A New Multiperiod Stage Definition for the Multistage Benders Decomposition Approach Applied to Hydrothermal Scheduling

被引:34
作者
dos Santos, Tiago Norbiato [1 ]
Diniz, Andre Luiz [2 ,3 ]
机构
[1] Univ Fed Rio de Janeiro, COPPE, BR-21945 Rio De Janeiro, Brazil
[2] CEPEL, Brazilian Elect Power Res Ctr, BR-20001 Rio De Janeiro, Brazil
[3] UERJ State Univ Rio de Janeiro, Rio De Janeiro, Brazil
关键词
Benders decomposition; dynamic programming; linear programming; power generation scheduling; UNIT COMMITMENT; STOCHASTIC OPTIMIZATION; HYDRO; GENERATION; SYSTEMS; MODEL; HEAD;
D O I
10.1109/TPWRS.2009.2023265
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Multistage Benders decomposition (MSBD), also known as dual dynamic programming, is a well-established technique to solve hydrothermal scheduling problems, especially for predominantly hydro systems. The MSBD methodology solves the problem by iterative forward and backward recursions, approximating the cost-to-go function for each stage by Benders cuts, as opposed to traditional dynamic programming approaches that discretize the state space at each time-step. The classical definition of the stages in the MSBD approach is to assign a stage for each time period. In this paper, we propose a new strategy to decompose the problem, where each stage comprises all variables and constraints of several time periods. Numerical results of the application of this strategy to the short-term hydrothermal scheduling problem confirm the advantages of this strategy in terms of CPU time, as compared to the classical stage definition approach. We show that there is an "optimal aggregation factor," which best balances the trade-off between solving a "larger number of shorter subproblems" and solving a "smaller number of larger subproblems." The primal and dual solutions related to different aggregation factors are also compared, and the stability of the results is confirmed. Extensions of the proposed strategy to stochastic problems are discussed.
引用
收藏
页码:1383 / 1392
页数:10
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