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Detection of Wheat Lodging by Binocular Cameras during Harvesting Operation

文献类型: 外文期刊

作者: Wen, Jingqian 1 ; Yin, Yanxin 2 ; Zhang, Yawei 4 ; Pan, Zhenglin 1 ; Fan, Yindong 1 ;

作者机构: 1.Beijing Inst Technol, Sch Mech Engn, Beijing 100081, Peoples R China

2.Beijing Acad Agr & Forestry Sci, Beijing Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China

3.Natl Res Ctr Intelligent Equipment Agr, Beijing 100097, Peoples R China

4.China Agr Univ, Coll Engn, Beijing 100083, Peoples R China

关键词: binocular vision; point cloud; three-dimensional reconstruction; wheat lodging; combine harvester; SGBM algorithm

期刊名称:AGRICULTURE-BASEL ( 影响因子:3.6; 五年影响因子:3.6 )

ISSN:

年卷期: 2023 年 13 卷 1 期

页码:

收录情况: SCI

摘要: Wheat lodging provides important reference information for self-adaptive header control of a combine harvester. Aimed at real-time detection of wheat lodging, this paper proposed a detection method of wheat lodging location and area based on binocular vision. In this method, the angle relationship between the stem and vertical direction when wheat is upright, inclined, and lodging was determined by mechanical analysis. The discrimination condition of the wheat lodging degree was proposed based on the height of the visual point cloud on the surface of wheat crops. The binocular camera was used to obtain the image parallax of wheat within the harvesting region. The binocular camera optical axis parallel model was used to calculate the three-dimensional coordinate of wheat. Then, the height of the wheat stem was obtained by further analysis and calculation. According to the wheat stem height detected by vision, the location and area of wheat lodging within the combine harvester's harvesting region were analyzed. A field experiment showed that the detection error of the wheat stem height was 5.5 cm and the algorithm speed was under 2000 milliseconds, which enabled the analysis and calculation of the wheat lodging location, contour, and area within the combine harvester's harvesting region. This study provides key information for adaptive header control of combine harvesters.

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