A Robot to Detect and Control Broad-Leaved Dock (Rumex obtusifolius L.) in Grassland

被引:57
作者
van Evert, Frits K. [1 ]
Samsom, Joost
Polder, Gerrit [1 ]
Vijn, Marcel [2 ]
van Dooren, Hendrik-Jan [3 ]
Lamaker, Arjan [4 ]
van der Heijden, Genie W. A. M. [1 ]
Kempenaar, Corne [1 ]
van der Zalm, Ton [1 ]
Lotz, Lambertus A. P. [1 ]
机构
[1] Wageningen UR, Plant Res Int, NL-6700 AP Wageningen, Netherlands
[2] LaMi, NL-3508 TH Utrecht, Netherlands
[3] Wageningen UR Livestock Res, NL-8200 AB Lelystad, Netherlands
[4] Univ Wageningen & Res Ctr, Wageningen, Netherlands
关键词
VISION-BASED DETECTION; WEED-CONTROL; SYSTEM; COLOR; COSTS;
D O I
10.1002/rob.20377
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Broad-leaved dock is a common and troublesome grassland weed with a wide geographic distribution. In conventional farming the weed is normally controlled by using a selective herbicide, but in organic farming manual removal is the best option to control this weed. The objective of our work was to develop a robot that can navigate a pasture, detect broad-leaved dock, and remove any weeds found. A prototype robot was constructed that navigates by following a predefined path using centimeter-precision global positioning system (GPS). Broad-leaved dock is detected using a camera and image processing. Once detected, weeds are destroyed by a cutting device. Tests of aspects of the system showed that path following accuracy is adequate but could be improved through tuning of the controller or adoption of a dynamic vehicle model, that the success rate of weed detection is highest when the grass is short and when the broad-leaved dock plants are in rosette form, and that 75% of weeds removed did not grow back. An on-farm field test of the complete system resulted in detection of 124 weeds of 134 encountered (93%), while a weed removal action was performed eight times without a weed being present. Effective weed control is considered to be achieved when the center of the weeder is positioned within 0.1 m of the taproot of the weed-this occurred in 73% of the cases. We conclude that the robot is an effective instrument to detect and control broad-leaved dock under the conditions encountered on a commercial farm. (C) 2010 Wiley Periodicals, Inc.
引用
收藏
页码:264 / 277
页数:14
相关论文
共 47 条
[1]  
Åstrand B, 2003, INT SUGAR J, V105, P89
[2]  
BAKKER T, 2006, P AUT TECHN OFF ROAD, P51
[3]   A vision based row detection system for sugar beet [J].
Bakker, Tijmen ;
Wouters, Hendrik ;
van Asselt, Kees ;
Bontsema, Jan ;
Tang, Lie ;
Mueller, Joachim ;
van Straten, Gerrit .
COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2008, 60 (01) :87-95
[4]  
Billingsley J., 2008, SPRINGER HDB ROBOTIC, P1065, DOI [10.1007/978-3-540-30301-5_47, DOI 10.1007/978-3-540-30301-5_47]
[5]  
Blackmore S, 2005, PRECISION AGRICULTURE 05, P621
[6]  
BLEEKER P, 2007, P 2007 7 EWRS WORKSH, P103
[7]  
BOHM H, 2004, UBERPRUFUNG EFFEKTIV
[8]  
Bohm H., 2004, Ressortforschung furden Okologischen Landbau 273, P39
[9]  
Bond W., 2007, The biology and non-chemical control of Field Penny-cress (Thlaspi arvense L.)
[10]  
BONICELLI B, 1987, 871064 ASAE