Modified Differential Evolution for Multi-objective Load Dispatch Problem Considering Quadratic Fuel Cost Function
| Autor: | Tan Phong Ward, Cuong Duc Minh Nguyen, Thang Trung Nguyen, Bach Hoang Dinh, Ly Tu Trong |
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| Rok vydání: | 2016 |
| Předmět: |
Mathematical optimization
General Computer Science Computer science 020209 energy General Engineering Economic dispatch 02 engineering and technology Function (mathematics) Fuzzy logic Power (physics) General Energy Quadratic equation Transmission (telecommunications) Differential evolution 0202 electrical engineering electronic engineering information engineering Differential (infinitesimal) |
| Zdroj: | International Journal of Advanced Science and Technology. 90:25-40 |
| ISSN: | 2005-4238 |
| Popis: | This paper proposes a Modified Differential Evolution (MDE) for solving multiobjective load dispatch (MOLD) problem where transmission power losses are considered. MDE is an improved version of conventional Differential Evolution (CDE) in which the mutation operation of the CDE is improved by using five differential solutions instead of three ones similar to CDE. In the MOLD problem, three cases of dispatch including economic dispatch, emission dispatch and multi-objective dispatch are carried out by considering fuel cost function, emission function and both fuel cost and emission functions. In the third case of dispatch, there is a price penalty factor employed to determine the best compromise solution instead of using Fuzzy-based mechanism similar to other studies. The performance of MDE is verified by testing on two systems with three units and one system with six units. In the two systems, the fuel cost and emission from MDE are compared to those from CDE and other existing meta-heuristic algorithms, and the analysis on the result comparison indicates that the MDE is a promising algorithm for solving the MOLD problem. |
| Databáze: | OpenAIRE |
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