世界科技研究与发展 ›› 2025, Vol. 47 ›› Issue (1): 60-81.doi: 10.16507/j.issn.1006-6055.2025.01.004 cstr: 32308.14.1006-6055.2025.01.004

• 盐碱地综合利用 • 上一篇    下一篇

基于遥感技术的盐渍土监测研究进展与展望

耿梦清1 唐夏雨1 李雪草1,2 温亚楠3 李保国1 刘涵4,5 黄健熙1,2 孔祥斌1 张超1 苗双喜1,2   

  1. 1.中国农业大学土地科学与技术学院;2.农业农村部农业灾害遥感重点实验室;3.中国地质大学信息工程学院;4.自然资源部国土整治中心;5.国务院国资委科技创新局
  • 出版日期:2025-03-06 发布日期:2025-03-06
  • 基金资助:
    国家自然科学基金“基于超分辨率卷积与图斑边缘优化的土地覆盖精细制图方法研究”(42301461),国家重点研发计划重点专项“大数据驱动的耕地质量演变预测模型和产量估测模型建立”(2023YFD1501305-1)

Research Progress and Prospect of Saline Soil Monitoring Based on Remote Sensing Technology

GENG Mengqing1 TANG Xiayu1 LI Xuecao1,2 WEN Ya'nan3 LI Baoguo1 LIU Han4,5 HUANG Jianxi1,2 KONG Xiangbin1 ZHANG Chao1 MIAO Shuangxi1,2   

  1. 1.School of Land Science and Technology,China Agricultural University; 2.Key Laboratory of Remote Sensing for Agri-Hazards,Ministry of Agriculture and Rural Affairs; 3.School of Information Engineering,China University of Geosciences; 4.Land Consolidation and Rehabilitation Center,Ministry of Natural Resources; 5. Science and Technology Innovation Bureau, State-owned Assets Supervision and Administration Commission of the State Council
  • Online:2025-03-06 Published:2025-03-06

摘要: 土壤盐渍化是制约农业生态和社会经济可持续发展的重要因素,目前已成为一个全球性环境问题。遥感技术作为探测和识别远距离目标的高新技术之一,具有综合、宏观、动态等特点,已在盐渍土分布、盐渍化程度和动态变化监测方面得到广泛应用。为准确、全面的认识和梳理遥感技术在盐渍土应用中的研究进展、局限性及未来发展趋势,以期更好地服务于盐渍土治理与开发利用、土地资源配置及社会经济发展等,本研究以盐渍土遥感监测与制图研究为主要脉络,系统阐述近年来国内外的研究进展,并从盐渍土监测的主要原理、遥感数据源、盐渍土信息提取方法、研究中存在的问题和研究热点等方面做了归纳与总结。在此基础上,本文指出结合多源遥感数据、大尺度样本库和野外调查数据,并采用机器学习模型和专家知识判断进行分区土壤盐分定量反演已成为研究的主要范式。未来,图像增强、多源异构数据融合、模型环境协变量改进等方法将是盐渍土遥感的重点发展方向。

关键词: 土壤盐渍化, 遥感, 动态监测, 信息提取

Abstract: Soil salinization is a critical factor restricting the sustainable development of agroecology and social economy,and has become a global environmental issue.As one of the advanced technologies for detecting and identifying distant targets,remote sensing technology has the characteristics of comprehensive,macroscopic,and dynamic,and has been widely applied in the monitoring of the distribution,salinization degree and dynamic change of saline soil.To accurately and comprehensively understand and summarize the research progress,limitations,and future development trends of remote sensing technology in the application of saline soil,and to better support the management and utilization of saline soils,land resource allocation,and socio-economic development,this study focuses on the research of remote sensing monitoring and mapping of saline soils.It systematically reviews the recent research progress at home and abroad,and summarizes the main principles of saline soil monitoring,remote sensing data sources,information extraction methods of saline soil,existing problems and research hotspots.On this basis,this paper points out that integrating multi-source remote sensing data,large-scale sample databases,and field survey data,combined with machine learning models and expert knowledge,has become the main paradigm for regionalized quantitative inversion of soil salinity.In the future,methods such as image enhancement,multi-source heterogeneous data fusion,and improvements to environmental covariates in models will be key development directions in remote sensing of saline soil.

Key words: Soil Salinization, Remote Sensing, Dynamic Monitoring, Information Extraction