{"title":"A parking spot occupancy sensor based on commodity wireless chipsets","authors":"Gerrit Maus, Wiebke Gerth, D. Brückmann","doi":"10.1109/SAS54819.2022.9881350","DOIUrl":null,"url":null,"abstract":"An important prerequisite for smart parking management systems are accurate and reliable occupancy sensors for individual parking spots. Since those systems are often equipped with a wireless interface for data exchange, it is reasonable to re-use the involved wireless chipsets for sensing purposes. In this contribution, a parking spot sensor approach is discussed that solely features low-cost wireless communication devices. For this, a 2.45 GHz transmitter receiver pair is installed on the floor in the center of a parking spot. It is shown that the frequency derivative, i. e. the channel dependency, of the Received Signal Strength strongly correlates with the presence of a car on a parking spot. Based on this observation, a linear classifier approach is suggested to predict the state of an observed parking spot. An experimental evaluation of the proposed sensing approach was carried out in both a parking garage and on an open-air parking place. The achieved occupancy detection accuracy of up to 99.0 % is competitive with existing, e. g. radar based, sensing approaches, while featuring a significant cost reduction at the same time.","PeriodicalId":129732,"journal":{"name":"2022 IEEE Sensors Applications Symposium (SAS)","volume":"7 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE Sensors Applications Symposium (SAS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SAS54819.2022.9881350","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
An important prerequisite for smart parking management systems are accurate and reliable occupancy sensors for individual parking spots. Since those systems are often equipped with a wireless interface for data exchange, it is reasonable to re-use the involved wireless chipsets for sensing purposes. In this contribution, a parking spot sensor approach is discussed that solely features low-cost wireless communication devices. For this, a 2.45 GHz transmitter receiver pair is installed on the floor in the center of a parking spot. It is shown that the frequency derivative, i. e. the channel dependency, of the Received Signal Strength strongly correlates with the presence of a car on a parking spot. Based on this observation, a linear classifier approach is suggested to predict the state of an observed parking spot. An experimental evaluation of the proposed sensing approach was carried out in both a parking garage and on an open-air parking place. The achieved occupancy detection accuracy of up to 99.0 % is competitive with existing, e. g. radar based, sensing approaches, while featuring a significant cost reduction at the same time.