Optimal Power Flow using Cockroach Swarm Optimization

Optimal Power Flow(OPF) faces challenges of convergence and local minima. This paper reviews nomenclature and literature of both OPF and metaphor-based heuristic optimization, emphasizing Cockroach Swarm Optimization (CSO). Then the paper investigates CSO as applied to OPF. The solution is tested on the benchmark systems such as IEEE 9 bus system using Matpower.

[1]  Dervis Karaboga,et al.  AN IDEA BASED ON HONEY BEE SWARM FOR NUMERICAL OPTIMIZATION , 2005 .

[2]  W. F. Tinney,et al.  Some deficiencies in optimal power flow , 1988 .

[3]  M. Younes,et al.  ECONOMIC POWER DISPATCH USING EVOLUTIONARY ALGORITHM , 2006 .

[4]  Dongyong Yang,et al.  Optimal Power Flow Optimization Based on Bio-inspired Computing , 2010, 2010 International Conference on Communications and Mobile Computing.

[5]  Edward Osborne Wilson,et al.  Cockroaches: Ecology, Behavior, and Natural History , 2007 .

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

[7]  Xin-She Yang,et al.  Nature-Inspired Metaheuristic Algorithms , 2008 .

[8]  B. Stott,et al.  Further developments in LP-based optimal power flow , 1990 .

[9]  James A. Momoh,et al.  Challenges to optimal power flow , 1997 .

[10]  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.

[11]  John Peschon,et al.  Optimum Control of Reactive Power Flow , 1968 .

[12]  Thomas Weise,et al.  Global Optimization Algorithms -- Theory and Application , 2009 .

[13]  G. G. Stokes "J." , 1890, The New Yale Book of Quotations.

[14]  A. O. Adewumi,et al.  An Improved Cockroach Swarm Optimization , 2014, TheScientificWorldJournal.

[15]  M. Lihoreau,et al.  The social biology of domiciliary cockroaches: colony structure, kin recognition and collective decisions , 2012, Insectes Sociaux.

[16]  A. Berizzi,et al.  Comparison of voltage security constrained optimal power flow techniques , 2001, 2001 Power Engineering Society Summer Meeting. Conference Proceedings (Cat. No.01CH37262).

[17]  O. Alsac,et al.  Security analysis and optimization , 1987, Proceedings of the IEEE.

[18]  Marco Dorigo,et al.  Optimization, Learning and Natural Algorithms , 1992 .

[19]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[20]  Mauro Birattari,et al.  Swarm Intelligence , 2012, Lecture Notes in Computer Science.

[21]  M. Z. Rashad,et al.  New Hoopoe Heuristic Optimization , 2012, ArXiv.

[22]  Susanne Ebersbach,et al.  Power System Analysis And Design , 2016 .

[23]  William F. Tinney,et al.  Power Flow Solution by Newton's Method , 1967 .

[24]  Panos M. Pardalos,et al.  Optimization in the Energy Industry , 2009 .

[25]  H. H. Happ,et al.  Power System Control and Stability , 1979, IEEE Transactions on Systems, Man, and Cybernetics.

[26]  James M. Keller,et al.  Roach Infestation Optimization , 2008, 2008 IEEE Swarm Intelligence Symposium.

[27]  José Halloy,et al.  Collegial decision making based on social amplification leads to optimal group formation. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[28]  Xin-She Yang,et al.  Cuckoo Search via Lévy flights , 2009, 2009 World Congress on Nature & Biologically Inspired Computing (NaBIC).

[29]  K.M. Passino,et al.  Stability analysis of social foraging swarms , 2004, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[30]  Mohammad Shahidehpour,et al.  The IEEE Reliability Test System-1996. A report prepared by the Reliability Test System Task Force of the Application of Probability Methods Subcommittee , 1999 .

[31]  Salman Mohagheghi,et al.  Particle Swarm Optimization: Basic Concepts, Variants and Applications in Power Systems , 2008, IEEE Transactions on Evolutionary Computation.

[32]  Joanna Kwiecien Cockroach Swarm Optimization , 2020 .

[33]  H. L. Happ,et al.  OPTIMAL POWER DISPATCH -A COMPREHENSIVE SURVEY , 1977 .

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

[35]  Mimoun Younes,et al.  ECONOMIC POWER DISPATCH USING THE COMBINATION OF TWO GENETIC ALGORITHMS , 2006 .

[36]  J. Deneubourg,et al.  Collective foraging decision in a gregarious insect , 2010, Behavioral Ecology and Sociobiology.

[37]  J. Mohammadi,et al.  Fuzzy Multi-Objective OPF Considering Voltage Security and Fuel Emission Minimization , 2012, 2012 Asia-Pacific Power and Energy Engineering Conference.

[38]  Allen J. Wood,et al.  Power Generation, Operation, and Control , 1984 .

[39]  M. B. Cain,et al.  History of Optimal Power Flow and Formulations , 2012 .

[40]  K. Lenin,et al.  Ant Colony Search Algorithm for Optimal Reactive Power Optimization , 2006 .

[41]  G. Irisarri,et al.  Maximum loadability of power systems using interior point nonlinear optimization method , 1997 .

[42]  Fred W. Glover,et al.  Future paths for integer programming and links to artificial intelligence , 1986, Comput. Oper. Res..

[43]  R D Zimmerman,et al.  MATPOWER: Steady-State Operations, Planning, and Analysis Tools for Power Systems Research and Education , 2011, IEEE Transactions on Power Systems.

[44]  Edward J. Williams,et al.  Parameter optimization of advanced machining processes using cuckoo optimization algorithm and hoopoe heuristic , 2016, J. Intell. Manuf..

[45]  Ademola P. Abidoye,et al.  Binary Cockroach Swarm Optimization for Combinatorial Optimization Problem , 2016, Algorithms.

[46]  T. Saravanan,et al.  Optimal Power Flow Using Particle Swarm Optimization , 2014 .

[47]  Mohamed A. El-Sharkawi,et al.  Modern heuristic optimization techniques :: theory and applications to power systems , 2008 .

[48]  Jasbir S. Arora,et al.  Introduction to Optimum Design , 1988 .

[49]  Francisco D. Galiana,et al.  A survey of the optimal power flow literature , 1991 .

[50]  Y. Tamura,et al.  A Load Flow Calculation Method for Ill-Conditioned Power Systems , 1981, IEEE Transactions on Power Apparatus and Systems.

[51]  Tarek Bouktir,et al.  Economic power dispatch of power systems with pollution control using artificial bee colony optimization , 2013 .

[52]  A. V. Naresh Babu,et al.  OPTIMAL POWER FLOW USING CUCKOO OPTIMIZATION ALGORITHM , 2013 .

[53]  Mohamed E. El-Hawary,et al.  A Survey of Particle Swarm Optimization Applications in Electric Power Systems , 2009, IEEE Transactions on Evolutionary Computation.

[54]  Christian Blum,et al.  Metaheuristics in combinatorial optimization: Overview and conceptual comparison , 2003, CSUR.