Artificial Intelligence based Multi-Objective Hybrid Controller for PV-Battery Unified Power Quality Conditioner
Abstract
This work presents an artificial intelligence-based hybrid control technique for the unified power quality conditioner integrated with solar PV and battery storage systems. The UPQC comprises a series and a shunt voltage source converter, connected with a dc link. The hybrid controller adapts both the Fuzzy Logic controller and artificial neural network. The Neuro-Fuzzy Hybrid Controller (NFHC) is adapted to control DC-Link voltage. The prime objectives of the proposed work are minimization of harmonics in current waveforms and power factor improvement, rapid action for dc-link voltage balancing, elimination of sag/swell in the source voltage, superior performance for large disturbances, and suitable compensation for unbalanced networks. The performance analysis of the proposed controller was carried out with three different test cases for various combinations of loads, solar irradiation and compared with those of existing methods.
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Yang-Wen Wang, and Man-Chung Wong, “Historical Review of Parallel Hybrid Active Power Filter for Power Quality Improvement”, IEEE TENCON, Jan 2015. (Conference)
Metin Kesler and Engin Ozdemir, “Synchronous-Reference-Frame-Based Control Method for UPQC under Unbalanced and Distorted Load Conditions”, IEEE Transactions on Industrial Electronics, Vol. 58, No. 9, pp. 3967-3975, September 2011. (Article)
Suresh M and Panda A. K, “PI and Fuzzy Logic Controller based 3-phase 4-wire Shunt active filter for mitigation of Current harmonics with Id-Iq Control Strategy”, Journal of power Electronics , Vol. 11, No. 6, 2011. (Article)
Kirawanich P, and Robert M O C, “Fuzzy logic control of an active power line conditioner”, IEEE Trans. on Power Electronics, Vol. 19, No.6, Nov. 2004. (Article)
Suresh M and Panda A. K, “RTDS hardware implementation and simulation of SHAF for mitigation of harmonics using p-q control strategy with PI and Fuzzy logic controllers”, Frontiers of Electrical and Electronic Engineering , Vol. 7, No. 4, pp. 427–437, 2012. (Article)
Hsiung C L, “Intelligent Neural Network-Based Fast Power System Harmonic Detection,” IEEE Transactions on Industrial Electronics, Vol. 54, No. 1, 2007. (Article)
Sachin Devassy, Bhim Singh, “Design and Performance Analysis of Three-Phase Solar PV Integrated UPQC”, ICPS, IEEE-March 2016. (Conference)
P.K.Dash S.K.Panda T.H.Lee J.X.Xu, A.Rou tray, “Fuzzy and Neural Controllers for Dynamic Systems: an Overview”. IEEE, May 1997. (Conference)
Mohankumar G. B. and Manoharan S, “Performance Analysis of Multi Converter Unified Power Quality Conditioner with Dual Feeder System using Fuzzy Logic Control”, International Journal of Control and Automation., Vol. 8, No. 3, pp. 251-270. 2015. (Article)
Mohamad Milood Almelian, Izzeldin I Mohd, Mohamed Asghaiyer Omran and Usman Ullah Sheikh, “Performance of unified power quality conditioner (UPQC) based on fuzzy controller for attenuating of voltage and current harmonics”, IOP Conf. Series: Materials Science and Engineering , Vol.342 ,No.1, pp. 012084, April 2018. (Article)
V. Vinothkumar, R. Kanimozhi, “Power flow control and power quality analysis in power distribution system using UPQC based cascaded multi level inverter with predictive phase dispersion modulation method”, Journal of Ambient Intelligence and Humanized Computing, Vol.12, pp. 6445–6463, 2021. (Article)
M. R. Mohanraj, R. Prakash, “A Unified Power Quality Conditioner for Power Quality Improvement in Distributed Generation Network Using Adaptive Distributed Power Balanced Control (ADPBC)”, International Journal of Wavelets, Multi-resolution and Information Processing, Vol. 18, No. 01, pp. 1941021, 2020. (Article)
Krishna Sarker, Debashis Chatterjee & S. K. Goswami, “A modified PV-wind-PEMFCS-based hybrid UPQC system with combined DVR/STATCOM operation by harmonic compensation”, International Journal of Modeling and Simulation, Vol.41, No.4, pp. 243-255, March 2020. (Article)
Tejinder S., Lakhwinder S., Gill B. and Malik O.P, “Effectiveness of UPQC in Mitigating Harmonics Generated by an Induction Furnace”, Electric Power Components and Systems. Vol. 46, No. 6, pp. 1-8, 2018. (Article)
S.S. Dheeban & N.B. Muthu Selvan, “ANFIS-based Power Quality Improvement by Photovoltaic Integrated UPQC at Distribution System”, IETE Journal of Research. Feb-2021. (Article)
DOI (PDF): https://doi.org/10.20508/ijrer.v12i1.12806.g8425
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