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DOI10.1016/j.jag.2021.102672
Predicting suitable breeding areas for different locust species - A multi-scale approach accounting for environmental conditions and current land cover situation
Klein, Igor; van der Woude, Sietse; Schwarzenbacher, Frederic; Muratova, Nadiya; Slagter, Bart; Malakhov, Dmitry; Oppelt, Natascha; Kuenzer, Claudia
通讯作者Klein, I (corresponding author),German Aerosp Ctr DLR, German Remote Sensing Data Ctr DFD, D-82234 Wessling, Germany.
来源期刊INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION
ISSN1569-8432
EISSN1872-826X
出版年2022
卷号107
英文摘要In this study, we present a fused multi-scale approach to model habitat suitability index (HSI) maps for three different locust species. The presented methodology was applied for the Italian locust (Calliptamus italicus, CIT) in Pavlodar oblast, Northern Kazakhstan, for the Moroccan locust (Dociostaurus maroccanus, DMA) in Turkistan oblast, South Kazakhstan and for the desert locust (Schistocerca gregaria) in Awash river basin, Ethiopia, Djibouti, Somalia. The main novelty is based on implementing results from ecological niche modelling (ENM) with timeseries analyses of high spatial resolution remote sensing data (Sentinel-2) and further auxiliary datasets in a fused HSI model. Within the ENM important climatic variables (e.g. temperature, rainfall) and edaphic variables (e.g. sand and moisture contents) are included at a coarse spatial resolution. The analyses of Sentinel-2 time-series data enables mapping locust breeding habitats based on recent remotely sensed land observation at high spatial resolution and mirror the actual vegetation state, land use, land cover and in this way identify areas with favorable conditions for egg survival and breeding. The fused HSI results for year 2019 were validated based on ground field observation and reach area under curve (AUC) performance of 0.747% for CIT, 0.850% for DMA and 0.801% for desert locust. The innovation of this study is a multi-scale approach which accounts not only for climatic and environmental conditions but also for current vegetation and land management situation. This kind of up-to-date spatial detailed information on breeding suitability could enable area prioritization for risk assessment, monitoring and early intervention of locust pests.
英文关键词Locust breeding habitat Incubation of egg-pods Ecological niche model Habitat suitability index Locust monitoring Remote sensing Sentinel-2
类型Article
语种英语
开放获取类型gold, Green Accepted
收录类别SCI-E
WOS记录号WOS:000748575300001
WOS关键词HABITAT SUITABILITY INDEX ; MODELS ; PERFORMANCE ; VEGETATION ; DYNAMICS
WOS类目Remote Sensing
WOS研究方向Remote Sensing
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/376250
作者单位[Klein, Igor; van der Woude, Sietse; Schwarzenbacher, Frederic; Slagter, Bart; Kuenzer, Claudia] German Aerosp Ctr DLR, German Remote Sensing Data Ctr DFD, D-82234 Wessling, Germany; [van der Woude, Sietse; Slagter, Bart] Wageningen Univ & Res WUR, Wageningen, Netherlands; [Muratova, Nadiya] Al Farabi Kazakh Natl Univ, Res Inst Ecol Problems, Alma Ata 050010, Kazakhstan; [Malakhov, Dmitry] Joint Stock Co Natl Ctr Space Res & Technol, Alma Ata 050010, Kazakhstan; [Oppelt, Natascha] Univ Kiel, Dept Geog, D-24118 Kiel, Germany; [Schwarzenbacher, Frederic; Kuenzer, Claudia] Univ Wurzburg, Inst Geog & Geol, D-97074 Wurzburg, Germany
推荐引用方式
GB/T 7714
Klein, Igor,van der Woude, Sietse,Schwarzenbacher, Frederic,et al. Predicting suitable breeding areas for different locust species - A multi-scale approach accounting for environmental conditions and current land cover situation[J],2022,107.
APA Klein, Igor.,van der Woude, Sietse.,Schwarzenbacher, Frederic.,Muratova, Nadiya.,Slagter, Bart.,...&Kuenzer, Claudia.(2022).Predicting suitable breeding areas for different locust species - A multi-scale approach accounting for environmental conditions and current land cover situation.INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION,107.
MLA Klein, Igor,et al."Predicting suitable breeding areas for different locust species - A multi-scale approach accounting for environmental conditions and current land cover situation".INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION 107(2022).
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