Comparative analysis of GIS and RS based models for delineation of groundwater potential zone mapping
文献类型：期刊论文
| 作者 | Islam, Fakhrul; Tariq, Aqil; Guluzade, Rufat; Zhao, Na; Shah, Safeer Ullah; Ullah, Matee; Hussain, Mian Luqman; Ahmad, Muhammad Nasar; Alasmari, Abdulrahman; Alzuaibr, Fahad M. |
| 刊名 | GEOMATICS NATURAL HAZARDS & RISK
 |
| 出版日期 | 2023-12-31 |
| 卷号 | 14期号:1页码:2216852 |
| ISSN号 | 1947-5713 |
| 关键词 | Ground water potential zones GIS RS FR AUC |
| DOI | 10.1080/19475705.2023.2216852 |
| 产权排序 | 4 |
| 文献子类 | Article |
| 英文摘要 | Groundwater is a crucial natural resource that varies in quality and quantity across Khyber Pakhtunkhwa (KPK), Pakistan. Increased population and urbanization place enormous demands on groundwater supplies, reducing both their quality and quantity. This research aimed to delineate the groundwater potential zone in the Kohat region, Pakistan by integrating twelve thematic layers. In the current research, Groundwater Potential Zone (GWPZ) were created by implementing Weight of Evidence (WOE), Frequency Ratio (FR), and Information Value (IV) models of the Kohat region. In this study, we used Sentinel-2 satellite data were utilized to generate an inventory map of groundwater using machine learning algorithms in Google Earth Engine (GEE). Furthermore, the validation was done with a field survey and ground data. The inventory data was divided into training (80%) and testing (20%) datasets. The WOE, FR, and IV models are applied to assess the relationship between inventory data and groundwater factors to generate the GWPZ of the Kohat region. Finally, the current research results of Area Under Curve (AUC) technique for WOE, FR, and IV models were 88%, 91%, and 89%. The final GWPZ can aid in better future planning for groundwater exploration, management, and supply of water in the Kohat region. |
| 学科主题 | Geology ; Meteorology & Atmospheric Sciences ; Water Resources |
| WOS关键词 | GEOGRAPHICAL INFORMATION-SYSTEM ; WEIGHTS-OF-EVIDENCE ; LOGISTIC-REGRESSION ; BASIN ; VULNERABILITY ; AQUIFER ; REGION ; AREA |
| WOS研究方向 | Geology ; Meteorology & Atmospheric Sciences ; Water Resources |
| 出版者 | TAYLOR & FRANCIS LTD |
| 源URL | [http://ir.igsnrr.ac.cn/handle/311030/193750]  |
| 专题 | 资源与环境信息系统国家重点实验室_外文论文 |
| 作者单位 | 1.Mississippi State University 2.Wuhan University 3.Hohai University 4.Chinese Academy of Sciences 5.Institute of Geographic Sciences & Natural Resources Research, CAS 6.University of Vienna 7.University of Peshawar 8.University of Tabuk 9.Taif University 10.University of West Scotland |
| 推荐引用方式 GB/T 7714 | Islam, Fakhrul,Tariq, Aqil,Guluzade, Rufat,et al. Comparative analysis of GIS and RS based models for delineation of groundwater potential zone mapping[J]. GEOMATICS NATURAL HAZARDS & RISK,2023,14(1):2216852. |
| APA | Islam, Fakhrul.,Tariq, Aqil.,Guluzade, Rufat.,Zhao, Na.,Shah, Safeer Ullah.,...&Aslam, Muhammad.(2023).Comparative analysis of GIS and RS based models for delineation of groundwater potential zone mapping.GEOMATICS NATURAL HAZARDS & RISK,14(1),2216852. |
| MLA | Islam, Fakhrul,et al."Comparative analysis of GIS and RS based models for delineation of groundwater potential zone mapping".GEOMATICS NATURAL HAZARDS & RISK 14.1(2023):2216852. |
入库方式： OAI收割
来源：地理科学与资源研究所
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