Data Analysis-based Overcharging Safety Warning Method of Lithium Battery for High Microgravity Levitation Experiment System

High Microgravity Level Research Rack (HMLR) is the core equipment for conducting microgravity scientific experiments in aerospace task, Lithium-ion battery pack is the main power supply unit for high microgravity levitation experiment system, and its safe and reliable operation is the key to guarantee the implementation of microgravity scientific experiments in space. Overcharging of lithium-ion batteries may reduce the performance and useful life of the batteries, leading to function failure and even unable work. In this paper, the historical data of lithium batteries for high microgravity levitation system is used to establish mathematical models of initial voltage and charging time, and the prediction of the charging time is used to assist the design of charging control instructions. Then Kalman filter and integrated weighting strategy are used to real-time estimate the remaining charging time in stages, realizing the overcharging safety warning of lithium battery. Experiments on real dataset show the effectiveness of the proposed method, reducing the risk of overcharging of lithium batteries.

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Publication Details

Published
2024-12-06
DOI
https://doi.org/10.1145/3727993.3728131
Primary Topic
Risk and Safety Analysis
Type
article
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Data Analysis-based Overcharging Safety Warning Method of Lithium Battery for High Microgravity Levitation Experiment System

Lei Zhao, H. P. Wang, Lei Song, Yifeng Wang et al.
Risk and Safety Analysis
article

Data Analysis-based Overcharging Safety Warning Method of Lithium Battery for High Microgravity Levitation Experiment System

Lei Zhao, H. P. Wang, Lei Song, Yifeng Wang, Chenchen Zhang, Song Wei Gao, S. Jin
article en

Abstract

High Microgravity Level Research Rack (HMLR) is the core equipment for conducting microgravity scientific experiments in aerospace task, Lithium-ion battery pack is the main power supply unit for high microgravity levitation experiment system, and its safe and reliable operation is the key to guarantee the implementation of microgravity scientific experiments in space. Overcharging of lithium-ion batteries may reduce the performance and useful life of the batteries, leading to function failure and even unable work. In this paper, the historical data of lithium batteries for high microgravity levitation system is used to establish mathematical models of initial voltage and charging time, and the prediction of the charging time is used to assist the design of charging control instructions. Then Kalman filter and integrated weighting strategy are used to real-time estimate the remaining charging time in stages, realizing the overcharging safety warning of lithium battery. Experiments on real dataset show the effectiveness of the proposed method, reducing the risk of overcharging of lithium batteries.

Chinese Academy of Sciences (CN), Technology and Engineering Center for Space Utilization (CN), Jingdong (China) (CN)
Affordable and clean energy
Openalex Percentile: Top 72%
Risk and Safety Analysis
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