Enhancing Hybrid Power System Performance with GWO-Tuned Fuzzy-PID Controllers: A Comparative Study

(1) Meetpal Singh Mail (Noida International University, India)
(2) Sujata Arora Mail (Noida International University, India)
(3) * Owais Ahmad Shah Mail (K. R. Mangalam University, India)
*corresponding author

Abstract


This study explores the implementation of a novel control strategy within hybrid power systems, leveraging a Grey Wolf Optimization (GWO)-tuned Fuzzy Proportional-Integral-Derivative (Fuzzy-P.I.D.) controller to enhance the integration of renewable energy sources. By addressing the critical challenge of grid frequency deviations, this approach significantly bolsters the stability and efficiency of power flow, ensuring a more reliable electricity supply. Employing MATLAB simulations, the research underscores the superior performance of the GWO-tuned Fuzzy-P.I.D. controller, which necessitates fewer control interventions and yields lower oscillation frequencies than its conventional P.I.D. and Fuzzy-P.I.D. counterparts. The robustness of this optimized controller is further validated through extensive tests, demonstrating its resilience across a spectrum of parameter adjustments and operational scenarios, including the hypothetical removal of system components. The findings reveal that this advanced control method markedly surpasses traditional solutions in maintaining stable electricity flow and enhancing the system's overall resilience and adaptability to the variable nature of renewable energy. Thus, the GWO-tuned Fuzzy-P.I.D. controller emerges as a significant innovation in hybrid power system management, heralding a new era of optimization and efficiency in renewable energy integration.

Keywords


Hybrid Power System; Grey Wolf Optimization; Fuzzy-P.I.D. Controller; Renewable Energy; Control System

   

DOI

https://doi.org/10.31763/ijrcs.v4i2.1388
      

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References


[1] M. Z. Jacobson et al., “100% clean and renewable wind, water, and sunlight all-sector energy roadmaps for 139 countries of the world,†Joule, vol. 1, no. 1, pp. 108–121, 2017, https://doi.org/10.1016/j.joule.2017.07.005.

[2] A. Ma’arif, I. Suwarno, E. Nur’aini, and N. M. Raharja, “Altitude Control of UAV Quadrotor Using PID and Integral State Feedback,†BIO Web of Conferences, vol. 65, p. 07011, 2023, https://doi.org/10.1051/bioconf/20236507011.

[3] T. Kober, H. W. Schiffer, M. Densing, and E. Panos, “Global energy perspectives to 2060 – WEC’s World Energy Scenarios 2019,†Energy Strategy Reviews, vol. 31, p. 100523, 2020, https://doi.org/10.1016/j.esr.2020.100523.

[4] D. Saputra, A. Ma’arif, H. Maghfiroh, P. Chotikunnan, and S. N. Rahmadhia, “Design and Application of PLC-based Speed Control for DC Motor Using PID with Identification System and MATLAB Tuner,†International Journal of Robotics and Control Systems, vol. 3, no. 2, pp. 233–244, 2023, https://doi.org/10.31763/ijrcs.v3i2.775.

[5] H. Chen, T. N. Cong, W. Yang, C. Tan, Y. Li, and Y. Ding, “Progress in electrical energy storage system: A critical review,†Progress in natural science, vol. 19, no. 3, pp. 291–312, 2009, https://doi.org/10.1016/j.pnsc.2008.07.014.

[6] S. Ganesan, U. Subramaniam, A. A. Ghodke, R. M. Elavarasan, K. Raju and M. S. Bhaskar, “Investigation on Sizing of Voltage Source for a Battery Energy Storage System in Microgrid With Renewable Energy Sources,†IEEE Access, vol. 8, pp. 188861-188874, 2020, https://doi.org/10.1109/ACCESS.2020.3030729.

[7] Y. Gu, Y. Huang, Q. Wu, C. Li, H. Zhao and Y. Zhan, “Isolation and Protection of the Motor-Generator Pair System for Fault Ride-Through of Renewable Energy Generation Systems,†IEEE Access, vol. 8, pp. 13251-13258, 2020, https://doi.org/10.1109/ACCESS.2020.2965773.

