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Erschienen in: Soft Computing 10/2020

25.09.2019 | Methodologies and Application

HSOS: a novel hybrid algorithm for solving the transient-stability-constrained OPF problem

verfasst von: Anulekha Saha, Aniruddha Bhattacharya, Priyanath Das, Ajoy Kumar Chakraborty

Erschienen in: Soft Computing | Ausgabe 10/2020

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Abstract

This article presents a new algorithm aimed toward effective handling of the transient-stability-constrained optimal power flow (TSC_OPF) problem. The algorithm is a hybridized version of the existing differential evolution (DE) and symbiotic organism search (SOS) algorithms. It combines exploration and exploitation ability of both algorithms which results in its better performance as compared to DE and SOS acting alone. It was tested on IEEE 30 bus test system and the New England 39 bus test system. The results obtained by the proposed approach were compared with conventional TSC_OPF and also with other algorithms available in the literature. Results obtained using the proposed approach demonstrates superiority in comparison with other available algorithms in the literature.

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Literatur
Zurück zum Zitat Ahmadi H, Ghasemi H, Haddadi AM, Lesani H (2013) Two approaches to transient stability-constrained optimal power flow. Int J Electr Power Energy Syst 47:181–192CrossRef Ahmadi H, Ghasemi H, Haddadi AM, Lesani H (2013) Two approaches to transient stability-constrained optimal power flow. Int J Electr Power Energy Syst 47:181–192CrossRef
Zurück zum Zitat Al Rashidi MR, El-Hawary ME (2007) Hybrid particle swarm optimization approach for solving the discrete OPF problem considering the valve loading effects. IEEE Trans Power Syst 22(4):2030–2038CrossRef Al Rashidi MR, El-Hawary ME (2007) Hybrid particle swarm optimization approach for solving the discrete OPF problem considering the valve loading effects. IEEE Trans Power Syst 22(4):2030–2038CrossRef
Zurück zum Zitat Alam A, Makram EB (1998) Transient stability constrained optimal power flow. In: IEEE power engineering society general meeting Alam A, Makram EB (1998) Transient stability constrained optimal power flow. In: IEEE power engineering society general meeting
Zurück zum Zitat Ayan K, Kiliç U (2013) Solution of transient stability-constrained optimal power flow using artificial bee colony algorithm. Turk J Electr Eng Comput Sci 21(2):360–372 Ayan K, Kiliç U (2013) Solution of transient stability-constrained optimal power flow using artificial bee colony algorithm. Turk J Electr Eng Comput Sci 21(2):360–372
Zurück zum Zitat Ayan K, Kılıç U, Baraklı B (2015) Chaotic artificial bee colony algorithm based solution of security and transient stability constrained optimal power flow. Int J Electr Power Energy Syst 64:136–147CrossRef Ayan K, Kılıç U, Baraklı B (2015) Chaotic artificial bee colony algorithm based solution of security and transient stability constrained optimal power flow. Int J Electr Power Energy Syst 64:136–147CrossRef
Zurück zum Zitat Cai HR, Chung CY, Wong KP (2008) Application of differential evolution algorithm for transient stability constrained optimal power flow. IEEE Trans Power Syst 23(2):719–728CrossRef Cai HR, Chung CY, Wong KP (2008) Application of differential evolution algorithm for transient stability constrained optimal power flow. IEEE Trans Power Syst 23(2):719–728CrossRef
Zurück zum Zitat Cheng MY, Prayogo D (2014) Symbiotic organisms search: a new metaheuristic optimization algorithm. Comput Struct 139:98–112CrossRef Cheng MY, Prayogo D (2014) Symbiotic organisms search: a new metaheuristic optimization algorithm. Comput Struct 139:98–112CrossRef
