Capacitors placement in distribution systems with nonlinear load by using the variables’ inclusion and interchange algorithm
Ubicación de capacitores en sistemas de distribución con carga no lineal mediante el algoritmo de inclusión e intercambio de variables
DOI:
https://doi.org/10.15446/dyna.v88n217.91145Palabras clave:
capacitors; harmonics; distribution systems; optimization algorithms (en)capacitores; armónicos; sistemas de distribución; algoritmos de optimización. (es)
Descargas
This work presents a substantial improvement of the variables’ inclusion and interchange algorithm (VIIA) for capacitors placement that considers circuits with harmonic distortion. Several load states are considered, and fixed and switched capacitors are employed in optimization. All the pertinent constraints of voltage magnitude, total harmonic distortion, individual harmonic distortion, and of overstress of capacitors are implemented. The here defined global harmonic-distortion index states the distance to the feasibility or the unfeasibility of a solution with respect the harmonic distortion constraints. The inclusion in the sequential quadratic programming sub-problem of an inequality linear constraint on this global harmonic-distortion index, allows the determining of solutions that comply with the harmonic distortion related constraints. A comparison of the solutions of various examples obtained by the presented method with the best solutions obtained by the Matlab’s genetic algorithm shows the effectiveness of this method.
Este trabajo presenta una mejora sustancial del algoritmo de inclusión e intercambio de variables (VIIA) para ubicación de capacitores. Son considerados varios estados de carga y se emplean capacitores fijos y controlados en la optimización. Todas las restricciones pertinentes de distorsión total de armónicos, distorsión individual de armónicos y de sobrecarga de capacitores son implementadas. El índice de distorsión armónica global que aquí se define, establece la distancia a la factibilidad o no factibilidad de una solución con respecto a las restricciones de distorsión armónica. La inclusión en el sub-problema de programación cuadrática secuencial, de una restricción lineal de desigualdad sobre este índice global de distorsión armónica, permite determinar soluciones que cumplen con las restricciones relacionadas a la distorsión armónica. Una comparación de las soluciones obtenidas para varios ejemplos por el método presentado con las mejores soluciones obtenidas por el algoritmo genético de Matlab, muestra la efectividad de este método.
Referencias
Masoum, M.A., Lajevardi, M., Fuchs, E.F. and Grady, W.M.,Application of local variations and maximum sensitivities selectionsfor optimal placement of shunt capacitor banks under nonsinusoidaloperating conditions. Int. J. Electr. Power Energy Syst., 26, pp. 761-769, 2004. DOI: 10.1016/j.ijepes.2004.05.008
Masoum, M.A., Jafarian, A., Lajevardi, M., Fuchs, E.F. and Grady,W.M., Fuzzy approach for optimal placement and sizing of capacitorbanks in the presence of harmonics. IEEE Trans. Power Deliv., 19,pp. 822-831, 2004. DOI: 10.1109/TPWRD.2003.823187
Masoum, M.A., Lajevardi, M., Jafarian, M. and Fuchs, E.F., Optimalplacement, replacement and sizing of capacitor banks in distorteddistribution networks by genetic algorithms. IEEE Trans. PowerDeliv., 19(4), pp. 1794-1801, 2004. DOI:10.1109/TPWRD.2004.835438
Yu, X., Xiong, X., and Wu, Y., A PSO-based approach to optimalcapacitor placement with harmonic distortion consideration. ElectricPower Systems Research, 71(1), pp. 27-33, 2004. DOI:10.1016/j.epsr.2004.01.002
Carpinelli, P., Varilone, V., Di Vito, and Abur. A., Capacitorplacement in three-phase distribution systems with nonlinear andunbalanced loads, IEEE Proc. Gener. Transm. Distrib, 152(1), pp. 47-52, 2005. DOI: 10.1049/ipgtd:20040709
Khalil, T.M., Youssef, H.K. and Aziz, M.A., Optimal Capacitorplacement on radial distribution feeders in presence of nonlinear loads using binary particle swarm optimization. In: Proceedings of the 19th International Conference on Electricity Distribution, Vienna, Austria,2007.
Ladjavardi, M. and Masoum, M.A., Genetically optimized fuzzyplacement and sizing of capacitor banks in distorted distributionnetworks. IEEE Trans. Power Deliv., 23, pp. 449-456, 2008. DOI:10.1109/TPWRD.2007.911185
Eajal, A.A. and El-Hawary, M.E., Optimal capacitor placement andsizing in unbalanced distribution systems with harmonicsconsideration using particle swarm optimization. IEEE Trans. PowerDeliv., 25, pp. 1734-1744, 2010. DOI:10.1109/TPWRD.2009.2035425
Taher, S.A., Karimian, A. and Hasani, M., A new method for optimal location and sizing of capacitors in distorted distribution networksusing PSO algorithm. Simul. Model. Pract. Theory, 19, pp. 662-672, 2011. DOI: 10.1016/j.simpat.2010.09.001
Mohkami, H., Hooshmand, R. and Khodabakhshian, A., Fuzzyoptimal placement of capacitors in the presence of nonlinear loads inunbalanced distribution networks using BF-PSO algorithm, Appl.Soft Comput., 11(4), pp. 3634-3642, 2011. DOI:10.1016/j.asoc.2011.01.035
Chang, G.W., Chang, W.C., Chuang, C.S. and Shih, D.Y., FuzzyLogic and immune-based algorithm for placement and sizing of shunt capacitor banks in a distorted power Network. IEEE Trans. PowerDeliv., 26, pp. 2145-2153, 2011. DOI:10.1109/TPWRD.2011.2167246
Segura, S., da Silva, L.C., Romero, R., et al., Strategic capacitorplacement in distribution systems by minimization of harmonicsamplification because of resonance, IET Gener. Transm. Distrib.,6(7), pp. 646-656, 2012. DOI: 10.1049/ietgtd.2011.0517
IEEE Std. 519-2014. IEEE recommended practices and requirementsfor harmonic control in electrical power systems. IEEE, 2014.
