Satellite Images-based Obstacle Recognition and Trajectory Generation for Agricultural Vehicles Regular Paper

被引:6
作者
Bodur, Mehmet [1 ]
Mehrolhassani, Moein [1 ]
机构
[1] Eastern Mediterranean Univ, Famagusta, North Cyprus, Turkey
关键词
Autonomous Vehicles; Labelling; Obstacle Detection; Image Processing; Field Robotics;
D O I
10.5772/62069
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
In this study, a method for the generation of tracking trajectory points, detection and positioning of obstacles in agricultural fields have been presented. Our principal contribution is to produce traceable GPS trajectories for agricultural vehicles to be utilized by path planning algorithms, rather than a new path planning algorithm. The proposed system works with minimal initialization requirements, specifically, a single geographical coordinate entry of an agricultural field. The automation of agricultural plantation requires many aspects to be addressed, many of which have been covered in previous studies. Depending on the type of crop, different agricultural vehicles may be used in the field. However, regardless of their application, they all follow a specified trajectory in the field. This study takes advantage of satellite images for the detection and positioning of obstacles, and the generation of GPS trajectories in the agricultural realm. A set of image processing techniques is applied in Matlab for detection and positioning.
引用
收藏
页数:10
相关论文
共 43 条
[1]  
[Anonymous], 2012, INT J COMPUT SCI
[2]  
Bakhtiari A. A., 2011, Agricultural Engineering Int.: CIGR J., V13
[3]  
Bin X, 2013, J INTELL ROBOT SYST, V71, P303, DOI [10.1007/s10846-012-9794-2, DOI 10.1007/S10846-012-9794-2]
[4]   Planning for Agricultural Forage Harvesters and Trucks: Model, Heuristics, and Case Study [J].
Blanco, Victor ;
Carpente, Luisa ;
Hinojosa, Yolanda ;
Puerto, Justo .
NETWORKS & SPATIAL ECONOMICS, 2010, 10 (03) :321-343
[5]   Double look-ahead reference point control for autonomous agricultural vehicles [J].
Bodur, Mehmet ;
Kiani, Ehsan ;
Hacisevki, Hasan .
BIOSYSTEMS ENGINEERING, 2012, 113 (02) :173-186
[6]   Bridging the Semantic Gap for Satellite Image Annotation and Automatic Mapping Applications [J].
Bratasanu, Dragos ;
Nedelcu, Ion ;
Datcu, Mihai .
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2011, 4 (01) :193-204
[7]   Object Segmentation of Database Images by Dual Multiscale Morphological Reconstructions and Retrieval Applications [J].
Chen, Jiann-Jone ;
Su, Chun-Rong ;
Grimson, W. Eric L. ;
Liu, Jun-Lin ;
Shiue, De-Hui .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2012, 21 (02) :828-843
[8]   The use of GPS for vehicle stability control systems [J].
Daily, R ;
Bevly, DM .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2004, 51 (02) :270-277
[9]  
Erik C, 2012, J INTELL ROBOT SYST, V66, P359, DOI [10.1007/s10846-011-9611-3, DOI 10.1007/S10846-011-9611-3]
[10]  
Fabre S, 2001, INT C EM TECHN FACT, P691