Optimal groundwater management in deltaic regions using simulated annealing and neural networks

被引:48
|
作者
Rao, SVN [1 ]
Thandaveswara, BS
Bhallamudi, SM
Srivivasulu, V
机构
[1] Natl Inst Hydrol, Kakinada, AP, India
[2] Indian Inst Technol, Madras 600036, Tamil Nadu, India
关键词
artificial neural network; combinatorial; sharp interface model; simulated annealing;
D O I
10.1023/B:WARM.0000004921.74256.a9
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
This study deals with the optimal management of groundwater in deltaic aquifer systems with some reference to east coastal hydro-geo-climatic conditions of India. A system of cooperative wells is proposed to supplement surface water sources to meet the demand during the non-monsoon season, without inducing excessive saltwater intrusion. The management models are solved as nonlinear, non-convex, combinatorial problems. The management models are solved by interfacing simulated annealing (SA) algorithm with an existing SHARP interface flow model to determine an optimal policy for location and pumpages of cooperative wells. Computational burden arising from SA algorithm is managed within practical timeframes by replacing the simulator with an artificial neural network (ANN).
引用
收藏
页码:409 / 428
页数:20
相关论文
共 50 条
  • [21] Area Optimal Polygonization Using Simulated Annealing
    Goren N.
    Fogel E.
    Halperin D.
    ACM Journal of Experimental Algorithmics, 2022, 27 (02):
  • [22] Optimal blank nesting using simulated annealing
    Jain, P.
    Fenyes, P.
    Richter, R.
    Journal of Mechanical Design - Transactions of the ASME, 1992, 114 (01): : 160 - 165
  • [23] OPTIMAL BLANK NESTING USING SIMULATED ANNEALING
    JAIN, P
    FENYES, P
    RICHTER, R
    JOURNAL OF MECHANICAL DESIGN, 1992, 114 (01) : 160 - 165
  • [24] COMPUTING OPTIMAL TRIANGULATIONS USING SIMULATED ANNEALING
    SCHUMAKER, LL
    COMPUTER AIDED GEOMETRIC DESIGN, 1993, 10 (3-4) : 329 - 345
  • [25] OPTIMAL GROUNDWATER-MANAGEMENT .2. APPLICATION OF SIMULATED ANNEALING TO A FIELD-SCALE CONTAMINATION SITE
    MARRYOTT, RA
    DOUGHERTY, DE
    STOLLAR, RL
    WATER RESOURCES RESEARCH, 1993, 29 (04) : 847 - 860
  • [26] DESIGN OF OPTIMAL PUMP-AND-TREAT STRATEGIES FOR CONTAMINATED GROUNDWATER REMEDIATION USING THE SIMULATED ANNEALING ALGORITHM
    KUO, CH
    MICHEL, AN
    GRAY, WG
    ADVANCES IN WATER RESOURCES, 1992, 15 (02) : 95 - 105
  • [27] Using genetic algorithm based simulated annealing penalty function to solve groundwater management model
    Jianfeng Wu
    Xueyu Zhu
    Jianli Liu
    Science in China Series E: Technological Sciences, 1999, 42 : 521 - 529
  • [28] Using genetic algorithm based simulated annealing penalty function to solve groundwater management model
    Wu, JF
    Zhu, XY
    Liu, JL
    SCIENCE IN CHINA SERIES E-TECHNOLOGICAL SCIENCES, 1999, 42 (05): : 521 - 529
  • [29] Using genetic algorithm based simulated annealing penalty function to solve groundwater management model
    吴剑锋
    朱学愚
    刘建立
    Science in China(Series E:Technological Sciences), 1999, (05) : 521 - 529
  • [30] Optimal planning of radial distribution networks by simulated annealing technique
    Nahman, Jovan M.
    Peric, Dragoslav M.
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2008, 23 (02) : 790 - 795