Hybridization of Harmony Search with Nelder-Mead Algorithm for Combined Heat and Power Economic Dispatch Problem
详细信息 查看官网全文
- 英文论文题名：Hybridization of Harmony Search with Nelder-Mead Algorithm for Combined Heat and Power Economic Dispatch Problem
- 论文作者：Zhi-Yong Feng ; Huiru Guo ; Zhen-Tao Liu ; Li Xu ; Jinhua She
- 英文论文作者：Zhi-Yong Feng ; Huiru Guo ; Zhen-Tao Liu ; Li Xu ; Jinhua She ; Hubei Key Laboratory of Advanced Technology of Automotive Parts ; Wuhan University of Technology ; School of Automation ; China University of Geosciences ; Department of Electronics and Information Systems ; Akita Prefectural University ; School of Computer Science ; Tokyo University of Technology
- 年：2017
- 作者机构：Hubei Key Laboratory of Advanced Technology of Automotive Parts,Wuhan University of Technology;School of Automation,China University of Geosciences;Department of Electronics and Information Systems,Akita Prefectural University;School of Computer Science,Tokyo University of Technology;
- 英文论文关键词：Economic dispatch ; Combined heat and power ; Harmony search ; Nelder-Mead ; Hybridized algorithm
- 会议召开时间：2017-07-26
- 会议录名称：第36届中国控制会议论文集（B）
- 英文会议录名称：Proceedings of the 36th Chinese Control Conference（B）
- 语种：英文
- 分类号：TM73
- 学会代码：KZLL
- 会议名称：第36届中国控制会议
- 会议地点：中国辽宁大连
- 主办单位：中国自动化学会控制理论专业委员会
- 学会名称：中国自动化学会控制理论专业委员会
- 页数：6
- 文件大小：221k
- 原文格式：D
- 会议级别：全国
摘要
A new hybridized algorithm is developed to solve the combined heat and power economic dispatch(CHPED) problem.Due to the non-convexity of the CHPED problem, the global optimum is difficult to achieve. The presented approach combines the algorithms of harmony search(HS) and Nelder-Mead(NM), and the hybridized algorithm is called the NM-HS algorithm. The hybridized NM-HS algorithm improves the efficiency of the two original algorithms, and also the robustness. Two benchmark examples demonstrate the good performance of the NM-HS algorithm. The solutions obtained is better than, or at least is the same as, other methods.
A new hybridized algorithm is developed to solve the combined heat and power economic dispatch(CHPED) problem.Due to the non-convexity of the CHPED problem, the global optimum is difficult to achieve. The presented approach combines the algorithms of harmony search(HS) and Nelder-Mead(NM), and the hybridized algorithm is called the NM-HS algorithm. The hybridized NM-HS algorithm improves the efficiency of the two original algorithms, and also the robustness. Two benchmark examples demonstrate the good performance of the NM-HS algorithm. The solutions obtained is better than, or at least is the same as, other methods.
A new hybridized algorithm is developed to solve the combined heat and power economic dispatch(CHPED) problem.Due to the non-convexity of the CHPED problem, the global optimum is difficult to achieve. The presented approach combines the algorithms of harmony search(HS) and Nelder-Mead(NM), and the hybridized algorithm is called the NM-HS algorithm. The hybridized NM-HS algorithm improves the efficiency of the two original algorithms, and also the robustness. Two benchmark examples demonstrate the good performance of the NM-HS algorithm. The solutions obtained is better than, or at least is the same as, other methods.
引文
[1]E.Khorram,and M.Jaberipour,“Harmony search algorithm for solving combined heat and power economic dispatch problems,”Energy Conversion and Management,vol.52,pp.1550-1554,2011.
[2]F.J.Rooijers,and R.A.M.Van Amerongen,“Static economic dispatch for co-generation systems,”IEEE Transactions on Power Systems,vol.9,no.3,pp.1392-1398,1994.
[3]T.Guo,M.I.Henwood,and M.van Ooijen,“An algorithm for heat and power dispatch,”IEEE Transactions on Power Systems,vol.11,no.4,pp.1778-1784,1996.
[4]A.Vasebi,M.Fesanghary,and S.M.T.Bathaee,“Combined heat and power economic dispatch by harmony search algorithm,”International Journal of Electrical Power and Energy Systems,vol.29,no.10,pp.713-719,2007.
[5]S.H.Huang,and P.C.Lin,“A harmony-genetic based heuristic approach toward economic dispatching combined heat and power,”International Journal of Electrical Power and Energy Systems,vol.53,pp.482-487,2013.
