Title :
Dynamic water resources planning with locational release and annual consumption constraints
Author :
Zhao, Yanjia ; Chen, Xi ; Jia, Qing-Shan ; Guan, Xiaohong ; Wang, Hao
Author_Institution :
Dept. of Autom., Tsinghua Univ., Beijing, China
Abstract :
Water resources planning is very important for water resource management and electric energy production. The problem is challenging in view of the stochastic system dynamics, nonlinear rewards, coupled hydraulic constraints, and large problem size. Existing methods based on discretization are facing the dilemma of solution accuracy and computational efforts. This paper formulates the dynamic water resources planning problem with locational release and annual consumption constraints as a finite-horizon Markov decision process (MDP) with continuous variables, and develops a sensitivity-based approach to optimize the policies. Numerical results based on a practical system on Yellow River in north China demonstrate the effectiveness of the formulation and the efficiency of the new algorithm.
Keywords :
Markov processes; nonlinear control systems; stochastic systems; water resources; MDP; annual consumption constraint; coupled hydraulic constraint; dynamic water resources planning; electric energy production; finite-horizon Markov decision process; locational release; nonlinear rewards; sensitivity-based approach; stochastic system dynamics; water resource management; Approximation methods; Markov processes; Optimization; Planning; Reservoirs; Sensitivity;
Conference_Titel :
Decision and Control (CDC), 2010 49th IEEE Conference on
Conference_Location :
Atlanta, GA
Print_ISBN :
978-1-4244-7745-6
DOI :
10.1109/CDC.2010.5717140