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Charge unbalance is one of the key issues for series-connected Lithium-ion cells. Within this context, model-based optimization strategies have proven to be the most effective. In the present paper, an ad-hoc electrochemical model, tailored…

系统与控制 · 计算机科学 2019-02-07 Andrea Pozzi , Massimo Zambelli , Antonella Ferrara , Davide Martino Raimondo

Accurately estimating the Remaining Useful Life (RUL) of a battery is essential for determining its lifespan and recharge requirements. In this work, we develop machine learning-based models to predict and classify battery RUL. We introduce…

机器学习 · 计算机科学 2025-01-31 Biplov Paneru , Bipul Thapa , Durga Prasad Mainali , Bishwash Paneru , Krishna Bikram Shah

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

- This work has been submitted to IFAC for possible publication - Models of traction batteries are an essential tool throughout the development of automotive drivetrains. Surprisingly, today's massively collected battery data is not yet…

机器学习 · 计算机科学 2021-01-01 Philipp Gesner , Frank Kirschbaum , Richard Jakobi , Bernard Bäker

Accurate parameter estimation in electrochemical battery models is essential for monitoring and assessing the performance of lithium-ion batteries (LiBs). This paper presents a novel approach that combines deep reinforcement learning (DRL)…

系统与控制 · 电气工程与系统科学 2025-06-25 Mehmet Fatih Ozkan , Samuel Filgueira da Silva , Faissal El Idrissi , Prashanth Ramesh , Marcello Canova

The combination of modern scientific computing with electronic structure theory can lead to an unprecedented amount of data amenable to intelligent data analysis for the identification of meaningful, novel, and predictive structure-property…

The penetration of the lithium-ion battery energy storage system (BESS) into the power system environment occurs at a colossal rate worldwide. This is mainly because it is considered as one of the major tools to decarbonize, digitalize, and…

系统与控制 · 电气工程与系统科学 2022-07-06 Anton V. Vykhodtsev , Darren Jang , Qianpu Wang , Hamidreza Zareipour , William D. Rosehart

Due to manufacturing variabilities and temperature gradients within an electric vehicle's battery pack, the capacities of cells in it decrease differently over time. This reduces the usable capacity of the battery - the charge levels of one…

系统与控制 · 电气工程与系统科学 2024-01-09 Enrico Fraccaroli , Seongik Jang , Logan Stach , Hoeseok Yang , Sangyoung Park , Samarjit Chakraborty

The techno-economic benefits of incorporating battery degradation into advanced control strategies necessitate the development of degradation diagnosis as an advanced function in battery management systems (BMSs). To address this, a…

系统与控制 · 电气工程与系统科学 2025-04-29 Huang Zhang , Torsten Wik

The individual causes for power loss of photovoltaic modules are investigated for quite some time. Recently, it has been shown that the power loss of a module is, for example, related to the fraction of inactive areas. While these areas can…

计算机视觉与模式识别 · 计算机科学 2021-09-01 Mathis Hoffmann , Johannes Hepp , Bernd Doll , Claudia Buerhop-Lutz , Ian Marius Peters , Christoph Brabec , Andreas Maier , Vincent Christlein

An isothermal porous-electrode model of a discharging lead-acid battery is presented, which includes an extension of concentrated-solution theory that accounts for excluded-volume effects, local pressure variation, and a detailed…

化学物理 · 物理学 2020-06-05 Valentin Sulzer , S. Jon Chapman , Colin P. Please , David A. Howey , Charles W. Monroe

Li-ion batteries gradually lose their capacity with time and use; therefore, ageing forecasts are key to designs of battery powered systems. So far, cell-type-specific studies without standardised testing practices have lead to a variety of…

应用物理 · 物理学 2019-03-04 Eduardo Cuervo-Reyes , Reto Flueckiger

Wireless sensor networks (WSNs) have become a promising solution for structural health monitoring (SHM), especially in hard-to-reach or remote locations. Battery-powered WSNs offer various advantages over wired systems, however limited…

机器学习 · 计算机科学 2025-03-25 Jong-Hyun Jeong , Hongki Jo , Qiang Zhou , Tahsin Afroz Hoque Nishat , Lang Wu

The optimization of the electrodes manufacturing process constitutes one of the most critical steps to ensure high-quality Lithium-Ion Battery (LIB) cells, in particular for automotive applications. Because LIB electrode manufacturing is a…

Efficient parameter identification of electrochemical models is crucial for accurate monitoring and control of lithium-ion cells. This process becomes challenging when applied to complex models that rely on a considerable number of…

系统与控制 · 电气工程与系统科学 2024-05-20 Jianzong Pi , Samuel Filgueira da Silva , Mehmet Fatih Ozkan , Abhishek Gupta , Marcello Canova

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

This study examines the economic impact of post-hoc uncertainty discounting in predictive energy management, specifically in battery energy arbitrage. A 2.2 MWh, 1.1 MW Tesla battery, emulating operations at the University of Queensland's…

系统与控制 · 电气工程与系统科学 2025-11-19 Arnab Bhattacharjee

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

Lithium-ion batteries are becoming increasingly omnipresent in energy supply. However, the durability of energy storage using lithium-ion batteries is threatened by their dropping capacity with the growing number of charging/discharging…

机器学习 · 计算机科学 2025-10-14 Hanbing Liu , Yanru Wu , Yang Li , Ercan E. Kuruoglu , Xuan Zhang