Solution for short-term hydrothermal scheduling with a logarithmic size mixed-integer linear programming formulation

被引:18
|
作者
Jian, Jinbao [1 ,2 ]
Pan, Shanshan [1 ]
Yang, Linfeng [3 ]
机构
[1] Guangxi Univ, Coll Elect Engn, Nanning 530004, Peoples R China
[2] Guangxi Univ Nationalities, Coll Sci, Nanning 530006, Peoples R China
[3] Guangxi Univ, Coll Comp Elect & Informat, Nanning 530004, Peoples R China
基金
中国国家自然科学基金;
关键词
Short-term hydrothermal scheduling; Piecewise linearize; Logarithmic size; Mixed-integer linear programming; Non-linear programming; CHAOTIC DIFFERENTIAL EVOLUTION; CODED GENETIC ALGORITHM; SEARCH ALGORITHM; UNIT COMMITMENT; ECONOMIC-DISPATCH; OPTIMIZATION; COORDINATION; MILP; IMPLEMENTATION; HYBRID;
D O I
10.1016/j.energy.2019.01.038
中图分类号
O414.1 [热力学];
学科分类号
摘要
Short-term hydrothermal scheduling issue is usually hard to tackle on account of its highly non-convex and non-differentiable characteristics. A popular strategy for handling these difficulties is to reformulate the issue by various linearization techniques. However, in this process, a fairly large number of continuous/binary variables and constraints will be introduced, which may result in a heavy computational burden. In this study, a logarithmic size mixed-integer linear programming formulation is presented for this issue, that is, only a logarithmic size of binary variables and constraints will be required to piecewise linearize the nonlinear functions. Based on such a formulation, a global optimum is therefore can be solved efficiently. To remove the linearization errors and cope with the network loss, a derivable nonlinear programming formulation is derived. By optimizing this formulation via the powerful interior point method, where the previous global solution of mixed-integer linear programming formulation is used as the starting point, a promising feasible solution is consequently attained. Numerical results show that the presented logarithmic size mixed-integer linear programming formulation is more efficient than the generalized one and when it is incorporated into the solution procedure, the proposed methodology is competitive with currently state-of-the-art approaches. (C) 2019 Elsevier Ltd. All rights reserved.
引用
收藏
页码:770 / 784
页数:15
相关论文
共 50 条