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Published in: Evolutionary Intelligence 2/2019

19-04-2019 | Research Paper

Multiobjective environmental adaptation method for solving environmental/economic dispatch problem

Authors: Tribhuvan Singh, Krishn Kumar Mishra, Ranvijay

Published in: Evolutionary Intelligence | Issue 2/2019

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Abstract

Environmental adaptation method is one of the evolutionary algorithms for solving single objective optimization problems. Although the algorithm converges very fast and produces diversified solutions, there are three weaknesses in it. In this paper, first we have given the solutions to resolve these weaknesses and then we have extended the modified method to deal with multiple conflicting objectives simultaneously. A permutation-based multiobjective environmental adaptation method (pMOEAM) has been suggested to solve the environmental/economic dispatch (EED) problem of the power system. In this paper, total generation cost and environmental emission have been taken as two objectives that need to be minimized simultaneously while meeting the load demand under equality and inequality constraints. Three test systems are considered to evaluate the performance of the proposed algorithm. The performance of the suggested algorithm is compared against five multiobjective algorithms. Extensive experimental results demonstrated that the pMOEAM method can obtain effective and feasible solutions for EED problem.

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Literature
1.
go back to reference Abido M (2003) Environmental/economic power dispatch using multiobjective evolutionary algorithms. IEEE Trans Power Syst 18(4):1529–1537CrossRef Abido M (2003) Environmental/economic power dispatch using multiobjective evolutionary algorithms. IEEE Trans Power Syst 18(4):1529–1537CrossRef
2.
go back to reference Abido M (2003) A niched pareto genetic algorithm for multiobjective environmental/economic dispatch. Int J Electr Power Energy Syst 25(2):97–105CrossRef Abido M (2003) A niched pareto genetic algorithm for multiobjective environmental/economic dispatch. Int J Electr Power Energy Syst 25(2):97–105CrossRef
3.
go back to reference Abido M (2009) Multiobjective particle swarm optimization for environmental/economic dispatch problem. Electr Power Syst Res 79(7):1105–1113CrossRef Abido M (2009) Multiobjective particle swarm optimization for environmental/economic dispatch problem. Electr Power Syst Res 79(7):1105–1113CrossRef
4.
go back to reference Abido MA (2006) Multiobjective evolutionary algorithms for electric power dispatch problem. IEEE Trans Evolut Comput 10(3):315–329CrossRef Abido MA (2006) Multiobjective evolutionary algorithms for electric power dispatch problem. IEEE Trans Evolut Comput 10(3):315–329CrossRef
5.
go back to reference Baldwin JM (1896) A new factor in evolution (continued). Am Nat 30(355):536–553CrossRef Baldwin JM (1896) A new factor in evolution (continued). Am Nat 30(355):536–553CrossRef
6.
go back to reference Bhattacharya A, Chattopadhyay PK (2011) Solving economic emission load dispatch problems using hybrid differential evolution. Appl Soft Comput 11(2):2526–2537CrossRef Bhattacharya A, Chattopadhyay PK (2011) Solving economic emission load dispatch problems using hybrid differential evolution. Appl Soft Comput 11(2):2526–2537CrossRef
7.
go back to reference Cai J, Ma X, Li L, Haipeng P (2007) Chaotic particle swarm optimization for economic dispatch considering the generator constraints. Energy Convers Manag 48(2):645–653CrossRef Cai J, Ma X, Li L, Haipeng P (2007) Chaotic particle swarm optimization for economic dispatch considering the generator constraints. Energy Convers Manag 48(2):645–653CrossRef
8.
go back to reference Cai J, Ma X, Li Q, Li L, Peng H (2009) A multi-objective chaotic particle swarm optimization for environmental/economic dispatch. Energy Convers Manag 50(5):1318–1325CrossRef Cai J, Ma X, Li Q, Li L, Peng H (2009) A multi-objective chaotic particle swarm optimization for environmental/economic dispatch. Energy Convers Manag 50(5):1318–1325CrossRef
9.
go back to reference Cai J, Ma X, Li Q, Li L, Peng H (2010) A multi-objective chaotic ant swarm optimization for environmental/economic dispatch. Int J Electr Power Energy Syst 32(5):337–344CrossRef Cai J, Ma X, Li Q, Li L, Peng H (2010) A multi-objective chaotic ant swarm optimization for environmental/economic dispatch. Int J Electr Power Energy Syst 32(5):337–344CrossRef
