{"title":"Calculation method of the battery SOC based on evolvable hardware","authors":"Changhao Piao, Xing Ding, Jin Wang, Bin-bin Tang","doi":"10.1109/ICSESS.2010.5552397","DOIUrl":null,"url":null,"abstract":"Battery state-of-charge (SOC) is estimated for electric or hybrid electric vehicles by using Evolvable Hardware (EHW). SOC is a key factor in the management of battery and its estimation is an important and challenging task. We combine EHW and evolutionary algorithm to design a system, which is 16-row and 4-layer with three inputs (voltage, magnification, charge-discharge mode) and one output (estimated SOC). The evolutionary algorithm is used to train the chromosome structure after setting by EHW. The results show that it can obtain battery SOC around the experimental curve after importing a parameter randomly.","PeriodicalId":264630,"journal":{"name":"2010 IEEE International Conference on Software Engineering and Service Sciences","volume":"4 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2010-07-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2010 IEEE International Conference on Software Engineering and Service Sciences","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICSESS.2010.5552397","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Battery state-of-charge (SOC) is estimated for electric or hybrid electric vehicles by using Evolvable Hardware (EHW). SOC is a key factor in the management of battery and its estimation is an important and challenging task. We combine EHW and evolutionary algorithm to design a system, which is 16-row and 4-layer with three inputs (voltage, magnification, charge-discharge mode) and one output (estimated SOC). The evolutionary algorithm is used to train the chromosome structure after setting by EHW. The results show that it can obtain battery SOC around the experimental curve after importing a parameter randomly.