Zurück zum Zitat Chuanwen J, Bompard E (2005) A hybrid method of chaotic particle swarm optimization and linear interior for reactive power optimisation. Math Comput Simul 68(1):57–65MathSciNetMATHCrossRef Chuanwen J, Bompard E (2005) A hybrid method of chaotic particle swarm optimization and linear interior for reactive power optimisation. Math Comput Simul 68(1):57–65MathSciNetMATHCrossRef
Zurück zum Zitat Chung CY, Liang CH, Wong KP, Duan XZ (2010) Hybrid algorithm of differential evolution and evolutionary programming for optimal reactive power flow. IET Gener Transm Distrib 4(1):84–93CrossRef Chung CY, Liang CH, Wong KP, Duan XZ (2010) Hybrid algorithm of differential evolution and evolutionary programming for optimal reactive power flow. IET Gener Transm Distrib 4(1):84–93CrossRef
Zurück zum Zitat Derrac J, García S, Molina D, Herrera F (2011) A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms. Swarm Evolut Comput 1(1):3–18CrossRef Derrac J, García S, Molina D, Herrera F (2011) A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms. Swarm Evolut Comput 1(1):3–18CrossRef
Zurück zum Zitat Duman S (2017) Symbiotic organisms search algorithm for optimal power flow problem based on valve-point effect and prohibited zones. Neural Comput Appl 28(11):3571–3585CrossRef Duman S (2017) Symbiotic organisms search algorithm for optimal power flow problem based on valve-point effect and prohibited zones. Neural Comput Appl 28(11):3571–3585CrossRef
Zurück zum Zitat Gandomi AH, Yun GJ, Yang XS, Talatahari S (2013) Chaos-enhanced accelerated particle swarm optimization. Commun Nonlinear Sci Numer Simul 18(2):327–340MathSciNetMATHCrossRef Gandomi AH, Yun GJ, Yang XS, Talatahari S (2013) Chaos-enhanced accelerated particle swarm optimization. Commun Nonlinear Sci Numer Simul 18(2):327–340MathSciNetMATHCrossRef
Zurück zum Zitat Geng G, Ajjarapu V, Jiang Q (2014) A hybrid dynamic optimization approach for stability constrained optimal power flow. IEEE Trans Power Syst 29(5):2138–2149CrossRef Geng G, Ajjarapu V, Jiang Q (2014) A hybrid dynamic optimization approach for stability constrained optimal power flow. IEEE Trans Power Syst 29(5):2138–2149CrossRef
Zurück zum Zitat Jiang Q, Geng G (2010) A reduced-space interior point method for transient stability constrained optimal power flow. IEEE Trans Power Syst 25(3):1232–1240CrossRef Jiang Q, Geng G (2010) A reduced-space interior point method for transient stability constrained optimal power flow. IEEE Trans Power Syst 25(3):1232–1240CrossRef
Zurück zum Zitat Jiang Q, Huang Z (2010) An enhanced numerical discretization method for transient stability constrained optimal power flow. IEEE Trans Power Syst 25(4):1790–1797MathSciNetCrossRef Jiang Q, Huang Z (2010) An enhanced numerical discretization method for transient stability constrained optimal power flow. IEEE Trans Power Syst 25(4):1790–1797MathSciNetCrossRef
Zurück zum Zitat Li Y, Wang Y, Li B (2013) A hybrid artificial bee colony assisted differential evolution algorithm for optimal reactive power flow. Int J Electr Power Energy Syst 52:25–33CrossRef Li Y, Wang Y, Li B (2013) A hybrid artificial bee colony assisted differential evolution algorithm for optimal reactive power flow. Int J Electr Power Energy Syst 52:25–33CrossRef
Zurück zum Zitat Mingjun J, Huanwen T (2004) Application of chaos in simulated annealing. Chaos, Solitons Fractals 21(4):933–941MATHCrossRef Mingjun J, Huanwen T (2004) Application of chaos in simulated annealing. Chaos, Solitons Fractals 21(4):933–941MATHCrossRef
Zurück zum Zitat Miranda V, Fidalgo JN, Lopes JP, Almeida LB (1995) Real time preventive actions for transient stability enhancement with a hybrid neural network-optimization approach. IEEE Trans Power Syst 10(2):1029–1035CrossRef Miranda V, Fidalgo JN, Lopes JP, Almeida LB (1995) Real time preventive actions for transient stability enhancement with a hybrid neural network-optimization approach. IEEE Trans Power Syst 10(2):1029–1035CrossRef
