , Andy Tek , Khanh Nguyen , Max Giammona , Murtaza Zohair , Linda Sundberg , Young-Hye La

Battery-based energy storage has emerged as an enabling technology for a variety of grid energy optimizations, such as peak shaving and cost arbitrage. A key component of battery-driven peak shaving optimizations is peak forecasting, which…

Signal Processing · Electrical Eng. & Systems 2020-05-28 Akhil Soman , Amee Trivedi , David Irwin , Beka Kosanovic , Benjamin McDaniel , Prashant Shenoy

Standalone PV battery systems have great potential to power the one billion people worldwide who lack access to electricity. Due to remoteness and poverty, durable and inexpensive systems are required for a broad range of applications.…

Systems and Control · Electrical Eng. & Systems 2023-05-17 Jonathan Schulte , Jan Figgener , Philipp Woerner , Hendrik Broering , Dirk Uwe Sauer

This paper investigates the environmental impact of Li-Ion batteries by quantifying manufacturing-related emissions and analyzing how electricity mix and production scale affect emission intensity. To this end, we conduct a meta-analysis of…

Systems and Control · Electrical Eng. & Systems 2025-06-09 Maurizio Clemente , Prapti Maharjan , Mauro Salazar , Theo Hofman

The complex electrochemical behavior of lithium-ion batteries results in non-linear dynamics and appropriate modeling of this non-linear dynamical system is of interest for better management and control. In this work, we proposed a family…

Systems and Control · Electrical Eng. & Systems 2026-02-25 Khalid Mahmud Labib , Shabbir Ahmed

Sodium-ion batteries have garnered significant attention as a potentially low-cost alternative to lithium-ion batteries, which have experienced supply shortages and pricing volatility of key minerals. Here we assess their techno-economic…

Chemical Physics · Physics 2024-12-16 Adrian Yao , Sally M. Benson , William C. Chueh

Energy storage solutions play an increasingly important role in modern infrastructure and lead-acid batteries are among the most commonly used in the rechargeable category. Due to normal degradation over time, correctly determining the…

Retired electric vehicle batteries offer immense potential to support low-carbon energy systems, but uncertainties in their degradation behavior and data inaccessibilities under second-life use pose major barriers to safe and scalable…

Machine Learning · Computer Science 2025-06-24 Xinghao Huang , Shengyu Tao , Chen Liang , Jiawei Chen , Junzhe Shi , Yuqi Li , Bizhong Xia , Guangmin Zhou , Xuan Zhang
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