[8] N. M. Haegel and S. R. Kurtz, “Global Progress Toward Renewable Electricity: Tracking the Role of Solar (Version 2),†IEEE Journal of Photovoltaics, vol. 12, no. 6, pp. 1265-1272, 2022, https://doi.org/10.1109/JPHOTOV.2022.3206532.

[9] A. Qazi et al., “Towards Sustainable Energy: A Systematic Review of Renewable Energy Sources, Technologies, and Public Opinions,†IEEE Access, vol. 7, pp. 63837-63851, 2019, https://doi.org/10.1109/ACCESS.2019.2906402.

[10] R. M. Elavarasan et al., “A Comprehensive Review on Renewable Energy Development, Challenges, and Policies of Leading Indian States With an International Perspective,†IEEE Access, vol. 8, pp. 74432-74457, 2020, https://doi.org/10.1109/ACCESS.2020.2988011.

[11] M. F. Tahir, C. Haoyong, A. Khan, M. S. Javed, N. A. Laraik and K. Mehmood, “Optimizing Size of Variable Renewable Energy Sources by Incorporating Energy Storage and Demand Response,†IEEE Access, vol. 7, pp. 103115-103126, 2019, https://doi.org/10.1109/ACCESS.2019.2929297.

[12] W. Wang, S. Huang, G. Zhang, J. Liu and Z. Chen, “Optimal Operation of an Integrated Electricity-heat Energy System Considering Flexible Resources Dispatch for Renewable Integration,†Journal of Modern Power Systems and Clean Energy, vol. 9, no. 4, pp. 699-710, 2021, https://doi.org/10.35833/MPCE.2020.000917.

[13] E. C. Mathew, R. Sharma and A. Das, “A Fault Tolerant Scheme for Integration of Remote Renewable Energy Sources With HVDC System,†IEEE Transactions on Power Delivery, vol. 35, no. 6, pp. 2876-2884, 2020, https://doi.org/10.1109/TPWRD.2020.3015933.

[14] F. R. Albogamy et al., “Real-Time Scheduling for Optimal Energy Optimization in Smart Grid Integrated With Renewable Energy Sources,†IEEE Access, vol. 10, pp. 35498-35520, 2022, https://doi.org/10.1109/ACCESS.2022.3161845.

[15] F. Angizeh, J. Bae, J. Chen, A. Klebnikov and M. A. Jafari, “Impact Assessment Framework for Grid Integration of Energy Storage Systems and Renewable Energy Sources Toward Clean Energy Transition,†IEEE Access, vol. 11, pp. 134995-135005, 2023, https://doi.org/10.1109/ACCESS.2023.3337133.

[16] Z. Ishrat, S. Vats, K. B. Ali, O. Ahmad Shah and T. Ahmed, “A Comprehensive Study on Conventional HPPT Techniques for Solar PV System,†2023 International Conference on Computational Intelligence, Communication Technology and Networking (CICTN), pp. 315-321, 2023, https://doi.org/10.1109/CICTN57981.2023.10140264.

[17] H. Schiffer, T. Kober, and E. Panos, “World energy council’s global energy scenarios to 2060,†Zeitschrift für Energiewirtschaft, vol. 2, no. 42, pp. 91–102, 2018, https://doi.org/10.1007/s12398-018-0225-3.

[18] M. Edwin, M. S. Nair, and S. Joseph Sekhar, “A comprehensive review for power production and economic feasibility on hybrid energy systems for remote communities,†International Journal of Ambient Energy, vol. 43, no. 1, pp. 1456–1468, 2022, https://doi.org/10.1080/01430750.2020.1712252.

[19] E. Widya Suseno and A. Ma’arif, “Tuning of PID Controller Parameters with Genetic Algorithm Method on DC Motor,†International Journal of Robotics and Control Systems, vol. 1, no. 1, pp. 41–53, 2021, https://doi.org/10.31763/ijrcs.v1i1.249.

[20] A. Kumar, P. Chaudhary and O. A. Shah, “Intelligent Controller Based on Artificial Neural Network and INC Based MPPT for Grid Integrated Solar PV System,†International Journal of Robotics & Control System, vol. 3, no. 4, pp. 839–852, 2023, https://doi.org/10.31763/ijrcs.v3i4.1150.

