{"title":"Location Technique based on Pattern Recognition of Radio Signal Strength using Active RFID","authors":"R. Mateo, Insook Yoon, Jaewan Lee","doi":"10.5220/0001722800070018","DOIUrl":null,"url":null,"abstract":"RFID technology is used by various application areas to implement smart data processing and ubiquitous system. In the recent research of parking system, implementing efficient and accurate location technique using active RFIDs are not considered. This paper proposes a location technique based on pattern recognition of radio signal strength using active RFID. Active RFID is used by cars for identification by sending signals to receiving sensors. The proposed pattern recognition based on multilayer perceptron (MLP) uses the pattern of radio signal to process accurate location technique. The procedure provides a training model for received signal strength (RSS) patterns in able to classify the signals and determine the exact slot. A parking simulator platform is used and compared the proposed method to other algorithms and found that MLP is more accurate classifier and faster in building the classification model.","PeriodicalId":164388,"journal":{"name":"International Workshop on RFID Technology","volume":"29 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Workshop on RFID Technology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.5220/0001722800070018","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2
Abstract
RFID technology is used by various application areas to implement smart data processing and ubiquitous system. In the recent research of parking system, implementing efficient and accurate location technique using active RFIDs are not considered. This paper proposes a location technique based on pattern recognition of radio signal strength using active RFID. Active RFID is used by cars for identification by sending signals to receiving sensors. The proposed pattern recognition based on multilayer perceptron (MLP) uses the pattern of radio signal to process accurate location technique. The procedure provides a training model for received signal strength (RSS) patterns in able to classify the signals and determine the exact slot. A parking simulator platform is used and compared the proposed method to other algorithms and found that MLP is more accurate classifier and faster in building the classification model.