10.
go back to reference Coello CAC, Pulido GT, Lechuga MS (2004) Handling multiple objectives with particle swarm optimization. IEEE Trans Evolut Comput 8(3):256–279CrossRef Coello CAC, Pulido GT, Lechuga MS (2004) Handling multiple objectives with particle swarm optimization. IEEE Trans Evolut Comput 8(3):256–279CrossRef
11.
go back to reference Cortes OAC, Rau-Chaplin A (2016) Enhanced multiobjective population-based incremental learning with applications in risk treaty optimization. Evolut Intell 9(4):153–165CrossRef Cortes OAC, Rau-Chaplin A (2016) Enhanced multiobjective population-based incremental learning with applications in risk treaty optimization. Evolut Intell 9(4):153–165CrossRef
12.
go back to reference Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans Evolut Comput 6(2):182–197CrossRef Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans Evolut Comput 6(2):182–197CrossRef
13.
go back to reference Deb K, Thiele L, Laumanns M, Zitzler E (2005) Scalable test problems for evolutionary multiobjective optimization. In: Abraham A, Goldberg R (eds) Evolutionary multiobjective optimization. Springer, Berlin, pp 105–145CrossRef Deb K, Thiele L, Laumanns M, Zitzler E (2005) Scalable test problems for evolutionary multiobjective optimization. In: Abraham A, Goldberg R (eds) Evolutionary multiobjective optimization. Springer, Berlin, pp 105–145CrossRef
14.
go back to reference Dhillon J, Parti S, Kothari D (1993) Stochastic economic emission load dispatch. Electr Power Syst Res 26(3):179–186CrossRef Dhillon J, Parti S, Kothari D (1993) Stochastic economic emission load dispatch. Electr Power Syst Res 26(3):179–186CrossRef
15.
go back to reference dos Santos Coelho L, Mariani VC (2009) An improved harmony search algorithm for power economic load dispatch. Energy Convers Manag 50(10):2522–2526CrossRef dos Santos Coelho L, Mariani VC (2009) An improved harmony search algorithm for power economic load dispatch. Energy Convers Manag 50(10):2522–2526CrossRef
16.
go back to reference Farag A, Al-Baiyat S, Cheng T (1995) Economic load dispatch multiobjective optimization procedures using linear programming techniques. IEEE Trans Power Syst 10(2):731–738CrossRef Farag A, Al-Baiyat S, Cheng T (1995) Economic load dispatch multiobjective optimization procedures using linear programming techniques. IEEE Trans Power Syst 10(2):731–738CrossRef
17.
go back to reference Júnior JDAB, Nunes MVA, Nascimento MHR, Rodríguez JLM, Leite JC (2017) Solution to economic emission load dispatch by simulated annealing: case study. Electr Eng 100:1–13 Júnior JDAB, Nunes MVA, Nascimento MHR, Rodríguez JLM, Leite JC (2017) Solution to economic emission load dispatch by simulated annealing: case study. Electr Eng 100:1–13
18.
go back to reference King TD, El-Hawary M, El-Hawary F (1995) Optimal environmental dispatching of electric power systems via an improved hopfield neural network model. IEEE Trans Power Syst 10(3):1559–1565CrossRef King TD, El-Hawary M, El-Hawary F (1995) Optimal environmental dispatching of electric power systems via an improved hopfield neural network model. IEEE Trans Power Syst 10(3):1559–1565CrossRef
20.
go back to reference Li K, Zhang Q, Kwong S, Li M, Wang R (2014) Stable matching-based selection in evolutionary multiobjective optimization. IEEE Trans Evolut Comput 18(6):909–923CrossRef Li K, Zhang Q, Kwong S, Li M, Wang R (2014) Stable matching-based selection in evolutionary multiobjective optimization. IEEE Trans Evolut Comput 18(6):909–923CrossRef
21.
go back to reference Li Y, Wang J, Zhao D, Li G, Chen C (2018) A two-stage approach for combined heat and power economic emission dispatch: combining multi-objective optimization with integrated decision making. Energy 162:237–254CrossRef Li Y, Wang J, Zhao D, Li G, Chen C (2018) A two-stage approach for combined heat and power economic emission dispatch: combining multi-objective optimization with integrated decision making. Energy 162:237–254CrossRef
22.
go back to reference Li Y, Yang Z, Zhao D, Lei H, Cui B, Li S (2019) Incorporating energy storage and user experience in isolated microgrid dispatch using a multi-objective model. arXiv preprint arXiv:1901.08466 Li Y, Yang Z, Zhao D, Lei H, Cui B, Li S (2019) Incorporating energy storage and user experience in isolated microgrid dispatch using a multi-objective model. arXiv preprint arXiv:​1901.​08466
23.