Gonzalves, A.R., Cavellucci, C., Filho, C.L. and Von Zuben, F.J., An Extremal optimization approach to parallel resonance constrainedcapacitor placement problem, In: 2012 6th IEEE/PES Transmissionand Distribution: Latin America, Montevideo, Uruguay, 2012.
Taher, S.A. and Bagherpour, R., A new approach for optimalcapacitor placement and sizing in unbalanced distorted distributionsystems using hybrid honey bee colony algorithm, Int. J. Electr.Power Energy Syst., 49, pp. 430-448, 2013. DOI:10.1016/j.ijepes.2013.02.003
Vuletic J. and Todorovski, M., Optimal capacitor placement indistorted distribution networks with different load models usingPenalty Free Genetic Algorithm, Electrical Power and EnergySystems, 78, pp. 174-182, 2016. DOI: 10.1016/j.ijepes.2015.11.065
Azevedo, M.S.S., Abril, I.P., Leite, J.C. and de Medeiros, A.B.,Capacitors placement by NSGA-II in distribution systems with non-linear loads. Int. J. Electr. Power Energy Syst., 82, pp. 281-287, 2016. DOI: 10.1016/j.ijepes.2016.03.025
Onaka, J.H.D, Bezerra, U.H., de Lima Tostes, M. and Lima, A.S., Aposteriori decision analysis based on Resonance Index and NSGA-IIapplied to the capacitor banks placement problem, Electric PowerSystems Research, 151, pp. 296-307, 2017. DOI:10.1016/j.epsr.2017.05.041
Ayoubi, M., Hooshmand, R.A. and Esfahani, M.T., Optimal capacitor placement in distorted distribution systems considering resonanceconstraint using multi-swarm particle swarm optimisation algorithm.IET Gener. Trans. Distrib., 11, pp. 3210-3221, 2017. DOI:10.1049/iet-gtd.2016.0989
Semensato, M., Application of the Ideal compensation method inunbalanced distribution network considering harmonics. In: 2019IEEE PES Innovative Smart Grid Technologies Conference-LatinAmerica, ISGT Latin America, IEEE, 2019, pp. 1-6.
Moghadam, M.E., Falaghi, H. and Farhadi, M., A Novel method ofoptimal capacitor placement in the presence of harmonics for powerdistribution Network using NSGA-II Multi-objective geneticoptimization algorithm, Math. Comput. Appl., 25(17), pp. 1-18, 2020.DOI: 10.3390/mca25010017
IEEE Std. 18-2002. IEEE standard for shunt power capacitors. IEEE,2003.
Pérez-Abril, I., Algorithm of inclusion and interchange of variablesfor capacitors placement. Electric Power Systems Research, 148, pp.117-126, 2017. DOI: 10.1016/j.epsr.2017.03.027
Prakash, D.B. and Lakshminarayana, C., Optimal siting of capacitorsin radial distribution network using Whale Optimization Algorithm.Alexandria Engineering Journal, 56, pp. 499-509, 2017. DOI:10.1016/j.aej.2016.10.002
Díaz, P., Pérez-Cisneros, M., Cuevas, M., Camarena, O., Martínez,F.A.F. and González. A., A swarm approach for improving voltageprofiles and reduce power loss on electrical distribution Networks.IEEE Access, 6, pp. 49498-49512, 2018. DOI:0.1109/ACCESS.2018.2868814
Arrillaga, J. and Watson, N.R., Power System Harmonics, John Wiley& Sons, 2003.
Cómo citar
IEEE
ACM
ACS
APA
ABNT
Chicago
Harvard
MLA
Turabian
Vancouver
Descargar cita
CrossRef Cited-by
1. Oscar Danilo Montoya, Walter Gil-González, Alejandro Garcés. (2022). On the Conic Convex Approximation to Locate and Size Fixed-Step Capacitor Banks in Distribution Networks. Computation, 10(2), p.32. https://doi.org/10.3390/computation10020032.
Dimensions
PlumX
Visitas a la página del resumen del artículo
Descargas
Licencia

Esta obra está bajo una licencia internacional Creative Commons Atribución-NoComercial-SinDerivadas 4.0.
El autor o autores de un artículo aceptado para publicación en cualquiera de las revistas editadas por la facultad de Minas cederán la totalidad de los derechos patrimoniales a la Universidad Nacional de Colombia de manera gratuita, dentro de los cuáles se incluyen: el derecho a editar, publicar, reproducir y distribuir tanto en medios impresos como digitales, además de incluir en artículo en índices internacionales y/o bases de datos, de igual manera, se faculta a la editorial para utilizar las imágenes, tablas y/o cualquier material gráfico presentado en el artículo para el diseño de carátulas o posters de la misma revista. Al asumir los derechos patrimoniales del artículo, no podrá reproducirse parcial o totalmente en ningún medio impreso o digital sin permiso expreso del mismo Carta de Presentación