Research Article |
Power Quality Enhancement through Active Power Filters in Radial Distribution System using Pelican Optimizer
Author(s): Ashokkumar Lakum*, Bharti Parmar, Gautam Sarvaiya and Aakash Kubavat
Published In : International Journal of Electrical and Electronics Research (IJEER) Volume 12, Issue 2
Publisher : FOREX Publication
Published : 25 June 2024
e-ISSN : 2347-470X
Page(s) : 632-638
Abstract
In this paper, an application of pelican optimization algorithms (POA) for the enhancement of power quality (PQ) using active power filters (APFs) in radial distribution systems (RDS) is addressed. The harmonics is the main concern of the PQ. Nonlinear loads (NLs) inject the harmonics into the RDS. Here, nonlinear distributed generation (NLDG) is also considered along with NL at two end nodes. By using APFs, the harmonics are minimized to standard limits. Here, APFs are placed with proper size to minimize the harmonics and to improve the PQ. The POA is utilized to optimize the size of APF at proper placement. Inspired by natural processes, the POA has balanced exploration and exploitation characteristics. Subject to inequality constraints, the optimization’s goal is to minimize the APF current. The simulation is done on the IEEE-69 bus RDS to assess the POA’s performance. A comparison study is carried out using the artificial bee colony (ABC) optimization algorithm. The simulation results validate the POA algorithm’s stability and efficacy in solving the optimization problem.
Keywords: Active power filter
, Harmonics
, Pelican optimization algorithm
, Power quality
, Radial distribution system
.
Ashokkumar Lakum*, Assistant Professor, Department of Electrical Engineering, Lukhdhirji Engineering College, Morbi, Gujarat, India; Email: aclakum@lecollege.ac.in
Bharti Parmar, Assistant Professor, Department of Electrical Engineering, Lukhdhirji Engineering College, Morbi, Gujarat, India; Email: bbparmar@lecollege.ac.in
Gautam Sarvaiya, Assistant Professor, Department of Electrical Engineering, Lukhdhirji Engineering College, Morbi, Gujarat, India; Email: gnsarvaiya@lecollege.ac.in
Aakash Kubavat, Assistant Professor, Department of Electrical Engineering, Lukhdhirji Engineering College, Morbi, Gujarat, India; Email: amkubavat@lecollege.ac.in
-
[1] M. K. Gauli, K. Phoungthong, K. Techato, and S. Gyawali, "Predicting the stability of smart grid for improving the sustainability using distributed generation technology," E-Prime-Advances in Electrical Engineering, Electronics and Energy, vol. 5, p. 100185, 2023. https://doi.org/10.1016/j.prime.2023.100185.
-
[2] R. Boopathi and V. Indragandhi, "Comparative analysis of control techniques using a PV-based SAPF integrated grid system to enhance power quality," e-Prime-Advances in Electrical Engineering, Electronics and Energy, vol. 5, p. 100222, 2023. https://doi.org/10.1016/j.prime.2023.100222.
-
[3] V. Hengsritawat, T. Tayjasanant, and N. Nimpitiwan, "Optimal sizing of photovoltaic distributed generators in a distribution system with consideration of solar radiation and harmonic distortion," International Journal of Electrical Power & Energy Systems, vol. 39, pp. 36-47, 2012. https://doi.org/10.1016/j.ijepes.2012.01.002.
-
[4] N. Kumar and A. Kumar, "Techno-economic analysis of non-linear DG penetration in radial distribution systems," Distributed Generation & Alternative Energy Journal, vol. 32, pp. 54-74, 2017. https://doi.org/10.13052/dgaej2156-3306.3243.
-
[5] K. Jha and A. G. Shaik, "A comprehensive review of power quality mitigation in the scenario of solar PV integration into utility grid," e-Prime-Advances in Electrical Engineering, Electronics and Energy, vol. 3, p. 100103, 2023. https://doi.org/10.1016/j.prime.2022.100103.
-
[6] G. J. Wakileh, Power systems harmonics: fundamentals, analysis and filter design: Springer, 2001. https://doi.org/10.1007/978-3-662-04343-1.
