Groundwater sustainability assessment and desertification susceptibility mapping in semi arid Bangladesh using integrated remote sensing and logistic regression modeling

IF 5.7 3区 环境科学与生态学 Q1 WATER RESOURCES
Ragib Mahmood Shuvo, Radwan Rahman Chowdhury, Sanchoy Chakroborty, Anutosh Das, Abdulla Al Kafy, Hamad Ahmed Altuwaijri, Tekalign Ketema Bahiru
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Abstract

Groundwater depletion poses a serious threat to water security in arid regions worldwide, risking sustainable water resources and agricultural stability. This study examines groundwater dynamics and water resource sustainability in the arid Barind Tract of Northwest Bangladesh using integrated remote sensing techniques and logistic regression modeling. It employed three key indices to assess water resource vulnerability: Normalized Difference Vegetation Index, Topsoil Grain Size Index, and Aridity Index, integrating them through logistic regression to evaluate desertification susceptibility and water sustainability. The regression model boasts an ROC value of 96.22% and R2 of 0.3893, indicating good classification performance with acceptable class variance. Results show that 82.66% of the area faces significant water resource challenges, with 6.27% (103.26 km2) at very high risk, 10.80% (177.89 km2) at high risk, and 28.17% (464.05 km2) at moderate risk. The northern regions, especially Porsha, Gomastapur, and Nachole Upazillas, are the most vulnerable to water depletion. The study recommends sustainable water management strategies, including surface water use through floating pontoons and rubber dams, emphasizing the urgent need for integrated water resource management to ensure long-term water security. Additionally, the research analyzed soil-vegetation feedback using rain use efficiency and found a negative loop in highly desertification-prone areas like Porsha and Nachole, indicating the need for regulation-based cropping practices and improved water governance in zones at risk of desertification to reduce crop-water redundancy. This research offers valuable insights for water resource planning and management in arid regions, supporting sustainable water governance and locally-led adaptation strategies for water-stressed environments.

基于综合遥感和logistic回归模型的半干旱孟加拉国地下水可持续性评估和荒漠化易感性制图
地下水枯竭对全球干旱地区的水安全构成严重威胁,危及可持续水资源和农业稳定。本研究利用综合遥感技术和logistic回归模型研究了孟加拉国西北部干旱巴林德地区的地下水动态和水资源可持续性。采用归一化植被指数、表土粒度指数和干旱性指数3个关键指标对水资源脆弱性进行评价,通过logistic回归综合评价荒漠化易感性和水资源可持续性。回归模型的ROC值为96.22%,R2为0.3893,分类性能良好,类方差可接受。结果表明:82.66%的区域面临显著的水资源挑战,其中6.27% (103.26 km2)为极高风险区,10.80% (177.89 km2)为高风险区,28.17% (464.05 km2)为中等风险区。北部地区,特别是Porsha、Gomastapur和Nachole Upazillas,最容易缺水。该研究建议可持续的水管理战略,包括通过浮桥和橡胶坝利用地表水,强调迫切需要综合水资源管理,以确保长期的水安全。此外,该研究利用雨水利用效率分析了土壤-植被反馈,发现在Porsha和Nachole等高度荒漠化易发地区存在负循环,这表明有必要在荒漠化风险地区采取基于规则的种植方式和改善水治理,以减少作物-水冗余。这项研究为干旱地区的水资源规划和管理提供了有价值的见解,支持可持续的水治理和地方主导的水资源紧张环境适应战略。
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来源期刊
Applied Water Science
Applied Water Science WATER RESOURCES-
CiteScore
9.90
自引率
3.60%
发文量
268
审稿时长
13 weeks
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