IF 5.2 Q1 ENVIRONMENTAL SCIENCES
Xiaojing Bai , Donghai Zheng , Xiangzhuo Liu
{"title":"Mapping of anomalous C-band backscatter signals caused by subsurface scattering and their correlations with land surface characteristics over the Tibetan Plateau","authors":"Xiaojing Bai ,&nbsp;Donghai Zheng ,&nbsp;Xiangzhuo Liu","doi":"10.1016/j.srs.2025.100295","DOIUrl":null,"url":null,"abstract":"<div><div>Subsurface scattering is a rarely recognized phenomenon, which may cause abnormal backscatter (σ<sup>o</sup>) signal and deteriorate soil moisture (SM) retrieval. Although this phenomenon has been recently detected by Wagner et al. (2024a) over the global scale, the cold regions such as the Tibetan Plateau (TP) widely covered by frozen soil were excluded for analysis. This study aims to fill the research gap to detect and map the σ<sup>o</sup> anomalies and subsurface scattering on the TP, discuss their impacts on SM retrievals and explore their correlations with land surface characteristics in the warm seasons when surface soil is thawed. Pearson correlation coefficients (R) obtained between ASCAT or Sentinel-1A σ<sup>o</sup> observations and in-situ or ERA5-Land SM data at local scale show that anomalous C-band σ<sup>o</sup> signals are detected in the arid area of TP as indicated by negative R values. This directly leads to poorer performance of ASCAT SM retrievals over barren areas than over grasslands in the humid and semi-humid regions. By fitting two backscatter models without and with subsurface scattering term to above collocated σ<sup>o</sup> and SM data pairs, the detected anomalous σ<sup>o</sup> signals are found to be dominated by subsurface scattering. The results obtained with three indicators proposed to characterize the subsurface scattering further confirm above findings, which show that notable σ<sup>o</sup> anomalies and strong subsurface scattering are predominately detected in the western part of TP and Qaidam Basin. Along with the dryness of SM, high level of soil pH index and sparse vegetation cover especially bare land are important factors that favor their occurrences. Moreover, the maps of above indicators with certain thresholds show great potential for masking the regions with high probability of anomalous σ<sup>o</sup> signals caused by subsurface scattering and thus inaccurate ASCAT SM retrievals. These results demonstrate for the first time the potential of detecting σ<sup>o</sup> anomalies and subsurface scattering and alleviate their effects on SM retrievals in cold and arid regions.</div></div>","PeriodicalId":101147,"journal":{"name":"Science of Remote Sensing","volume":"12 ","pages":"Article 100295"},"PeriodicalIF":5.2000,"publicationDate":"2025-09-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Science of Remote Sensing","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2666017225001014","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENVIRONMENTAL SCIENCES","Score":null,"Total":0}
引用次数: 0

摘要

地下散射是一种很少被认识到的现象,它会引起后向散射(σo)信号异常,影响土壤水分的反演。尽管Wagner等人最近发现了这一现象。本研究旨在填补暖季表层土壤解冻时TP上σo异常和次地表散射的探测与制图研究空白,探讨其对SM反演的影响,并探讨其与地表特征的相关性。ASCAT或Sentinel-1A观测数据与局地观测数据(ERA5-Land)的Pearson相关系数(R)表明,青藏高原干旱区存在异常的c波段σ 0信号,R值为负值。这直接导致在湿润半湿润地区,ASCAT SM在贫瘠地区的反演效果比在草原上差。通过对上述配置的σ 0和SM数据对拟合不含和含次地表散射项的后向散射模型,发现探测到的σ 0异常信号以次地表散射为主。利用3个指标表征地下散射的结果进一步证实了上述发现,表明青藏高原西部和柴达木盆地主要存在显著的σo异常和强烈的地下散射。随着SM的干燥,高pH值的土壤和稀疏的植被覆盖特别是裸地是有利于其发生的重要因素。此外,上述指标具有一定阈值的图很有可能掩盖由地下散射引起的异常σo信号的高概率区域,从而导致ASCAT SM反演不准确。这些结果首次证明了在寒区和干旱区探测σo异常和地下散射的潜力,并缓解了它们对SM反演的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Mapping of anomalous C-band backscatter signals caused by subsurface scattering and their correlations with land surface characteristics over the Tibetan Plateau
Subsurface scattering is a rarely recognized phenomenon, which may cause abnormal backscatter (σo) signal and deteriorate soil moisture (SM) retrieval. Although this phenomenon has been recently detected by Wagner et al. (2024a) over the global scale, the cold regions such as the Tibetan Plateau (TP) widely covered by frozen soil were excluded for analysis. This study aims to fill the research gap to detect and map the σo anomalies and subsurface scattering on the TP, discuss their impacts on SM retrievals and explore their correlations with land surface characteristics in the warm seasons when surface soil is thawed. Pearson correlation coefficients (R) obtained between ASCAT or Sentinel-1A σo observations and in-situ or ERA5-Land SM data at local scale show that anomalous C-band σo signals are detected in the arid area of TP as indicated by negative R values. This directly leads to poorer performance of ASCAT SM retrievals over barren areas than over grasslands in the humid and semi-humid regions. By fitting two backscatter models without and with subsurface scattering term to above collocated σo and SM data pairs, the detected anomalous σo signals are found to be dominated by subsurface scattering. The results obtained with three indicators proposed to characterize the subsurface scattering further confirm above findings, which show that notable σo anomalies and strong subsurface scattering are predominately detected in the western part of TP and Qaidam Basin. Along with the dryness of SM, high level of soil pH index and sparse vegetation cover especially bare land are important factors that favor their occurrences. Moreover, the maps of above indicators with certain thresholds show great potential for masking the regions with high probability of anomalous σo signals caused by subsurface scattering and thus inaccurate ASCAT SM retrievals. These results demonstrate for the first time the potential of detecting σo anomalies and subsurface scattering and alleviate their effects on SM retrievals in cold and arid regions.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
12.20
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信