A weight-adaptive updated method for grasshopper habitat mapping at the national scale using remote sensing: Combined with spatial heterogeneity and landscape
文献类型: 外文期刊
作者: Guo, Jing 1 ; Huang, Wenjiang 1 ; Dong, Yingying 1 ; Lin, Kejian 3 ; Yue, Fangzheng 4 ; Shan, Yanmin 6 ; Liu, Huan 6 ; Hao, Zhuoqing 1 ; Wang, Ning 3 ; Ding, Xiaolong 3 ;
作者机构: 1.Chinese Acad Sci, Aerosp Informat Res Inst, State Key Lab Remote Sensing & Digital Earth, Beijing 100101, Peoples R China
2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
3.Chinese Acad Agr Sci, Inst Grassland Res, Key Lab Biohazard Monitoring & Green Prevent & Con, Minist Agr & Rural Affairs, Hohhot 010010, Inner Mongolia, Peoples R China
4.Natl Forestry & Grassland Adm, Ctr Biol Disaster Prevent & Control, Shenyang 110034, Peoples R China
5.Key Lab Natl Forestry & Grassland Adm Forest & Gra, Shenyang 110034, Peoples R China
6.Inner Mongolia Forestry & Grassland Pest Control &, Hohhot 010000, Peoples R China
关键词: Grasshopper; Landscape; Spatial heterogeneity; Habitat monitoring; Remote sensing; Pest
期刊名称:ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING ( 影响因子:12.2; 五年影响因子:13.7 )
ISSN: 0924-2716
年卷期: 2025 年 227 卷
页码:
收录情况: SCI
摘要: Grasshoppers pose a significant threat to agriculture and animal husbandry by causing grassland degradation and desertification, which further increase the frequency and severity of grasshopper outbreaks. Therefore, implementing scientific control measures to maintain grasshopper populations within reasonable ecological thresholds is essential for the sustainable development of grassland ecosystems. Understanding the mechanisms underlying the interactions between grasshoppers, host plants, and environmental factors and monitoring suitable habitats is critical for effective grasshopper prevention and control. However, the relative weights of these environmental factors vary depending on the grasshopper species and regional environment. This study focused on the occurrence of seven dominant grasshopper species in China's grasslands. Based on the developmental mechanisms of grasshoppers, representative monitoring indicators of habitats were identified using difference testing, correlation analysis, and importance evaluation. Subsequently, the spatiotemporal patterns and hotspots of grasshopper occurrence were analyzed using historical occurrence data from 2019 to 2023. Finally, considering the landscape and spatial heterogeneity, we developed a large-scale habitat monitoring model with weightadaptive updating. These results indicated that meteorological conditions significantly influenced the occurrence of Oedaleus species. Terrain factors are crucial for determining the distribution of grasshoppers on the Tibetan Plateau, particularly Chorthippus dubius and Locusta migratoria tibetensis. Soil factors have the greatest influence on the distribution of Dasyhippus barbipes in Hulunbuir and Oxya chinensis in Heilongjiang. Furthermore, the occurrence of grasshoppers exhibited a significant spatial autocorrelation with hotspot areas primarily located in eastern Inner Mongolia, Qinghai, and Xinjiang. The habitat monitoring results showed that models incorporating both landscape and spatial heterogeneity outperformed models that considered only one of these factors. The most suitable areas are primarily located in the western and northern regions of the Kerqin Grassland, northern and eastern parts of Xilingol, the western region of Hulunbuir, the northern and western parts of Xinjiang, the southwestern region of Gansu, and northwestern parts of Tibet. These findings provide crucial support for the scientific control of grasshoppers and contribute significantly to the sustainable development of agriculture and animal husbandry.
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