-
[7] J. Arrillaga and N. R. Watson, Power system harmonics analysis: John Wiley & Sons, 2004. https://onlinelibrary.wiley.com/doi/book/10.1002/0470871229.
-
[8] I. Ziari and A. Jalilian, "Optimal placement and sizing of multiple APLCs using a modified discrete PSO," International Journal of Electrical Power & Energy Systems, vol. 43, pp. 630-639, 2012. https://doi.org/10.1016/j.ijepes.2012.06.055.
-
[9] "IEEE Recommended Practice and Requirements for Harmonic Control in Electric Power Systems," IEEE, New York, NY, 2014. 10.1109/IEEESTD.2014.6826459.
-
[10] H. Rezapour, F. Fathnia, M. Fiuzy, H. Falaghi, and A. M. Lopes, "Enhancing power quality and loss optimization in distorted distribution networks utilizing capacitors and active power filters: A simultaneous approach," International Journal of Electrical Power & Energy Systems, vol. 155, p. 109590, 2024. https://doi.org/10.1016/j.ijepes.2023.109590.
-
[11] A. Ebrahimi, M. Moradlou, and M. Bigdeli, "Optimal siting and sizing of custom power system and smart parking lot in the active distribution network," IET Renewable Power Generation, 2024. https://doi.org/10.1049/rpg2.12945.
-
[12] C. R. Rao, R. Balamurugan, and R. K. R. Alla, "Artificial Rabbits Optimization Based Optimal Allocation of Solar Photovoltaic Systems and Passive Power Filters in Radial Distribution Network for Power Quality Improvement," International Journal of Intelligent Engineering & Systems, vol. 16, 2023. https://inass.org/wp-content/uploads/2022/09/2023022809-2.pdf.
-
[13] I. Ziari and A. Jalilian, "Optimal allocation and sizing of active power line conditioners using a new particle swarm optimization-based approach," Electric Power Components and Systems, vol. 40, pp. 273-291, 2012. https://doi.org/10.1080/15325008.2011.631084.
-
[14] R. Keypour, H. Seifi, and A. Yazdian-Varjani, "Genetic based algorithm for active power filter allocation and sizing," Electric Power Systems Research, vol. 71, pp. 41-49, 2004. https://doi.org/10.1016/j.epsr.2004.01.004.
-
[15] Z. W. Geem, J. H. Kim, and G. Loganathan, "A new heuristic optimization algorithm: harmony search," Simulation, vol. 76, pp. 60-68, 2001. https://doi.org/10.1177/0037549701076002.
-
[16] M. Farhoodnea, A. Mohamed, H. Shareef, and H. Zayandehroodi, "Optimum placement of active power conditioner in distribution systems using improved discrete firefly algorithm for power quality enhancement," Applied Soft Computing, vol. 23, pp. 249-258, 2014. https://doi.org/10.1016/j.asoc.2014.06.038.
-
[17] M. Farhoodnea, A. Mohamed, H. Shareef, and H. Zayandehroodi, "Optimum placement of active power conditioners by a dynamic discrete firefly algorithm to mitigate the negative power quality effects of renewable energy-based generators," International Journal of Electrical Power & Energy Systems, vol. 61, pp. 305-317, 2014. https://doi.org/10.1016/j.ijepes.2014.03.062
-
[18] A. Lakum and V. Mahajan, "Optimal placement and sizing of multiple active power filters in radial distribution system using grey wolf optimizer in presence of nonlinear distributed generation," Electric Power Systems Research, vol. 173, pp. 281-290, 2019. https://doi.org/10.1016/j.epsr.2019.04.001.
-
[19] D. H. Wolpert and W. G. Macready, "No free lunch theorems for optimization," IEEE Transactions on Evolutionary Computation, vol. 1, pp. 67-82, 1997. https://doi.org/10.1109/4235.585893.
-
[20] P. Trojovský and M. Dehghani, "Pelican optimization algorithm: A novel nature-inspired algorithm for engineering applications," Sensors, vol. 22, p. 855, 2022. https://doi.org/10.3390/s22030855.
-
[21] D. Karaboga, "An idea based on honey bee swarm for numerical optimization," Technical report-tr06, Erciyes university, engineering faculty, computer …2005. https://abc.erciyes.edu.tr/pub/tr06_2005.pdf.
