Development of a low-cost GPS/INS integrated system for tractor automatic navigation
作者机构:Dept.of Biosystems and Biomaterials EngineeringCollege of Agriculture and Life SciencesSeoul National University.Seoul 08826Republic of Korea Unmanned Solutions Co.Seoul 06643Republic of Korea R&D InstituteTong Yang Moolsan Co.LTDChungcheongnam-do 32530Republic of Korea
出 版 物:《International Journal of Agricultural and Biological Engineering》 (国际农业与生物工程学报(英文))
年 卷 期:2017年第10卷第2期
页 面:123-131页
核心收录:
学科分类:0710[理学-生物学] 0810[工学-信息与通信工程] 08[工学] 081601[工学-大地测量学与测量工程] 0805[工学-材料科学与工程(可授工学、理学学位)] 0816[工学-测绘科学与技术] 0812[工学-计算机科学与技术(可授工学、理学学位)]
基 金:the Korea Evaluation Institute of Industrial Technology(10049017,2014-2016) Agricultural Robotics and Automation Research Center,Korea Institute of Planning and Evaluation for Technology in Food,Agriculture,Forestry and Fisheries(714002-7,2014-2016),Republic of Korea
主 题:global positioning system tractor automatic navigation sensor fusion Kalman filter inertial sensor heading angle
摘 要:The use of low-cost single GPS receivers and inertial sensors for auto-guidance applications has been limited by their reduced accuracy and signal drift over time compared to real-time kinematic(RTK)differential GPS units and fiber-optic gyroscope(FOG)*** this study,a prototype low-cost GPS/INS integrated system consisting of a triangle-shaped array of three Garmin 19x GPS receivers and an Xsens inertial measurement unit(IMU)to improve the accuracy of position and heading angle measured with a single GPS receiver was developed.A triangular algorithm that uses data collected from the three single GPSs mounted on the angular points of a triangular frame was designed.A sensor fusion algorithm based on the Kalman filter combining the GPS and IMU data was developed by integrating position data and heading angles of a triangular array of GPS *** optimized values of two noise covariance matrixes(Q and R)for the Kalman filtering were determined using the Central Composite Design(CCD)*** compared to the use of a single Garmin GPS receiver,use of the developed GPS/INS system showed improved accuracy performance in terms of both position and heading angle,with reductions in root mean square errors(RMSEs)from 2.7 m to 0.64 m for position and from 8.9ºto 2.1ºfor heading *** accuracy improvements show new potential for agricultural auto-guidance applications.