A hybrid MILP and IPM approach for dynamic economic dispatch with valve-point effects. (April 2018)
- Record Type:
- Journal Article
- Title:
- A hybrid MILP and IPM approach for dynamic economic dispatch with valve-point effects. (April 2018)
- Main Title:
- A hybrid MILP and IPM approach for dynamic economic dispatch with valve-point effects
- Authors:
- Pan, Shanshan
Jian, Jinbao
Yang, Linfeng - Abstract:
- Highlights: A mixed-integer linear programming model is constructed for DED-VPE without loss. A differentiable non-linear programming formulation for DED-VPE is derived. A deterministic MILP-IPM approach that is easy to implement is developed. The effectiveness of MILP-IPM is demonstrated for 5-, 10-, and 54-unit systems. Abstract: 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-IPMHighlights: A mixed-integer linear programming model is constructed for DED-VPE without loss. A differentiable non-linear programming formulation for DED-VPE is derived. A deterministic MILP-IPM approach that is easy to implement is developed. The effectiveness of MILP-IPM is demonstrated for 5-, 10-, and 54-unit systems. Abstract: 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. … (more)
- Is Part Of:
- International journal of electrical power & energy systems. Volume 97(2018)
- Journal:
- International journal of electrical power & energy systems
- Issue:
- Volume 97(2018)
- Issue Display:
- Volume 97, Issue 2018 (2018)
- Year:
- 2018
- Volume:
- 97
- Issue:
- 2018
- Issue Sort Value:
- 2018-0097-2018-0000
- Page Start:
- 290
- Page End:
- 298
- Publication Date:
- 2018-04
- Subjects:
- Dynamic economic dispatch -- Valve-point effects -- Non-linear programming -- Interior point method -- Mixed-integer linear programming
Electrical engineering -- Periodicals
Electric power systems -- Periodicals
Électrotechnique -- Périodiques
Réseaux électriques (Énergie) -- Périodiques
Electric power systems
Electrical engineering
Periodicals
621.3 - Journal URLs:
- http://www.sciencedirect.com/science/journal/01420615 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.ijepes.2017.11.004 ↗
- Languages:
- English
- ISSNs:
- 0142-0615
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4542.220000
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British Library HMNTS - ELD Digital store - Ingest File:
- 7027.xml