-
[22] K. C. G. Ganashree, R. Hemavathy, and M. R. Anala, "Land scene classification from remote sensing images using improved artificial bee colony optimization algorithm," International Journal of Electrical and Computer Engineering (IJECE), vol. 14, pp. 347-357, 2024. http://doi.org/10.11591/ijece.v14i1.pp347-357.
-
[23] J. Yang, J. Cui, X. Xia, X. Gao, B. Yang, and Y.-D. Zhang, "An artificial bee colony algorithm with an adaptive search strategy selection mechanism and its application on workload prediction," Computers & Industrial Engineering, p. 109982, 2024. https://doi.org/10.1016/j.cie.2024.109982.
-
[24] M. I. Azeez, A. Abdelhaleem, S. Elnaggar, K. A. Moustafa, and K. R. Atia, "Optimization of PID trajectory tracking controller for a 3-DOF robotic manipulator using enhanced Artificial Bee Colony algorithm," Scientific reports, vol. 13, p. 11164, 2023. https://doi.org/10.1038/s41598-023-37895-3.
-
[25] F. Taheri1a, M. R. Ghasemi, and B. Dizangian2b, "Practical optimization of power transmission towers using the RBF-based ABC algorithm," Structural Engineering and Mechanics, vol. 73, pp. 463-479, 2020. https://www.researchgate.net/publication/347575495_Practical_optimization_of_power_transmission_towers_using_the_RBF-based_ABC_algorithm.
-
[26] R. Babu Magadum and D. B. Kulkarni, "Optimal placement and sizing of multiple distributed generators in power distribution networks," International Journal of Ambient Energy, vol. 45, p. 2288136, 2024. https://doi.org/10.1080/01430750.2023.2288136.
-
[27] H. Eluri and M. G. Naik, "Energy management system and enhancement of power quality with grid integrated micro-grid using fuzzy logic controller," IJEER, vol. 10, pp. 256-263, 2022. https://doi.org/10.37391/ijeer.100234.
-
[28] S. Srivastava, C. Lata, P. Lohan, and R. W. Mosobi, "Comparative Analysis of Particle Swarm Optimization and Artificial Neural Network Based MPPT with Variable Irradiance and Load," IJEER, vol. 10, pp. 460-465, 2022. https://doi.org/10.37391/ijeer.100309.
-
[29] N. Alamir, S. Kamel, T. F. Megahed, M. Hori, and S. M. Abdelkader, "Developing hybrid demand response technique for energy management in microgrid based on pelican optimization algorithm," Electric Power Systems Research, vol. 214, p. 108905, 2023. https://doi.org/10.1016/j.epsr.2022.108905.
-
[30] I. Rahman, F. Suha, and A. Ahmed, "Optimal Sizing of Hybrid Renewable Energy Based Microgrid System," arXiv preprint arXiv:2403.01602, 2024. https://doi.org/10.48550/arXiv.2403.01602.
-
[31] S. Li, T. Zhang, and J. Yu, "Photovoltaic Array Dynamic Reconfiguration Based on an Improved Pelican Optimization Algorithm," Electronics, vol. 12, p. 3317, 2023. https://doi.org/10.3390/electronics12153317.
-
[32] W. Tuerxun, C. Xu, M. Haderbieke, L. Guo, and Z. Cheng, "A wind turbine fault classification model using broad learning system optimized by improved pelican optimization algorithm," Machines, vol. 10, p. 407, 2022. https://doi.org/10.3390/machines10050407.
-
[33] I. Ziari and A. Jalilian, "A new approach for allocation and sizing of multiple active power-line conditioners," IEEE Transactions on Power Delivery, vol. 25, pp. 1026-1035, 2010. https://doi.org/10.1109/TPWRD.2009.2036180.
-
[34] J.-H. Teng and C.-Y. Chang, "Backward/forward sweep-based harmonic analysis method for distribution systems," IEEE Transactions on Power Delivery, vol. 22, pp. 1665-1672, 2007. https://doi.org/10.1109/TPWRD.2007.899523.