[6]R.Arul,G.Ravi,and S.Velusami,“An improved harmony search algorithm to solve economic load dispatch problems with generator constraints,”Electrical Engineering,vol.96,no.1,pp.55-63,2014.
[7]M.A.Mellal,and E.J.Williams,“Cuckoo optimization algorithm with penalty function for combined heat and power economic dispatch problem,”Energy,vol.93,pp.1711-1718,2015.
[8]X.S.Yang,and Z.W.Geem,“Music-inspired Harmony Search Algorithm:Theory and Applications,”Springer,2009.
[9]X.Z.Gao,V.Govindasamy,H.Xu,X.Wang,and K.Zenger,“Harmony search method:theory and applications,”Computational Intelligence and Neuroscience,vol.2015,Article ID258491,2015.
[10]M.Mahdavi,M.Fesanghary,and E.Damangir,“An improved harmony search algorithm for solving optimization problems,”Applied Mathematics and Computation,vol.188,no.2,pp.1567-1579,2007.
[11]M.G.H.Omran and M.Mahdavi,“Global-best harmony search,”Applied Mathematics and Computation,vol.198,no.2,pp.643-656,2008.
[12]W.S.Jang,H.I.Kang,and B.H.Lee,“Hybrid simplexharmony search method for optimization problems,”IEEE Congress on Evolutionary Computation,June 2008,pp.4157-4164.
[13]Z.W.Geem,“Particle-swarm harmony search for water network design,”Engineering Optimization,vol.41,no.4,pp.297-311,2009.
[14]E.Zahara,and Y.-T.Kao,“Hybrid Nelder-Mead simplex search and particle swarm optimization for constrained engineering design problems,”Expert Systems with Applications,vol.36,no.2,pp.3880-3886,2009.
[15]R.Jovanovic,S.Kais,and F.H.Alharbi,“Cuckoo search inspired hybridization of the Nelder-Mead simplex algorithm applied to optimization of photovoltaic cells,”Applied Mathematics and Information Sciences,vol.10,no.3,pp.961-973.
[16]J.A.Nelder,and R.Mead,“A simplex method for function minimization,”The Computer Journal,vol.7,no.4,pp.308-313,1965.
[17]F.Gao,and L.Han,“Implementing the Nelder-Mead simplex algorithm with adaptive parameters,”Computational Optimization and Applications,vol.51,no.1,pp.259-277,2012.
[18]Z.W.Geem,J.H.Kim,and G.V.Loganathan,“A new heuristic optimization algorithm:harmony search,”Simulation,vol.76,no.2,pp.60-68,2001.
[19]M.S.Javadi,A.Esmaeel Nezhad,and S.Sabramooz,“Economic heat and power dispatch in modern power system harmony search algorithm versus analytical solution,”Scientia Iranica,vol.19,no.6,pp.1820-1828,2012.
[20]H.C.Chang,and P.C.Lin,“A demonstration of the improved efficiency of the canonical coordinates method using nonlinear combined heat and power economic dispatch problems,”Engineering Optimization,vol.26,no.2,pp.261-269,2014.
[21]M.A.Luersen,R.Le Riche,and F.Guyon,“A constrained,globalized,and bounded Nelder-Mead method for engineering optimization,”Structural and Multidisciplinary Optimization,vol.27,no.1,pp.43-54,2004.
[22]T.Jayabarathi,A.Yazdani,V.Ramesh,and T.Raghunathan,“Combined heat and power economic dispatch problem using the invasive weed optimization algorithm,”Frontiers in Energy,vol.8,no.1 pp.25-30,2014.
[23]A.Yazdani,T.Jayabarathi,V.Ramesh,and T.Raghunathan,“Combined heat and power economic dispatch problem using firefly algorithm,”Frontiers in Energy,vol.7,no.2,pp.133-139,2013.
[24]B.M.Ivatloo,M.M.Dalvand,and A.Rabiee,“Combined heat and power economic dispatch problem solution using particle swarm optimization with time varying acceleration coefficients,”Electric Power Systems Research,vol.95,pp.9-18,2013.
[25]H.R.Abdolmohammadi,and A.Kazemi,“A Benders decomposition approach for a combined heat and power economic dispatch,”Energy Conversion and Management,vol.71,pp.21-31,2013.
[2]F.J.Rooijers,and R.A.M.Van Amerongen,“Static economic dispatch for co-generation systems,”IEEE Transactions on Power Systems,vol.9,no.3,pp.1392-1398,1994.
[3]T.Guo,M.I.Henwood,and M.van Ooijen,“An algorithm for heat and power dispatch,”IEEE Transactions on Power Systems,vol.11,no.4,pp.1778-1784,1996.
