{"title":"类车车辆的高精度位置和方向估计","authors":"Bo He, Danwei W. Wang, M. Phain, T. Yu","doi":"10.1109/ITSC.2002.1041273","DOIUrl":null,"url":null,"abstract":"In this paper, position and orientation estimation with high accuracy based on GPS and encoders for a car-like vehicle is addressed. A novel architecture of position and orientation estimation is proposed, which consists of two extended Kalman filters (EKF) and a processing unit of Runga-Kutta-based dead reckoning. The first EKF fuses data from five encoders to estimate the velocity of vehicle and sideslip angle, The second EKF is applied to estimate position and orientation based on the measurement from precise GPS data and output from first EKF. To obtain better accuracy of estimation, an arbitrator is designed to switch on or off appropriate processing unit (EKF2 or dead reckoning). The results and analysis of experiments are presented to show the effectiveness of the proposed approach.","PeriodicalId":365722,"journal":{"name":"Proceedings. The IEEE 5th International Conference on Intelligent Transportation Systems","volume":"40 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2002-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":"{\"title\":\"Position and orientation estimation with high accuracy for a car-like vehicle\",\"authors\":\"Bo He, Danwei W. Wang, M. Phain, T. Yu\",\"doi\":\"10.1109/ITSC.2002.1041273\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this paper, position and orientation estimation with high accuracy based on GPS and encoders for a car-like vehicle is addressed. A novel architecture of position and orientation estimation is proposed, which consists of two extended Kalman filters (EKF) and a processing unit of Runga-Kutta-based dead reckoning. The first EKF fuses data from five encoders to estimate the velocity of vehicle and sideslip angle, The second EKF is applied to estimate position and orientation based on the measurement from precise GPS data and output from first EKF. To obtain better accuracy of estimation, an arbitrator is designed to switch on or off appropriate processing unit (EKF2 or dead reckoning). The results and analysis of experiments are presented to show the effectiveness of the proposed approach.\",\"PeriodicalId\":365722,\"journal\":{\"name\":\"Proceedings. The IEEE 5th International Conference on Intelligent Transportation Systems\",\"volume\":\"40 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2002-09-03\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"5\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings. The IEEE 5th International Conference on Intelligent Transportation Systems\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ITSC.2002.1041273\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings. The IEEE 5th International Conference on Intelligent Transportation Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ITSC.2002.1041273","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Position and orientation estimation with high accuracy for a car-like vehicle
In this paper, position and orientation estimation with high accuracy based on GPS and encoders for a car-like vehicle is addressed. A novel architecture of position and orientation estimation is proposed, which consists of two extended Kalman filters (EKF) and a processing unit of Runga-Kutta-based dead reckoning. The first EKF fuses data from five encoders to estimate the velocity of vehicle and sideslip angle, The second EKF is applied to estimate position and orientation based on the measurement from precise GPS data and output from first EKF. To obtain better accuracy of estimation, an arbitrator is designed to switch on or off appropriate processing unit (EKF2 or dead reckoning). The results and analysis of experiments are presented to show the effectiveness of the proposed approach.