Xiaowen Ma, Jingyuan Zhang, Keyan Liu, Yuanlong Song
{"title":"基于逐步线性回归的电池剩余放电时间预测","authors":"Xiaowen Ma, Jingyuan Zhang, Keyan Liu, Yuanlong Song","doi":"10.1109/ICPECA51329.2021.9362643","DOIUrl":null,"url":null,"abstract":"Lead-acid batteries are widely used in industry, military, and daily life as a power source. When the lead-acid battery is discharged at a constant current intensity, the voltage decreases monotonously with the discharge time until the rated minimum protection voltage (Um, 9V in this question). Aiming at the prediction of the remaining discharge time of the battery, this paper comprehensively analyzes the influence of current intensity, voltage, and battery attenuation on the remaining discharge time, and establishes mathematical models respectively.","PeriodicalId":119798,"journal":{"name":"2021 IEEE International Conference on Power Electronics, Computer Applications (ICPECA)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Prediction of remaining battery discharge time based on stepwise linear regression\",\"authors\":\"Xiaowen Ma, Jingyuan Zhang, Keyan Liu, Yuanlong Song\",\"doi\":\"10.1109/ICPECA51329.2021.9362643\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Lead-acid batteries are widely used in industry, military, and daily life as a power source. When the lead-acid battery is discharged at a constant current intensity, the voltage decreases monotonously with the discharge time until the rated minimum protection voltage (Um, 9V in this question). Aiming at the prediction of the remaining discharge time of the battery, this paper comprehensively analyzes the influence of current intensity, voltage, and battery attenuation on the remaining discharge time, and establishes mathematical models respectively.\",\"PeriodicalId\":119798,\"journal\":{\"name\":\"2021 IEEE International Conference on Power Electronics, Computer Applications (ICPECA)\",\"volume\":\"8 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-01-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 IEEE International Conference on Power Electronics, Computer Applications (ICPECA)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICPECA51329.2021.9362643\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE International Conference on Power Electronics, Computer Applications (ICPECA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICPECA51329.2021.9362643","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Prediction of remaining battery discharge time based on stepwise linear regression
Lead-acid batteries are widely used in industry, military, and daily life as a power source. When the lead-acid battery is discharged at a constant current intensity, the voltage decreases monotonously with the discharge time until the rated minimum protection voltage (Um, 9V in this question). Aiming at the prediction of the remaining discharge time of the battery, this paper comprehensively analyzes the influence of current intensity, voltage, and battery attenuation on the remaining discharge time, and establishes mathematical models respectively.