Method for Vortex Shape Retrieval and Area Calculation Based on Convex Hull Algorithm

被引:4
|
作者
Wei, Xu [1 ,2 ]
Li, Jiyu [1 ,2 ]
Long, Bo [1 ,2 ]
Hu, Xiaodan [1 ,2 ]
Wu, Han [1 ,2 ]
Li, Huifen [3 ]
机构
[1] South China Agr Univ, Coll Engn, Guangzhou 510642, Peoples R China
[2] Natl Ctr Int Collaborat Res Precis Agr Aviat Pest, Guangzhou 510642, Peoples R China
[3] Guangdong Acad Agr Sci, Rice Res Inst, Guangzhou 510640, Peoples R China
基金
中国国家自然科学基金;
关键词
Agricultural plant protection UAV; convex hull algorithm; edge retrieval; shape and area; vortex;
D O I
10.1109/ACCESS.2020.3046651
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The shape and area of the vortex are important indicators to judge the effect of chemical liquid spraying and crop pollination by agricultural plant protection UAV. However, the traditional way of extracting the vortex related data through manual methods without an adaptive mechanism is complicated and inefficient. In order to solve this problem, the vortex image is preprocessed by adaptive iterative binarization and mean filtering. Then, the Convex Hull algorithm combined with Edge function is applied to the pre-processed image to extract the specific shape of vortex image and further calculate its area. Experimental results show that this method can be used to extract the vortex shapes and calculate the vortex area under different experimental conditions without manual intervention. Compared with the results of vortex area obtained via the manual extraction method, this method reported the average absolute error rate of 2.84%, the RMSE of 0.2903, and the correlation coefficient of 0.9965, indicating that the proposed method is more applicable to reveal the actual state of the vortex. A standardized extraction method was established to provide a standard for future vortex image research. The method in this paper lays a scientific foundation for the real-time tracking research of agricultural plant protection UAV and vortex.
引用
收藏
页码:2706 / 2714
页数:9
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