go back to reference Lim D, Ong Y-S, Gupta A, Goh CK, Dutta PS (2016) Towards a new praxis in optinformatics targeting knowledge re-use in evolutionary computation: simultaneous problem learning and optimization. Evolut Intell 9(4):203–220CrossRef Lim D, Ong Y-S, Gupta A, Goh CK, Dutta PS (2016) Towards a new praxis in optinformatics targeting knowledge re-use in evolutionary computation: simultaneous problem learning and optimization. Evolut Intell 9(4):203–220CrossRef
24.
go back to reference Manteaw ED, Odero NA (2012) Multi-objective environmental/economic dispatch solution using abc\_pso hybrid algorithm. Int J Sci Res Publ 2:12 Manteaw ED, Odero NA (2012) Multi-objective environmental/economic dispatch solution using abc\_pso hybrid algorithm. Int J Sci Res Publ 2:12
25.
go back to reference Miettinen K (1999) Nonlinear multiobjective optimization. Volume 12 of international series in operations research and management science. Springer, Berlin Miettinen K (1999) Nonlinear multiobjective optimization. Volume 12 of international series in operations research and management science. Springer, Berlin
26.
go back to reference Moraes NM, Bezerra UH, Moya Rodríguez JL, Nascimento MHR, Leite J C (2018) A new approach to economic-emission load dispatch using NSGA II. Case study. Int Trans Electr Energy Syst 28(11):e2626CrossRef Moraes NM, Bezerra UH, Moya Rodríguez JL, Nascimento MHR, Leite J C (2018) A new approach to economic-emission load dispatch using NSGA II. Case study. Int Trans Electr Energy Syst 28(11):e2626CrossRef
27.
go back to reference Palanichamy C, Babu NS (2008) Analytical solution for combined economic and emissions dispatch. Electr Power Syst Res 78(7):1129–1137CrossRef Palanichamy C, Babu NS (2008) Analytical solution for combined economic and emissions dispatch. Electr Power Syst Res 78(7):1129–1137CrossRef
28.
go back to reference Rahmani R, Othman MF, Yusof R, Khalid M (2012) Solving economic dispatch problem using particle swarm optimization by an evolutionary technique for initializing particles. J Theor Appl Inf Technol 46(2):526–536 Rahmani R, Othman MF, Yusof R, Khalid M (2012) Solving economic dispatch problem using particle swarm optimization by an evolutionary technique for initializing particles. J Theor Appl Inf Technol 46(2):526–536
29.
go back to reference Saxena N, Mishra K (2017) Improved multi-objective particle swarm optimization algorithm for optimizing watermark strength in color image watermarking. Appl Intell 47:1–20CrossRef Saxena N, Mishra K (2017) Improved multi-objective particle swarm optimization algorithm for optimizing watermark strength in color image watermarking. Appl Intell 47:1–20CrossRef
30.
go back to reference Sharma B, Prakash R, Tiwari S, Mishra K (2017) A variant of environmental adaptation method with real parameter encoding and its application in economic load dispatch problem. Appl Intell 47:1–21CrossRef Sharma B, Prakash R, Tiwari S, Mishra K (2017) A variant of environmental adaptation method with real parameter encoding and its application in economic load dispatch problem. Appl Intell 47:1–21CrossRef
31.
go back to reference Talaq J, El-Hawary F, El-Hawary M (1994) A summary of environmental/economic dispatch algorithms. IEEE Trans Power Syst 9(3):1508–1516CrossRef Talaq J, El-Hawary F, El-Hawary M (1994) A summary of environmental/economic dispatch algorithms. IEEE Trans Power Syst 9(3):1508–1516CrossRef
32.
33.
go back to reference Zhang Q, Li H (2007) MOEA/D: a multiobjective evolutionary algorithm based on decomposition. IEEE Trans Evolut Comput 11(6):712–731CrossRef Zhang Q, Li H (2007) MOEA/D: a multiobjective evolutionary algorithm based on decomposition. IEEE Trans Evolut Comput 11(6):712–731CrossRef
34.
go back to reference Zhang R, Zhou J, Mo L, Ouyang S, Liao X (2013) Economic environmental dispatch using an enhanced multi-objective cultural algorithm. Electr Power Syst Res 99:18–29CrossRef Zhang R, Zhou J, Mo L, Ouyang S, Liao X (2013) Economic environmental dispatch using an enhanced multi-objective cultural algorithm. Electr Power Syst Res 99:18–29CrossRef
Metadata
Title
Multiobjective environmental adaptation method for solving environmental/economic dispatch problem
Authors
Tribhuvan Singh
Krishn Kumar Mishra
Ranvijay
Publication date
19-04-2019
Publisher
Springer Berlin Heidelberg
Published in
Evolutionary Intelligence / Issue 2/2019
Print ISSN: 1864-5909
Electronic ISSN: 1864-5917
DOI
https://doi.org/10.1007/s12065-019-00232-7

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