湄公河三角洲电导率与光谱盐度指数的空间关系探讨

IF 0.4 4区 环境科学与生态学 Q4 ENVIRONMENTAL SCIENCES Journal of Environmental Science and Management Pub Date : 2020-06-30 DOI:10.47125/jesam/2020_1/05
T. Tran, D. Tran, Hoa Pham, Tuan Truong, H. Trinh, Dung Nguyen, Binh Nguyen, H. Nguyen
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引用次数: 2

摘要

盐碱化和干旱的负面影响是一个严重的问题,给三角洲和沿海低地的农业带来了挑战。本研究旨在利用地理加权回归(GWR)研究湄公河三角洲遥感数据得出的现场测量电导率(EC)和光谱盐度指数之间的空间关系。陆地卫星8号操作陆地图像(OLI)的广泛产品,包括单波段、波段比率、植被指数(NDVI和EVI)、强度指数(INT)和亮度指数(BI),被用于计算盐度指数。克里格插值和共克里格插值技术用于估计现场测量EC的空间模式。此外,在应用GWR来探索指标之间的空间相关性之前,还使用普通最小二乘回归来表征单波段与EC测量之间的关系。EC值从内陆地区向沿海地区逐渐增加。EC测量值与光谱盐度指数之间存在显著关系,EVI中的相关系数最高,p值小于0.05(r2=0.736)。本研究表明,GWR与分析研究区域内上述变量之间的空间相关性密切相关。此外,它还表明,光谱盐度指数可以作为监测沿海地区盐水入侵的EC测量的替代选择。
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Exploring Spatial Relationship Between Electrical Conductivity and Spectral Salinity Indices in the Mekong Delta
The negative impact of salinization concurrent with drought is a severe problem that creates challenges for agriculture in deltas and coastal lowlands. This study aims to investigate the spatial relationship among the field measured electrical conductivity (EC) and spectral salinity indices derived from Remote sensed data in the Mekong Delta using Geographically Weighted Regression (GWR). A wide range of Landsat 8 Operational Land Images (OLI) products, including single bands, band ratios, vegetation indices (NDVI and EVI), intensity indices (INT), and brightness indices (BI) were employed for computing salinity indices. The Kriging and Co-kriging interpolation techniques were used to estimate the spatial pattern of the field measured EC. Additionally, the Ordinary Least Square (OLS) regression were employed to characterize the relationship between single bands and EC measurement before applying the GWR for exploring the spatial correlation among the indices. There was a gradually increased of EC value from inland to coastal area. A significant relationship between EC measurement and spectral salinity indices and the highest correlation coefficient with p value less than 0.05 was found in EVI (r2 = 0.736). This study demonstrated that the GWR is germane to analyse the spatial correlation among the mentioned variables in the study area. Moreover, it also revealed that spectral salinity indices could be an alternative option for EC measurement in monitoring salt water intrusion at coastal areas.
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来源期刊
CiteScore
0.90
自引率
0.00%
发文量
10
审稿时长
2 months
期刊介绍: The Journal of Environmental Science and Management (JESAM) is an international scientific journal produced semi-annually by the University of the Philippines Los Baños (UPLB). JESAM gives particular premium to manuscript submissions that employ integrated methods resulting to analyses that provide new insights in environmental science, particularly in the areas of: environmental planning and management; protected areas development, planning, and management; community-based resources management; environmental chemistry and toxicology; environmental restoration; social theory and environment; and environmental security and management.
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