Automated weed control in organic row crops using hyperspectral species identification and thermal micro-dosing

被引:36
|
作者
Zhang, Yun [1 ]
Staab, Erik S. [1 ]
Slaughter, David C. [1 ]
Giles, D. Ken [1 ]
Downey, Daniel [1 ]
机构
[1] Univ Calif Davis, Dept Biol & Agr Engn, Davis, CA 95616 USA
关键词
Micro-spray; Machine vision; Plant discrimination; Heated oil; Precision agriculture; Tomatoes; SYSTEM; DISCRIMINATION; MANAGEMENT; PLANT;
D O I
10.1016/j.cropro.2012.05.007
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
A hyperspectral imaging system was coupled to a precision, pulsed-jet, micro-dosing system to selectively deliver high-temperature, organic, food-grade oil for intra-row weed control in early growth tomatoes. The imaging system, based upon a multispectral Bayesian classifier, successfully discriminated the species of 95.9%, on average, of plant canopy for tomato, Solanum nigrum L and Amaranthus retroflexus L using canopy reflectance in the 384-810 nm range. Food-grade oil, heated to approximately 160 C, was applied to weeds using a pressurized micro-dosing pulsed-jet. The target application rate was approximately 0.85 mg/cm(2) in 10-ms-pulsed doses while traveling at a ground speed of 0.04 m/s. In an outdoor test, approximately 95.8% of S. nigrum and 93.8% of A. retroflexus were controlled 15 days post thermal treatment, while only 2.4% of the tomato plants received significant damage. Application coverage assessments of leaf surfaces immediately after the heated oil application found that tomato viability was retained if 50% or less of the leaf surface was inadvertently dosed, while 100% mortality was achieved for S. nigrum and A. retroflexus if more than 90% of their respective leaf surfaces were covered with heated oil. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:96 / 105
页数:10
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