Zurück zum Zitat Mo N, Zou ZY, Chan KW, Pong TYG (2007a) Transient stability constrained optimal power flow using particle swarm optimisation. IET Gener Transm Distrib 1(3):476–483CrossRef Mo N, Zou ZY, Chan KW, Pong TYG (2007a) Transient stability constrained optimal power flow using particle swarm optimisation. IET Gener Transm Distrib 1(3):476–483CrossRef
Zurück zum Zitat Mo N, Zou ZY, Chan KW, Pong TYG (2007b) Transient stability constrained optimal power flow using particle swarm optimisation. IET Gener Transm Distrib 1(3):476–483CrossRef Mo N, Zou ZY, Chan KW, Pong TYG (2007b) Transient stability constrained optimal power flow using particle swarm optimisation. IET Gener Transm Distrib 1(3):476–483CrossRef
Zurück zum Zitat Mo N, Zou ZY, Chan KW, Pong TYG (2007c) Transient stability constrained optimal power flow using particle swarm optimisation. IET Gener Transm Distrib 1(3):476–483CrossRef Mo N, Zou ZY, Chan KW, Pong TYG (2007c) Transient stability constrained optimal power flow using particle swarm optimisation. IET Gener Transm Distrib 1(3):476–483CrossRef
Zurück zum Zitat Moradi MH, Abedini M (2012) A combination of genetic algorithm and particle swarm optimization for optimal DG location and sizing in distribution systems. Int J Electr Power Energy Syst 34(1):66–74CrossRef Moradi MH, Abedini M (2012) A combination of genetic algorithm and particle swarm optimization for optimal DG location and sizing in distribution systems. Int J Electr Power Energy Syst 34(1):66–74CrossRef
Zurück zum Zitat Mukherjee A, Roy PK, Mukherjee V (2016) Transient stability constrained optimal power flow using oppositional krill herd algorithm. Int J Electr Power Energy Syst 83:283–297CrossRef Mukherjee A, Roy PK, Mukherjee V (2016) Transient stability constrained optimal power flow using oppositional krill herd algorithm. Int J Electr Power Energy Syst 83:283–297CrossRef
Zurück zum Zitat Nguyen TB, Pai MA (2003) Dynamic security-constrained rescheduling of power systems using trajectory sensitivities. IEEE Trans Power Syst 18(2):848–854CrossRef Nguyen TB, Pai MA (2003) Dynamic security-constrained rescheduling of power systems using trajectory sensitivities. IEEE Trans Power Syst 18(2):848–854CrossRef
Zurück zum Zitat Pai MA (2012) Energy function analysis for power system stability. Springer, Berlin Pai MA (2012) Energy function analysis for power system stability. Springer, Berlin
Zurück zum Zitat Pizano-Martianez A, Fuerte-Esquivel CR, Ruiz-Vega D (2010) Global transient stability-constrained optimal power flow using an OMIB reference trajectory. IEEE Trans Power Syst 25(1):392–403CrossRef Pizano-Martianez A, Fuerte-Esquivel CR, Ruiz-Vega D (2010) Global transient stability-constrained optimal power flow using an OMIB reference trajectory. IEEE Trans Power Syst 25(1):392–403CrossRef
Zurück zum Zitat Pizano-Martinez A, Fuerte-Esquivel CR, Ruiz-Vega D (2011) A new practical approach to transient stability-constrained optimal power flow. IEEE Trans Power Syst 26(3):1686–1696CrossRef Pizano-Martinez A, Fuerte-Esquivel CR, Ruiz-Vega D (2011) A new practical approach to transient stability-constrained optimal power flow. IEEE Trans Power Syst 26(3):1686–1696CrossRef
Zurück zum Zitat Prasad D, Mukherjee A, Mukherjee V (2017) Transient stability constrained optimal power flow using chaotic whale optimization algorithm. In: Handbook of neural computation, pp 311–332 Prasad D, Mukherjee A, Mukherjee V (2017) Transient stability constrained optimal power flow using chaotic whale optimization algorithm. In: Handbook of neural computation, pp 311–332
