4.6 Article

A hybrid MILP and IPM approach for dynamic economic dispatch with valve-point effects

出版社

ELSEVIER SCI LTD
DOI: 10.1016/j.ijepes.2017.11.004

关键词

Dynamic economic dispatch; Valve-point effects; Non-linear programming; Interior point method; Mixed-integer linear programming

资金

  1. Natural Science Foundation of China [11771383, 51407037, 51767003]
  2. Natural Science Foundation of Guangxi [2016GXNSFDA380019, 2014GXNSFFA118001]
  3. Open Project of Guangxi Colleges and Universities Key Laboratory of Complex System Optimization and Big Data Processing [2016CSOBDP0205]

向作者/读者索取更多资源

Dynamic economic dispatch with valve-point effects (DED-VPE) is a non-convex and non-differentiable optimization problem that is difficult to solve efficiently. In this paper, a hybrid approach combining mixed-integer linear programming (MILP) and the interior point method (IPM), abbreviated as MILP-IPM, is proposed to solve a DED-VPE problem in which complicated transmission loss is also included. Due to the non-differentiable nature of the DED-VPE problem, the classical derivative-based optimization methods can no longer be used. With the help of model reformulation, a differentiable non-linear programming (NLP) formulation that can be directly solved using the IPM is derived. However, if the DED-VPE problem is solved using the IPM in a single step, the optimization can easily become trapped in a poor local optimum due to its non-convex nature and multiple local minima. To obtain a better solution, an MILP method is required to solve the DED-VPE problem without transmission loss, yielding a good initial point for the IPM to improve the quality of the solution. Simulation results demonstrate the validity and effectiveness of the proposed MILP-IPM approach for solving the DED-VPE problem.

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