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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…

Machine Learning · Computer Science 2024-04-04 Jing Lin , Yu Zhang , Edwin Khoo

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…

Systems and Control · Electrical Eng. & Systems 2023-03-21 Zihui Lin , Dagang Li

With the importance of Li-ion and emerging alternative batteries to our electric future, predicting new sustainable materials, electrolytes and complete cells that safely provide high performance, long life, energy dense capability is…

Materials Science · Physics 2022-07-26 Alex Grant , Colm O'Dwyer

We propose a multiscale model predictive control (MPC) framework for stationary battery systems that exploits high-fidelity models to trade-off short-term economic incentives provided by energy and frequency regulation (FR) markets and…

Optimization and Control · Mathematics 2020-04-14 Yankai Cao , Seong Beom Lee , Venkat R. Subramanian , Victor M. Zavala

Batteries are playing an increasingly central role as distributed energy resources in the shift toward power systems dominated by renewable energy sources. However, existing battery models must invariably rely on complementarity constraints…

Optimization and Control · Mathematics 2025-06-27 Juan M. Morales

Due to the increasing volume of Electric Vehicles in automotive markets and the limited lifetime of onboard lithium-ion batteries (LIBs), the large-scale retirement of LIBs is imminent. The battery packs retired from Electric Vehicles still…

Systems and Control · Electrical Eng. & Systems 2023-08-15 Xubo Gu , Hanyu Bai , Xiaofan Cui , Juner Zhu , Weichao Zhuang , Zhaojian Li , Xiaosong Hu , Ziyou Song

In recent years, the use of lithium-ion batteries has greatly expanded into products from many industrial sectors, e.g. cars, power tools or medical devices. An early prediction and robust understanding of battery faults could therefore…

Machine Learning · Computer Science 2021-07-08 Benjamin Maschler , Sophia Tatiyosyan , Michael Weyrich

This manuscript presents an algorithm for individual Lithium-ion (Li-ion) battery cell state of charge (SOC) estimation when multiple cells are connected in parallel, using only terminal voltage and total current measurements. For battery…

Systems and Control · Electrical Eng. & Systems 2020-11-11 Dong Zhang , Luis D. Couto , Sebastien Benjamin , Wente Zeng , Daniel F. Coutinho , Scott J. Moura

This paper is the second part of a series of papers about empirical approaches to open circuit voltage (OCV) modeling and its performance comparison in lithium-ion batteries. The first part of the series introduced various sources of…

Systems and Control · Electrical Eng. & Systems 2023-06-30 Prarthana Pillai , James Nguyen , Balakumar Balasingam

Passivating lithium ion battery electrode surfaces to prevent electrolyte decomposition is critical for battery operations. Recent work on conformal atomic layer deposition (ALD) coating of anodes and cathodes has shown significant…

Quadrotor endurance is ultimately limited by battery behavior, yet most energy aware planning treats the battery as a simple energy reservoir and overlooks how flight motions induce dynamic current loads that accelerate battery degradation.…

Robotics · Computer Science 2026-03-16 Joonhee Kim , Sanghyun Park , Donghyeong Kim , Eunseon Choi , Soohee Han

Early battery degradation trajectory forecasting (BDTF), which predicts the full-life state-of-health trajectory from early operational data, is critical for battery optimization, manufacturing, and deployment. Battery degradation data…

Artificial Intelligence · Computer Science 2026-05-27 Ruifeng Tan , Jintao Dong , Weixiang Hong , Jia Li , Jiaqiang Huang , Tong-Yi Zhang

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…

Systems and Control · Electrical Eng. & Systems 2022-10-24 Ningbo Cai , Yuwen Qin , Xin Chen , Kai Wu

We propose a data-driven, user-centric vehicle-to-grid (V2G) methodology based on multi-objective optimization to balance battery degradation and V2G revenue according to EV user preference. Given the lack of accurate and generalizable…

Systems and Control · Electrical Eng. & Systems 2025-05-30 Arghya Mallick , Georgios Pantazis , Mohammad Khosravi , Peyman Mohajerin Esfahani , Sergio Grammatico

Core-shell electrode particles are a promising morphology control strategy for high-performance lithium-ion batteries. However, experimental observations reveal that these structures remain prone to mechanical failure, with shell fractures…

Computational Engineering, Finance, and Science · Computer Science 2025-11-14 Y. Tu , B. Wu , E. Martínez-Pañeda

All-solid-state batteries fail not only by bulk transport limits, but by a reactive interface that evolves during cycling. We show that degradation is governed by two coupled processes: interfacial breathing, the cycle-scale oscillation of…

Materials Science · Physics 2026-04-28 Changdeuck Bae

Large-scale grid-connected lithium-ion batteries are increasingly being deployed to support renewable energy roll-out on the power grid. These battery systems consist of thousands of individual cells and various ancillary systems for…

Systems and Control · Electrical Eng. & Systems 2023-04-24 Jorn M. Reniers , David A. Howey

Fast charging of lithium-ion batteries remains a critical bottleneck for widespread adoption of electric vehicles and stationary energy storage systems, as improperly designed fast charging can accelerate battery degradation and shorten…

Systems and Control · Electrical Eng. & Systems 2025-07-08 Meng Yuan , Changfu Zou

Accurately predicting the lifespan of lithium-ion batteries is crucial for optimizing operational strategies and mitigating risks. While numerous studies have aimed at predicting battery lifespan, few have examined the interpretability of…

Machine Learning · Computer Science 2024-04-12 Jaewook Lee , Seongmin Heo , Jay H. Lee

In this study we construct a data-driven model describing Lithium plating in a battery cell, which is a key process contributing to degradation of such cells. Starting from the fundamental Doyle-Fuller-Newman (DFN) model, we use asymptotic…

Chemical Physics · Physics 2024-08-28 Avesta Ahmadi , Kevin J. Sanders , Gillian R. Goward , Bartosz Protas
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