Development of a low-cost agricultural remote sensing system based on an autonomous unmanned aerial vehicle (UAV)

被引:320
作者
Xiang, Haitao [1 ]
Tian, Lei [2 ]
机构
[1] Univ Illinois, Monsanto Co, Urbana, IL 61801 USA
[2] Univ Illinois, Dept Agr & Biol Engn, Urbana, IL 61801 USA
关键词
GPS/INS;
D O I
10.1016/j.biosystemseng.2010.11.010
中图分类号
S2 [农业工程];
学科分类号
0828 ;
摘要
To provide and improved remote sensing a system based on an autonomous UAV was developed. The system was based on an easily transportable helicopter platform weighing less than 14 kg. Equipped with a multi-spectral camera and autonomous system, the UAV system was capable of acquiring multi-spectral images at the desired locations and times. An extended Kalman filter (EKF) based UAV navigation system was designed and implemented using sensor fusion techniques. A ground station was designed to be the interface between a human operator and the UAV to carry out mission planning, flight command activation, and real-time flight monitoring. Based on the navigation data, and the waypoints generated by the ground station, the UAV could be automatically navigated to the desired waypoints and hover around each waypoint to collect field image data. An experiment using the UAV system to monitor turf grass glyphosate application demonstrated the system, which indicated the UAV system provides a flexible and reliable method of sensing agricultural field with high spatial and temporal resolution of image data. (C) 2010 IAgrE. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:174 / 190
页数:17
相关论文
共 26 条
[1]  
Anderson B.D.O., 1979, Optimal Filtering
[2]  
[Anonymous], 2012, Introduction to Random Signals and Applied Kalman Filtering: with Matlab exercises
[3]  
BEVLY DM, 2000, J US I NAVIGATION, V47, P257
[4]  
COLLIN J, 2002, P GPS 2002 C SESS C3
[5]  
Collinson R P G, 1998, INTRO AVIONICS
[6]  
Da R, 1997, PROCEEDINGS OF THE NATIONAL TECHNICAL MEETING - NAVIGATION AND POSITIONING IN THE INFORMATION AGE, P955
[7]  
Falkner E., 2002, AERIAL MAPPING METHO
[8]  
Farrell J., 1998, GLOBAL POSITIONING S
[9]  
Franklin P., 2006, AUTONOMOUS UNMANNED
[10]  
FUKAGAWA T, 2003, 033125 ASAE ASABE