A novel remote sensing monitoring index of salinization based on three-dimensional feature space model and its application in the Yellow River Delta of China

被引:46
作者
Guo, Bing [1 ,2 ,3 ,4 ,5 ]
Lu, Miao [6 ]
Fan, Yewen [7 ]
Wu, Hongwei [1 ]
Yang, Ying [8 ]
Wang, Chenglong [9 ,10 ]
机构
[1] Shandong Univ Technol, Sch Civil Architectural Engn, Zibo, Shandong, Peoples R China
[2] Minist Nat Resources, Key Lab Urban Land Resources Monitoring & Simulat, Shenzhen, Peoples R China
[3] Minist Nat Resources, Key Lab Natl Geog Census & Monitoring, Wuhan, Peoples R China
[4] Chinese Acad Sci, Aerosp Informat Res Inst, Beijing, Peoples R China
[5] Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing, Peoples R China
[6] Chinese Acad Agr Sci, Inst Agr Resources & Reg Planning, Key Lab Agr Remote Sensing, Minist Agr & Rural Affairs, Beijing, Peoples R China
[7] Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & Re, Wuhan, Peoples R China
[8] Shenzhen Data Management Ctr Planning & Nat Resour, Shenzhen, Peoples R China
[9] Beijing Geo Vis Technol CO LTD, Chinese Acad Surveying & Mapping, Beijing, Peoples R China
[10] Chinese Acad Surveying & Mapping, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Soil salinization; 3-D feature space; Landsat images; spatial distribution; vegetation index; SOIL SALINIZATION; VEGETATION; SALINITY; ACCUMULATION; XINJIANG; NPP;
D O I
10.1080/19475705.2022.2156820
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Previous studies were mostly conducted based on two-dimensional feature space to monitor salinization, while studies on dense long-term salinization monitoring based on three-dimensional feature space have not been reported. Based on Landsat TM/ETM+/OLI images and three-dimensional feature space method, this study introduced six typical salinization surface parameters, including NDVI, salinity index, MSAVI, surface albedo, iron oxide index, wetness index to construct eight different feature space monitoring index. The optimal soil salinization monitoring index model was proposed base on field observed data and then the evolution process of salinization in Yellow River Delta (YRD) were analyzed and revealed during 1984-2022. The salinization monitoring index model of MSAVI-Albedo-I-Fe2O3 feature space had the highest accuracy with R-2 = 0.93 and RMSE = 0.678g/kg. The spatial distribution of salinization in YRD showed an increasing trend from inland southwest to coastal northeast and the salinization intensity showed an increasing trend during 1984-2022 due to the implements of agricultural measures such as planting salt-tolerant crops, microbial remediation and fertility improvement. The rate of salinization deterioration in the northeast part was greater than others. Zones of salinization improvement were mainly located in cultivated land of the southwest parts.
引用
收藏
页码:95 / 116
页数:22
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