Goji Disease and Pest Monitoring Model Based on Unmanned Aerial Vehicle Hyperspectral Images.

Autor: Zhao R; School of Physics, Xi'an Jiaotong University, Xi'an 710049, China.; The Institute of Space Optics, Xi'an Jiaotong University, Xi'an 710049, China.; Key Laboratory for Nonequilibrium Synthesis and Modulation of Condensed Matter, Xi'an Jiaotong University, Ministry of Education, Xi'an 710049, China., Zhang B; BA Trading (Guangzhou) Co., Ltd., Guangzhou 510000, China., Zhang C; School of Physics, Xi'an Jiaotong University, Xi'an 710049, China.; The Institute of Space Optics, Xi'an Jiaotong University, Xi'an 710049, China.; Key Laboratory for Nonequilibrium Synthesis and Modulation of Condensed Matter, Xi'an Jiaotong University, Ministry of Education, Xi'an 710049, China., Chen Z; School of Physics, Xi'an Jiaotong University, Xi'an 710049, China.; The Institute of Space Optics, Xi'an Jiaotong University, Xi'an 710049, China.; Key Laboratory for Nonequilibrium Synthesis and Modulation of Condensed Matter, Xi'an Jiaotong University, Ministry of Education, Xi'an 710049, China.; Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an 710119, China., Chang N; School of Physics, Xi'an Jiaotong University, Xi'an 710049, China.; The Institute of Space Optics, Xi'an Jiaotong University, Xi'an 710049, China.; Key Laboratory for Nonequilibrium Synthesis and Modulation of Condensed Matter, Xi'an Jiaotong University, Ministry of Education, Xi'an 710049, China.; Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an 710119, China., Zhou B; Ningxia Bing He Technology Co., Ltd., Shizuishan 753099, China., Ke K; School of Physics, Xi'an Jiaotong University, Xi'an 710049, China.; The Institute of Space Optics, Xi'an Jiaotong University, Xi'an 710049, China.; Key Laboratory for Nonequilibrium Synthesis and Modulation of Condensed Matter, Xi'an Jiaotong University, Ministry of Education, Xi'an 710049, China., Tang F; School of Physics, Xi'an Jiaotong University, Xi'an 710049, China.; The Institute of Space Optics, Xi'an Jiaotong University, Xi'an 710049, China.; Key Laboratory for Nonequilibrium Synthesis and Modulation of Condensed Matter, Xi'an Jiaotong University, Ministry of Education, Xi'an 710049, China.
Jazyk: angličtina
Zdroj: Sensors (Basel, Switzerland) [Sensors (Basel)] 2024 Oct 20; Vol. 24 (20). Date of Electronic Publication: 2024 Oct 20.
DOI: 10.3390/s24206739
Abstrakt: Combining near-earth remote sensing spectral imaging technology with unmanned aerial vehicle (UAV) remote sensing sensing technology, we measured the Ningqi No. 10 goji variety under conditions of health, infestation by psyllids, and infestation by gall mites in Shizuishan City, Ningxia Hui Autonomous Region. The results indicate that the red and near-infrared spectral bands are particularly sensitive for detecting pest and disease conditions in goji. Using UAV-measured data, a remote sensing monitoring model for goji pest and disease was developed and validated using near-earth remote sensing hyperspectral data. A fully connected neural network achieved an accuracy of over 96.82% in classifying gall mite infestations, thereby enhancing the precision of pest and disease monitoring in goji. This demonstrates the reliability of UAV remote sensing. The pest and disease remote sensing monitoring model was used to visually present predictive results on hyperspectral images of goji, achieving data visualization.
Databáze: MEDLINE
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