Economic environmental dispatch using multi-objective differential evolution

Economic environmental dispatch (EED) is an important optimization task in fossil fuel fired power plant operation for allocating generation among the committed units such that fuel cost and emission level are optimized simultaneously while satisfying all operational constraints. It is a highly constrained multiobjective optimization problem involving conflicting objectives with both equality and inequality constraints. In this paper, multi-objective differential evolution has been proposed to solve EED problem. Numerical results of three test systems demonstrate the capabilities of the proposed approach. Results obtained from the proposed approach have been compared to those obtained from pareto differential evolution, nondominated sorting genetic algorithm-II and strength pareto evolutionary algorithm 2.

[1]  Chih-Wen Liu,et al.  Non-smooth/non-convex economic dispatch by a novel hybrid differential evolution algorithm , 2007 .

[2]  J.-P. Chiou,et al.  A variable scaling hybrid differential evolution for solving large-scale power dispatch problems , 2009 .

[3]  Dipti Srinivasan,et al.  An evolutionary algorithm for evaluation of emission compliance options in view of the Clean Air Act Amendments , 1997 .

[4]  Z. Dong,et al.  A Modified Differential Evolution Algorithm With Fitness Sharing for Power System Planning , 2008, IEEE Transactions on Power Systems.

[5]  Lingfeng Wang,et al.  Environmental/economic power dispatch using a fuzzified multi-objective particle swarm optimization algorithm , 2007 .

[6]  S. A. Al-Baiyat,et al.  Economic load dispatch multiobjective optimization procedures using linear programming techniques , 1995 .

[7]  Rainer Storn,et al.  Differential Evolution – A Simple and Efficient Heuristic for global Optimization over Continuous Spaces , 1997, J. Glob. Optim..

[8]  Ferial El-Hawary,et al.  A summary of environmental/economic dispatch algorithms , 1994 .

[9]  Lingfeng Wang,et al.  Stochastic economic emission load dispatch through a modified particle swarm optimization algorithm , 2008 .

[10]  M. R. Gent,et al.  Minimum-Emission Dispatch , 1971 .

[11]  M. A. Abido Environmental/economic power dispatch using multiobjective evolutionary algorithms , 2003 .

[12]  Kalyanmoy Deb,et al.  Evolutionary Multi-objective Environmental/Economic Dispatch: Stochastic Versus Deterministic Approaches , 2005, EMO.

[13]  H. Sasaki,et al.  Multiobjective optimal generation dispatch based on probability security criteria , 1988 .

[14]  D. B. Das,et al.  New multi-objective stochastic search technique for economic load dispatch , 1998 .

[15]  A. C. Liew,et al.  Multiobjective generation scheduling using fuzzy optimal search technique , 1994 .

[16]  L. Lakshminarasimman,et al.  Short-term scheduling of hydrothermal power system with cascaded reservoirs by using modified differential evolution , 2006 .

[17]  Ying-Tung Hsiao,et al.  A computer package for optimal multi-objective VAr planning in large scale power systems , 1993 .

[18]  R. Storn,et al.  Differential Evolution: A Practical Approach to Global Optimization (Natural Computing Series) , 2005 .

[19]  D. P. Kothari,et al.  Stochastic economic emission load dispatch , 1993 .

[20]  Hong-Tzer Yang,et al.  Bi-objective power dispatch using fuzzy satisfaction-maximizing decision approach , 1997 .

[21]  C. S. Chang,et al.  Security-constrained multiobjective generation dispatch using bicriterion global optimisation , 1995 .

[22]  J. T. Wood,et al.  Potential impacts of clean air regulations on system operations , 1995 .

[23]  G. Sheblé,et al.  Genetic algorithm solution of economic dispatch with valve point loading , 1993 .

[24]  Mohammad Ali Abido,et al.  Multiobjective evolutionary algorithms for electric power dispatch problem , 2006, IEEE Transactions on Evolutionary Computation.

[25]  Manoj Kumar Tiwari,et al.  Multiobjective Particle Swarm Algorithm With Fuzzy Clustering for Electrical Power Dispatch , 2008, IEEE Transactions on Evolutionary Computation.

[26]  J. Nanda,et al.  ECONOMIC-EMISSION LOAD DISPHTCH THROUGH GOAL PROGRAMMING TECHNIIJUES , 1988 .