Zurück zum Zitat Prasad D, Mukherjee A, Shankar G, Mukherjee V (2017b) Application of chaotic whale optimisation algorithm for transient stability constrained optimal power flow. IET Sci Meas Technol 11(8):1002–1013CrossRef Prasad D, Mukherjee A, Shankar G, Mukherjee V (2017b) Application of chaotic whale optimisation algorithm for transient stability constrained optimal power flow. IET Sci Meas Technol 11(8):1002–1013CrossRef
Zurück zum Zitat Price K, Storn RM, Lampinen JA (2006) Differential evolution: a practical approach to global optimization. Springer, BerlinMATH Price K, Storn RM, Lampinen JA (2006) Differential evolution: a practical approach to global optimization. Springer, BerlinMATH
Zurück zum Zitat Rattananatthaworn O (2019) Transient stability constrained optimal power flow by particle swarm optimization with time varying acceleration coefficients. In: 2019 IEEE PES GTD grand international conference and exposition Asia (GTD Asia), pp 774–778. IEEE Rattananatthaworn O (2019) Transient stability constrained optimal power flow by particle swarm optimization with time varying acceleration coefficients. In: 2019 IEEE PES GTD grand international conference and exposition Asia (GTD Asia), pp 774–778. IEEE
Zurück zum Zitat Saadat H (1999) Power system analysis, vol 232. WCB/McGraw-Hill, Singapore Saadat H (1999) Power system analysis, vol 232. WCB/McGraw-Hill, Singapore
Zurück zum Zitat Sheskin DJ (2000) Parametric and nonparametric statistical procedures. Chapman & Hall/CRC, Boca Raton, FLMATH Sheskin DJ (2000) Parametric and nonparametric statistical procedures. Chapman & Hall/CRC, Boca Raton, FLMATH
Zurück zum Zitat Tu X, Dessaint LA, Kamwa I (2014) Fast approach for transient stability constrained optimal power flow based on dynamic reduction method. IET Gener Transm Distrib 8(7):1293–1305CrossRef Tu X, Dessaint LA, Kamwa I (2014) Fast approach for transient stability constrained optimal power flow based on dynamic reduction method. IET Gener Transm Distrib 8(7):1293–1305CrossRef
Zurück zum Zitat Wolpert DH, Macready WG (1997) No free lunch theorems for optimization. IEEE Trans Evolut Comput 1(1):67–82CrossRef Wolpert DH, Macready WG (1997) No free lunch theorems for optimization. IEEE Trans Evolut Comput 1(1):67–82CrossRef
Zurück zum Zitat Xia Y, Chan KW, Liu M (2005) Direct nonlinear primal–dual interior-point method for transient stability constrained optimal power flow. IEE Proc Gener Transm Distrib 152(1):11–16CrossRef Xia Y, Chan KW, Liu M (2005) Direct nonlinear primal–dual interior-point method for transient stability constrained optimal power flow. IEE Proc Gener Transm Distrib 152(1):11–16CrossRef
Zurück zum Zitat Xu Y, Dong ZY, Meng K, Zhao JH, Wong KP (2012) A hybrid method for transient stability-constrained optimal power flow computation. IEEE Trans Power Syst 27(4):1769–1777CrossRef Xu Y, Dong ZY, Meng K, Zhao JH, Wong KP (2012) A hybrid method for transient stability-constrained optimal power flow computation. IEEE Trans Power Syst 27(4):1769–1777CrossRef
Zurück zum Zitat Yan W, Liu F, Chung CY, Wong KP (2006) A hybrid genetic algorithm-interior point method for optimal reactive power flow. IEEE Trans Power Syst 21(3):1163–1169CrossRef Yan W, Liu F, Chung CY, Wong KP (2006) A hybrid genetic algorithm-interior point method for optimal reactive power flow. IEEE Trans Power Syst 21(3):1163–1169CrossRef
Zurück zum Zitat Zimmerman RD, Murillo-Sánchez CE, Gan DA (2005) A matlab power system simulation package. Google Scholar Zimmerman RD, Murillo-Sánchez CE, Gan DA (2005) A matlab power system simulation package. Google Scholar
Metadaten
Titel
HSOS: a novel hybrid algorithm for solving the transient-stability-constrained OPF problem
verfasst von
Anulekha Saha
Aniruddha Bhattacharya
Priyanath Das
Ajoy Kumar Chakraborty
Publikationsdatum
25.09.2019
Verlag
Springer Berlin Heidelberg
Erschienen in
Soft Computing / Ausgabe 10/2020
Print ISSN: 1432-7643
Elektronische ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-019-04374-9

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