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A Cognitive Approach in Selection of Source for Water Treatment Plant based on Climatic Impact

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  • Animesh Debnath
  • Mrinmoy Majumder
  • Manish Pal

Abstract

The importance of finished water quality from water treatment plants (WTP) is manifold due to its direct impact on consumer health. It is observed from recent studies that change in climatic pattern can affect the concentration of various water quality parameters (WQP) at source itself and change in source water quality may adversely affect the efficiency of WTP also. In the present study Analytical Hierarchy Process (AHP) is utilized to prioritize WQP based on its vulnerability towards climate change. A feed-forward, fully-connected, three-layer neural network model is developed to compute the Vulnerability Index (VI) with the priority vectors of the WQP as determined by AHP approach. The model is utilized to predict the overall vulnerability of three different surface water sources namely river water, lake water and wetland water. The proposed AHP-Neural network model shows that River water is least affected due to climatic abnormalities with minimum VI value and may be considered as the best source water for WTP among the three considered alternatives. The sensitivity analysis of the new model is also carried out. Hence, this proposed model may become a reliable tool to the water supply engineers in the coming days of climate change. Copyright Springer Science+Business Media Dordrecht 2015

Suggested Citation

  • Animesh Debnath & Mrinmoy Majumder & Manish Pal, 2015. "A Cognitive Approach in Selection of Source for Water Treatment Plant based on Climatic Impact," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 29(6), pages 1907-1919, April.
    • Handle: RePEc:spr:waterr:v:29:y:2015:i:6:p:1907-1919
    DOI: 10.1007/s11269-015-0918-x
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    1. Rajeev Sahay & Ayush Srivastava, 2014. "Predicting Monsoon Floods in Rivers Embedding Wavelet Transform, Genetic Algorithm and Neural Network," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 28(2), pages 301-317, January.
    2. Raymond Kim & Daniel Loucks & Jery Stedinger, 2012. "Artificial Neural Network Models of Watershed Nutrient Loading," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 26(10), pages 2781-2797, August.
    3. Andrés Calizaya & Oliver Meixner & Lars Bengtsson & Ronny Berndtsson, 2010. "Multi-criteria Decision Analysis (MCDA) for Integrated Water Resources Management (IWRM) in the Lake Poopo Basin, Bolivia," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 24(10), pages 2267-2289, August.
    4. V. Chowdary & D. Chakraborthy & A. Jeyaram & Y. Murthy & J. Sharma & V. Dadhwal, 2013. "Multi-Criteria Decision Making Approach for Watershed Prioritization Using Analytic Hierarchy Process Technique and GIS," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 27(10), pages 3555-3571, August.
    5. Salvatore Campisi-Pinto & Jan Adamowski & Gideon Oron, 2012. "Forecasting Urban Water Demand Via Wavelet-Denoising and Neural Network Models. Case Study: City of Syracuse, Italy," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 26(12), pages 3539-3558, September.
    6. Komatsu, Eiji & Fukushima, Takehiko & Harasawa, Hideo, 2007. "A modeling approach to forecast the effect of long-term climate change on lake water quality," Ecological Modelling, Elsevier, vol. 209(2), pages 351-366.
    7. Afsaneh Afzali & Soheil Sabri & M. Rashid & Jamal Mohammad Vali Samani & Ahmad Ludin, 2014. "Inter-Municipal Landfill Site Selection Using Analytic Network Process," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 28(8), pages 2179-2194, June.
    8. Tarun Kumar & Amar Gautam & Tinu Kumar, 2014. "Appraising the accuracy of GIS-based Multi-criteria decision making technique for delineation of Groundwater potential zones," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 28(13), pages 4449-4466, October.
    9. Yoram Wind & Thomas L. Saaty, 1980. "Marketing Applications of the Analytic Hierarchy Process," Management Science, INFORMS, vol. 26(7), pages 641-658, July.
    10. Aliasghar Montazar & E. Zadbagher, 2010. "An Analytical Hierarchy Model for Assessing Global Water Productivity of Irrigation Networks in Iran," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 24(11), pages 2817-2832, September.
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    Cited by:

    1. Hye Lee & Eun Kim & Seok Park & Jung Choi, 2015. "Effects of Climate Change on the Movement of Turbidity Flow in a Stratified Reservoir," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 29(11), pages 4095-4110, September.
    2. Ran He & Zhen Tang & Zengchuan Dong & Shiyun Wang, 2020. "Performance Evaluation of Regional Water Environment Integrated Governance: Case Study from Henan Province, China," IJERPH, MDPI, vol. 17(7), pages 1-13, April.

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