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篇名
Information Extraction Method of DBH of Individual Trees in Artificial Forest Based on UAV Image
並列篇名
Information Extraction Method of DBH of Individual Trees in Artificial Forest Based on UAV Image
作者 Chang-Chao Yan (Chang-Chao Yan)Hai-Jing Shi (Hai-Jing Shi)Jia Zeng (Jia Zeng)Yan-Min Jiang (Yan-Min Jiang)Wei-Yang Li (Wei-Yang Li)
英文摘要

The information acquisition of tree height, individual tree crown and diameter at breast height is an important part of forest resources survey. In this study, the UAV images of artificial Robinia pseudoacacia forest in Zhangjiatan Town of Yan River Basin were obtained by DJI Phantom 4 UAV platform. The crown width and tree height were obtained by neural network clustering algorithm, visual interpretation and spatial measurement. The relative error between the extracted value and the measured value of individual tree crown width was 5. 98%, and the relative error of tree height was 7. 53%. We used 80% of the data to extract, crown, tree height and diameter at breast height to establish single regression models, exponential function models, logarithmic function models, power function models and binary regression models. Among those established DBH inversion models, the model with the highest fitting accuracy was y = 4.255a + 0.044b2 - 0.135a2 - 2.111, with a determination coefficient of 0.85, and the average relative error was 4.3% after being verified by using the remaining 20% of the data. The stand factors of the study area can be quickly obtained by using UAV images, and the DBH can be obtained with high precision, which can provide a reference for the realization of precision forestry.

 

起訖頁 161-174
關鍵詞 UAVDBHmodel fittingneural network clusteringinformatization of forestry
刊名 電腦學刊  
期數 202304 (34:2期)
該期刊-上一篇 Optimal Defense Strategy for Data Security Based on Improving Evolutionary Game Model between Heterogeneous Groups
該期刊-下一篇 Research on Video Encryption Technology Based on Cross Coupled Map Lattices System
 

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