Application of fuzzy C-means clustering and fuzzy EDAS to assess groundwater irrigation suitability and prioritization for agricultural development in a complex hydrogeological basin

被引:6
作者
Halder, Sudipa [1 ,2 ]
Bhattacharya, Shuvoshri [3 ]
Roy, Malabika Biswas [4 ]
Roy, Pankaj Kumar [1 ]
机构
[1] Jadavpur Univ, Sch Water Resources Engn, Kolkata, W Bengal, India
[2] Univ Manchester, Dept Mech Aerosp & Civil Engn, Manchester, England
[3] Govt West Bengal, Panchayat & Rural Dev Dept, ISGP Program 2, Kolkata, India
[4] Womens Coll, Dept Geog, Kolkata, W Bengal, India
关键词
Hydro-geochemical analysis; Fuzzy C-means clustering; Fuzzy EDAS; Geographical information system (GIS); Piper diagram; Shilabati river basin; WATER-QUALITY; NEURO-FUZZY; WEST-BENGAL; BANKURA DISTRICT; CLASSIFICATION; GIS; IDENTIFICATION; CONSUMPTION; DRINKING; FLUORIDE;
D O I
10.1007/s11356-023-26394-7
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The current research is focused on detecting a river basin suitable for agriculture and priority for management using a new clustering tool of groundwater quality with fuzzy logic technique in R and Geographical Information System. A new fuzzy clustering-soft computing technique has been executed to determine the different hydrochemical zones considering 13 essential parameters such as electrical conductivity, hardness, chloride, sodium adsorption ratio, residual sodium carbon-ate, soluble sodium percent, magnesium hazard, permeability index, potential salinity, residual sodium bicarbonate, Kelly's ratio, synthetic harmful coefficient, and exchangeable sodium percentage. The derived fuzzy C-mean clustering (FCM) outperformed other available hard computing techniques like hierarchical clustering, K-means clustering, and agglomerative clustering. It divided the sampling sites into 2 clustering groups (FCM I and FCM II) which has been validated using fuzzy silhouette index (0.85), the partition coefficient (0.76), the partial entropy (0.68), and the modified partition coefficient (0.52). The hydrogeochemical analysis confirmed that the rock-water interaction, chemical weathering, and ion exchange process are predominant in the aquifer system of the study area. According to the correlation plots, the studied groundwater samples largely evolved from Ca2+ - HCO3-, mixed Ca2+ - Mg2+ - Cl- types, and HCO3- -Ca2+ types. The spatial distribution map and the hydrochemical analysis also gives a clear depiction of the fluoride (> 1.0 mg/l) and high iron (> 0.3 mg/l) contamination in groundwater quality, making it unsuitable for both drinking and irrigation. A fuzzy EDAS priority map has been prepared based on all the irrigation suitability parameters which concludes that the groundwater at the upstream and downstream section of the basin requires the most attention. Based on the highest priority for management, five zones have been delineated: very high (5.98%), high (22.31%), medium (16.39%), low (32.30%), and very low (23.02). The find-ings of this study will be beneficial to planners and policymakers as they can develop schemes to solve similar problems across the country.
引用
收藏
页码:57529 / 57557
页数:29
相关论文
共 109 条
[1]  
Acharya T., 2013, EARTH RESOUR, V1, P54, DOI DOI 10.12966/ER.07.03.2013
[2]   Evaluation of non-carcinogenic causing health risks (NCHR) associated with exposure of fluoride and nitrate contaminated groundwater from a semi-arid region of south India [J].
Adimalla, Narsimha ;
Qian, Hui .
ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH, 2023, 30 (34) :81370-81385
[3]   Hydrogeochemical investigation of groundwater quality in the hard rock terrain of South India using Geographic Information System (GIS) and groundwater quality index (GWQI) techniques [J].
Adimalla, Narsimha ;
Taloor, Ajay Kumar .
GROUNDWATER FOR SUSTAINABLE DEVELOPMENT, 2020, 10
[4]  
Aeschbach-Hertig W, 2012, NAT GEOSCI, V5, P853, DOI [10.1038/ngeo1617, 10.1038/NGEO1617]
[5]   Groundwater resources assessment in the Densu Basin: A review [J].
Akurugu, Bismark Awinbire ;
Obuobie, Emmanuel ;
Yidana, Sandow Mark ;
Stisen, Simon ;
Seidenfaden, Ida Karlsson ;
Chegbeleh, Larry Pax .
JOURNAL OF HYDROLOGY-REGIONAL STUDIES, 2022, 40
[6]  
Anand B, 2020, INDIAN J GEO-MAR SCI, V49, P419
[7]  
[Anonymous], 2005, STANDARD METHODS EXA, V21st
[8]   Fluoride-contaminated groundwater of Birbhum district, West Bengal, India: Interpretation of drinking and irrigation suitability and major geochemical processes using principal component analysis [J].
Batabyal, Asit Kumar ;
Gupta, Srimanta .
ENVIRONMENTAL MONITORING AND ASSESSMENT, 2017, 189 (08)
[9]  
Beqiraj A., 2011, STUDIA UBB GEOLOGIA, V56, P25, DOI [10.5038/1937-8602.56.2.3, DOI 10.5038/1937-8602.56.2.3]
[10]  
Bera B, 2021, Environmental Challenges, V5, P100310, DOI [10.1016/j.envc.2021.100310, 10.1016/j.envc.2021.100310, DOI 10.1016/J.ENVC.2021.100310]