[4]A.Vasebi,M.Fesanghary,and S.M.T.Bathaee,“Combined heat and power economic dispatch by harmony search algorithm,”International Journal of Electrical Power and Energy Systems,vol.29,no.10,pp.713-719,2007.
[5]S.H.Huang,and P.C.Lin,“A harmony-genetic based heuristic approach toward economic dispatching combined heat and power,”International Journal of Electrical Power and Energy Systems,vol.53,pp.482-487,2013.
[6]R.Arul,G.Ravi,and S.Velusami,“An improved harmony search algorithm to solve economic load dispatch problems with generator constraints,”Electrical Engineering,vol.96,no.1,pp.55-63,2014.
[7]M.A.Mellal,and E.J.Williams,“Cuckoo optimization algorithm with penalty function for combined heat and power economic dispatch problem,”Energy,vol.93,pp.1711-1718,2015.
[8]X.S.Yang,and Z.W.Geem,“Music-inspired Harmony Search Algorithm:Theory and Applications,”Springer,2009.
[9]X.Z.Gao,V.Govindasamy,H.Xu,X.Wang,and K.Zenger,“Harmony search method:theory and applications,”Computational Intelligence and Neuroscience,vol.2015,Article ID258491,2015.
[10]M.Mahdavi,M.Fesanghary,and E.Damangir,“An improved harmony search algorithm for solving optimization problems,”Applied Mathematics and Computation,vol.188,no.2,pp.1567-1579,2007.
[11]M.G.H.Omran and M.Mahdavi,“Global-best harmony search,”Applied Mathematics and Computation,vol.198,no.2,pp.643-656,2008.
[12]W.S.Jang,H.I.Kang,and B.H.Lee,“Hybrid simplexharmony search method for optimization problems,”IEEE Congress on Evolutionary Computation,June 2008,pp.4157-4164.
[13]Z.W.Geem,“Particle-swarm harmony search for water network design,”Engineering Optimization,vol.41,no.4,pp.297-311,2009.
[14]E.Zahara,and Y.-T.Kao,“Hybrid Nelder-Mead simplex search and particle swarm optimization for constrained engineering design problems,”Expert Systems with Applications,vol.36,no.2,pp.3880-3886,2009.
[15]R.Jovanovic,S.Kais,and F.H.Alharbi,“Cuckoo search inspired hybridization of the Nelder-Mead simplex algorithm applied to optimization of photovoltaic cells,”Applied Mathematics and Information Sciences,vol.10,no.3,pp.961-973.
[16]J.A.Nelder,and R.Mead,“A simplex method for function minimization,”The Computer Journal,vol.7,no.4,pp.308-313,1965.
[17]F.Gao,and L.Han,“Implementing the Nelder-Mead simplex algorithm with adaptive parameters,”Computational Optimization and Applications,vol.51,no.1,pp.259-277,2012.
[18]Z.W.Geem,J.H.Kim,and G.V.Loganathan,“A new heuristic optimization algorithm:harmony search,”Simulation,vol.76,no.2,pp.60-68,2001.
[19]M.S.Javadi,A.Esmaeel Nezhad,and S.Sabramooz,“Economic heat and power dispatch in modern power system harmony search algorithm versus analytical solution,”Scientia Iranica,vol.19,no.6,pp.1820-1828,2012.
[20]H.C.Chang,and P.C.Lin,“A demonstration of the improved efficiency of the canonical coordinates method using nonlinear combined heat and power economic dispatch problems,”Engineering Optimization,vol.26,no.2,pp.261-269,2014.
[21]M.A.Luersen,R.Le Riche,and F.Guyon,“A constrained,globalized,and bounded Nelder-Mead method for engineering optimization,”Structural and Multidisciplinary Optimization,vol.27,no.1,pp.43-54,2004.
[22]T.Jayabarathi,A.Yazdani,V.Ramesh,and T.Raghunathan,“Combined heat and power economic dispatch problem using the invasive weed optimization algorithm,”Frontiers in Energy,vol.8,no.1 pp.25-30,2014.
[23]A.Yazdani,T.Jayabarathi,V.Ramesh,and T.Raghunathan,“Combined heat and power economic dispatch problem using firefly algorithm,”Frontiers in Energy,vol.7,no.2,pp.133-139,2013.
[24]B.M.Ivatloo,M.M.Dalvand,and A.Rabiee,“Combined heat and power economic dispatch problem solution using particle swarm optimization with time varying acceleration coefficients,”Electric Power Systems Research,vol.95,pp.9-18,2013.
[25]H.R.Abdolmohammadi,and A.Kazemi,“A Benders decomposition approach for a combined heat and power economic dispatch,”Energy Conversion and Management,vol.71,pp.21-31,2013.