Developing a conjunctive use optimization model for allocating surface and subsurface water in an off-stream artificial lake system

Chen Che Pan, Yu Wen Chen*, Liang-Jeng Chang, Chun Wei Huang

*Corresponding author for this work

Research output: Contribution to journalArticle

4 Scopus citations

Abstract

This work develops a rule curve-based conjunctive use management model for optimizing the operating rules for a lake-groundwater system with off-stream storage lakes. The proposed procedure is a simulation-optimization approach that embeds an Artificial Neural Network (ANN) instead of a groundwater numerical model into a genetic algorithm (GA). The direct physical exchange between lake water with groundwater is simulated using the ANN model, which is a reduced version of a full numerical model, MODFLOW with an LAK3 module. By applying the ANN model, the proposed procedure can reduce the computational burden that is induced by the nonlinear exchange. An operating rule-based optimal conjunctive use management model for the Gaopin Artificial lakes system in Taiwan was thus developed using the proposed framework. A set of optimal solutions involves rule curves and a discount ratio. Simulation results demonstrate that the embedded ANN model can accurately simulate the nonlinear exchange of a lake with groundwater. The embedded ANN model is less computationally complex than the numerical model. This work demonstrates a methodology for reducing the computational burden of the optimal conjunctive use management model that is associated with an internal nonlinear system by using the ANN reduced model. Specifically, the concept of, and results obtained using the developed operating rule-based model incorporating five artificial lakes and considering the nonlinear exchange of those lakes with the groundwater system provides a valuable practical reference for solving related conjunctive use problems.

Original languageEnglish
Article number315
JournalWater (Switzerland)
Volume8
Issue number8
DOIs
StatePublished - 26 Jul 2016

Keywords

  • Artificial neural network
  • Conjunctive use optimization model
  • Genetic algorithm
  • MODFLOW and LAK3 module
  • Off-stream artificial lake

Fingerprint Dive into the research topics of 'Developing a conjunctive use optimization model for allocating surface and subsurface water in an off-stream artificial lake system'. Together they form a unique fingerprint.

  • Cite this