Simultaneous retrieval of soil moisture and salinity in arid and semiarid regions using Sentinel-1 data and a revised dielectric model for salty soil

IF 5.9 1区 农林科学 Q1 AGRONOMY
Leilei Dong , Weizhen Wang , Tao Che , Yuhao Wang , Xin Huang , Shengyin Zhang , Feinan Xu , Jiaojiao Feng
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Abstract

Soil moisture and salinity (SMS) are two critical factors in crop growth, and monitoring their dynamic has important scientific value and social benefits for preventing land degradation and improving land productivity. However, the current methodology treats soil moisture and salinity as two independent variables to be estimated separately, completely ignoring their joint influence on the microwave signal. In this paper, the Jingdian irrigated region, which is located in northwestern China, is selected as an example, the contents of soil volumetric water and soil salt are measured separately for different seasons in the research area, and they are also retrieved simultaneously by combining Sentinel-1 data and a revised dielectric model of salty soil. The results demonstrate that the Sentinel-1 data can achieve satisfactory results in the simultaneous retrieval of SMS, with R2 values higher than 0.53. The RMSE values in the upward track are less than 0.042 m3/m3 and 3.132 mS/cm, respectively, which are smaller than in the downward track, with the RMSE values less than 0.051 m3/m3 and 3.84 mS/cm, respectively. The average value of soil moisture content in winter is 0.17 m3/m3, which is higher than in spring, with a value of 0.21 m3/m3. The soil salt content increases gradually over the study period, with average values of 1.88 mS/cm in spring and 3.58 mS/cm in winter, respectively. In addition, vegetation, surface roughness, precipitation, and agricultural activities are the main factors affecting the simultaneous retrieval of SMS.
土壤水分和盐分(SMS)是影响作物生长的两个关键因素,对它们的动态监测对于防止土地退化和提高土地生产力具有重要的科学价值和社会效益。然而,目前的方法将土壤水分和盐分作为两个独立变量分别估算,完全忽略了它们对微波信号的共同影响。本文选取位于中国西北部的景电灌区为例,分别测量了研究区不同季节的土壤容积水含量和土壤盐分含量,并结合哨兵-1 数据和修订的盐渍土介电模型对二者进行了同步检索。结果表明,哨兵 1 号数据在同步检索 SMS 方面取得了令人满意的结果,R2 值高于 0.53。上行轨道的 RMSE 值分别小于 0.042 m3/m3 和 3.132 mS/cm,小于下行轨道的 RMSE 值(分别小于 0.051 m3/m3 和 3.84 mS/cm)。冬季土壤含水量平均值为 0.17 m3/m3,高于春季的 0.21 m3/m3。土壤含盐量在研究期间逐渐增加,春季和冬季的平均值分别为 1.88 mS/cm 和 3.58 mS/cm。此外,植被、地表粗糙度、降水和农业活动也是影响同步检索 SMS 的主要因素。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Agricultural Water Management
Agricultural Water Management 农林科学-农艺学
CiteScore
12.10
自引率
14.90%
发文量
648
审稿时长
4.9 months
期刊介绍: Agricultural Water Management publishes papers of international significance relating to the science, economics, and policy of agricultural water management. In all cases, manuscripts must address implications and provide insight regarding agricultural water management.
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