Modified particle swarm optimization using simplex search method for multiobjective economic emission dispatch problem

This paper presents the hybridization of particle swarm optimization (PSO) with simplex search method (SM). SM is a deterministic method which is generally used for the local search and PSO is a stochastic population based method used for global search. Thus, this paper combines the advantage of both the methods to refine the solution. Base level search is done using PSO and finally local search is done through SM to improve the overall quality of results obtained. The proposed approach is tested on multiobjective economic emission load dispatch problem and the results obtained are then compared with other available methods to show its quality and robustness. Price penalty factor method is further used to convert this multiobjective optimization problem into single objective problem. Multifuel options, valve point loading effect and transmission losses are also included in the load dispatch problem to give the practical aspect to the problem. Quality analysis is also done against classical PSO method to show the robustness of the proposed method.

[1]  Ugur Güvenc,et al.  Combined economic and emission dispatch solution using gravitational search algorithm , 2012, Sci. Iran..

[2]  Belkacem Mahdad,et al.  Multi-objective PSO-TVAC for Environmental/Economic Dispatch Problem , 2015 .

[3]  Yadwinder Singh Brar,et al.  Fuzzy satisfying multi-objective generation scheduling based on simplex weightage pattern search , 2005 .

[4]  Kalyanmoy Deb,et al.  Optimization for Engineering Design: Algorithms and Examples , 2004 .

[5]  Z. Dong,et al.  Quantum-Inspired Particle Swarm Optimization for Valve-Point Economic Load Dispatch , 2010, IEEE Transactions on Power Systems.

[6]  Jaspreet Singh Dhillon,et al.  Multiobjective thermal power dispatch using opposition-based greedy heuristic search , 2016 .

[7]  Zwe-Lee Gaing,et al.  Particle swarm optimization to solving the economic dispatch considering the generator constraints , 2003 .

[8]  Thang Trung Nguyen,et al.  Economic Emission Load Dispatch with Multiple Fuel Options Using Cuckoo Search Algorithm with Gaussian and Cauchy distributions , 2014 .

[9]  Raynitchka Tzoneva,et al.  Comparative analyses of Min-Max and Max-Max price penalty factor approaches for multi criteria power system dispatch problem with valve point effect loading using Lagrange's method , 2011, 2011 International Conference on Power and Energy Systems.

[10]  D. P. Kothari,et al.  Synergic predator-prey optimization for economic thermal power dispatch problem , 2016, Appl. Soft Comput..

[11]  Thang Trung Nguyen,et al.  Economic Load Dispatch with Multiple Fuel Options and Valve Point Effect Using Cuckoo Search Algorithm with Different Distributions , 2015 .

[12]  Belkacem Mahdad,et al.  Multi-objective Economic Emission Dispatch Solution Using Dance Bee Colony with Dynamic Step Size☆ , 2015 .

[13]  K.Y. Lee,et al.  Application of Particle Swarm Optimization to Economic Dispatch Problem: Advantages and Disadvantages , 2006, 2006 IEEE PES Power Systems Conference and Exposition.

[14]  Jing Deng,et al.  An Improved Quantum-Behaved Particle Swarm Optimization Method for Economic Dispatch Problems with Multiple Fuel Options and Valve-Points Effects , 2012 .

[15]  Mousumi Basu,et al.  Economic environmental dispatch using multi-objective differential evolution , 2011, Appl. Soft Comput..

[16]  Nguyen Trung Thang,et al.  Economic Emission Load Dispatch with Multiple Fuel Options Using Hopfield Lagrange Network , 2013 .

[17]  Thang Trung Nguyen,et al.  Bat Algorithm for Economic Emission Load Dispatch Problem , 2016 .

[18]  M. Abido Environmental/economic power dispatch using multiobjective evolutionary algorithms , 2003, 2003 IEEE Power Engineering Society General Meeting (IEEE Cat. No.03CH37491).

[19]  Chao-Lung Chiang,et al.  Improved genetic algorithm for power economic dispatch of units with valve-point effects and multiple fuels , 2005, IEEE Transactions on Power Systems.

[20]  James Kennedy,et al.  Particle swarm optimization , 2002, Proceedings of ICNN'95 - International Conference on Neural Networks.

[21]  Riya Scaria,et al.  Firefly Algorithm Based Power Economic Dispatch of Generators Using Valve Point Effects and Multiple Fuel Options , 2013 .