Study on potential groundwater yield zone in sandstone aquifer based on a dual dynamic variable weight model: A case study in Shuangma Coal Mine of Ordos Basin

被引:4
作者
Li, Yongjie [1 ,2 ]
Yin, Huiyong [1 ,2 ,4 ]
Dong, Fangying [1 ,2 ]
Cheng, Wenju [1 ,2 ]
Zhou, Wei [1 ,2 ]
Feng, Qingfu [1 ,2 ]
Xie, Daolei [1 ,2 ]
Wang, Jicheng [3 ]
机构
[1] Shandong Univ Sci & Technol, Coll Earth Sci & Engn, Qingdao 266590, Shandong, Peoples R China
[2] Shandong Univ Sci & Technol, Shandong Prov Key Lab Deposit Mineralizat & Sedim, Qingdao 266590, Shandong, Peoples R China
[3] Guoneng Grp, Ningxia Coal Energy Engn Environm Safety Branch, Yinchuan 750002, Ningxia, Peoples R China
[4] 579 Qianwangang Rd, Qingdao 266590, Shandong, Peoples R China
关键词
Groundwater potential; Parameter entanglement; Hierarchical variable weight model; Jurassic sandstone aquifer; China; WATER; GIS; DENSITY; HAZARD; TIME; AREA;
D O I
10.1016/j.ecolind.2023.111059
中图分类号
X176 [生物多样性保护];
学科分类号
090705 ;
摘要
Accurate and effective assessment of groundwater potential in aquifers hundreds of meters deep remains a major challenge in mining and environmental protection. We analyzed the interaction mechanism of hydrogeological parameters, quantified it and incorporated it into the variable weight model (VWM) for secondary optimization, and constructed a dual dynamic variable weight model (PE-HVWM) that varies with multi-parameter entanglement and single-parameter state values to characterize the groundwater potential. Then, the pumping test data measured at the mining site were used to compare and analyze the results of different model predictions, and the optimized model was validated and tested using the Receiver Operating Curve (ROC) method and sensitivity analysis, which showed that the PE-HVWM method has a fairly high accuracy in groundwater potential prediction (AUC = 0.874). The PE-HVWM model can visualize the intrinsic correlation between hydrogeological parameters, and can respond sensitively to sudden changes in the state value of a hydrogeological parameter in the aquifer, and output groundwater potential results that are more in line with the actual situation after self-balancing by linking other parameters.
引用
收藏
页数:17
相关论文
共 70 条
[1]   Assessing the accuracy of GIS-based elementary multi criteria decision analysis as a spatial prediction tool - A case of predicting potential zones of sustainable groundwater resources [J].
Adiat, K. A. N. ;
Nawawi, M. N. M. ;
Abdullah, K. .
JOURNAL OF HYDROLOGY, 2012, 440 :75-89
[2]   Machine learning based downscaling of GRACE-estimated groundwater in Central Valley, California [J].
Agarwal, Vibhor ;
Akyilmaz, Orhan ;
Shum, C. K. ;
Feng, Wei ;
Yang, Ting-Yi ;
Forootan, Ehsan ;
Syed, Tajdarul Hassan ;
Haritashya, Umesh K. ;
Uz, Metehan .
SCIENCE OF THE TOTAL ENVIRONMENT, 2023, 865
[3]   Predicting Shallow Groundwater Tables for Sloping Highland Aquifers [J].
Alemie, Tilashwork C. ;
Tilahun, Seifu A. ;
Ochoa-Tocachi, Boris F. ;
Schmitter, Petra ;
Buytaert, Wouter ;
Parlange, J-Yves ;
Steenhuis, Tammo S. .
WATER RESOURCES RESEARCH, 2019, 55 (12) :11088-11100
[4]   Groundwater vulnerability and contamination risk mapping of semi-arid Totko river basin, India using GIS-based DRASTIC model and AHP techniques [J].
Bera, Amit ;
Mukhopadhyay, Bhabani Prasad ;
Das, Shubhamita .
CHEMOSPHERE, 2022, 307
[5]  
Boulton N.S., 1973, J. Hydrol., V19, P157, DOI [DOI 10.1016/0022-1694(73)90077-2, 10.1016/0022-1694(73)90077-2]
[6]   EVALUATION OF WATER HAZARD IN HARD COAL MINES IN CHANGING CONDITIONS OF FUNCTIONING OF MINING INDUSTRY IN UPPER SILESIAN COAL BASIN - USCB (POLAND) [J].
Bukowski, Przemyslaw .
ARCHIVES OF MINING SCIENCES, 2015, 60 (02) :455-475
[7]   The average receiver operating characteristic curve in multireader multicase imaging studies [J].
Chen, W. ;
Samuelson, F. W. .
BRITISH JOURNAL OF RADIOLOGY, 2014, 87 (1040)
[8]  
Chomba C., 2022, Journal of Human, Earth, and Future, V3, P237, DOI [10.28991/HEF-2022-03-02-09, DOI 10.28991/HEF-2022-03-02-09]
[9]   Multi-fractal conditional simulation of fault populations in coal seams using analogues: Method and application [J].
Dimitrakopoulos, Roussos ;
Scott, Justin ;
Li, Shuxing .
INTERNATIONAL JOURNAL OF MINING RECLAMATION AND ENVIRONMENT, 2019, 33 (05) :340-352
[10]   Study on water inrush pattern of Ordovician limestone in North China Coalfield based on hydrochemical characteristics and evolution processes: A case study in Binhu and Wangchao Coal Mine of Shandong Province, China [J].
Dong, Fangying ;
Yin, Huiyong ;
Cheng, Wenju ;
Li, Yongjie ;
Qiu, Mei ;
Zhang, Chengwei ;
Tang, Ruqian ;
Xu, Guoliang ;
Zhang, Lifeng .
JOURNAL OF CLEANER PRODUCTION, 2022, 380