[21] L. Yao, B. Yang, H. Cui, J. Zhuang, J. Ye, and J. Xue, “Challenges and progresses of energy storage technology and its application in power systems,†Journal of Modern Power Systems and Clean Energy, vol. 4, pp. 519–528, 2016, https://doi.org/10.1007/s40565-016-0248-x.

[22] D. V. Doan, K. Nguyen, and Q. V. Thai, “A Novel Fuzzy Logic Based Load Frequency Control for Multi-Area Interconnected Power Systems,†Engineering, Technology & Applied Science Research, vol. 11, no. 4, pp. 7522–7529, 2021, https://doi.org/10.48084/etasr.4320.

[23] R. Patra, P. Chaudhary, and O. A. Shah, “Design and Development of ANFIS based Controller for Three Phase Grid Connected System,†International Journal of Robotics and Control Systems, vol. 4, no. 1, pp. 125-138, 2024, https://doi.org/10.31763/ijrcs.v4i1.1242.

[24] C. M. Falkner and B. S. Heck, “A comparison of nonlinear controllers on a single generator-infinite bus power system,†Proceedings of 1995 American Control Conference - ACC'95, vol. 3, pp. 1550-1555, 1995, https://doi.org/10.1109/ACC.1995.529768.

[25] J. T. D. C. Neto, A. O. Salazar, F. M. U. D. Araújo and A. L. d. O. Cavalcanti, “Hybrid fuzzy and robust controller applied to a DC-DC boost converter,†IECON 2014 - 40th Annual Conference of the IEEE Industrial Electronics Society, pp. 5108-5114, 2014, https://doi.org/10.1109/IECON.2014.7049277.

[26] S. P. Giri and S. K. Sinha, “Four-area load frequency control of an niterconnected power system using neuro-fuzzy hybrid intelligent proportional and integral control approach,†Journal of Intelligent Systems, vol. 22, no. 2, pp. 131-153, 2013, https://doi.org/10.1515/jisys-2012-0025.

[27] D. Mishra, P. C. Sahu, R. C. Prusty, and S. Panda, “Power Generation Monitoring of a hybrid Power System with I-GWO designed trapezoidal type-II fuzzy Controller,†International Journal of Modelling and Simulation, vol. 42, no. 5, pp. 797-813, 2022, https://doi.org/10.1080/02286203.2021.1983744.

[28] O. A. Shah, I. Ahmed Khan, G. Nijhawan and I. Garg, “Low Transistor Count Storage Elements and their Performance Comparison,†2018 International Conference on Advances in Computing, Communication Control and Networking (ICACCCN), pp. 801-805, 2018, https://doi.org/10.1109/ICACCCN.2018.8748364.

[29] Rakesh, O. A. Shah and S. Vats, “Floorplanning and Comparative Analysis of 16-bit Synchronous Up/Down Counter in Different CMOS Technology,†2023 International Conference on Computational Intelligence and Sustainable Engineering Solutions (CISES), pp. 867-871, 2023, https://doi.org/10.1109/CISES58720.2023.10183608.

[30] P. Teotia, and O. A. Shah, “Power and Area Efficient Sense Amplifier Based Flip Flop with Wide Voltage and Temperature Upholding for Portable IoT Applications,†Informacije MIDEM-Journal of Microelectronics, Electronic Components and Material, vol. 53, no. 1, pp. 39-48, 2023, https://doi.org/10.33180/InfMIDEM2023.104.

[31] E. Espina, J. Llanos, C. Burgos-Mellado, R. Cárdenas-Dobson, M. Martínez-Gómez and D. Sáez, “Distributed Control Strategies for Microgrids: An Overview,†IEEE Access, vol. 8, pp. 193412-193448, 2020, https://doi.org/10.1109/ACCESS.2020.3032378.

[32] K. Mahmud, G. E. Town, S. Morsalin, and M. J. Hossain, “Integration of electric vehicles and management in the internet of energy,†Renewable and Sustainable Energy Reviews, vol. 82, pp. 4179–4203, 2018, https://doi.org/10.1016/j.rser.2017.11.004.

[33] M. Kumar, S. C. Srivastava and S. N. Singh, “Control Strategies of a DC Microgrid for Grid Connected and Islanded Operations,†IEEE Transactions on Smart Grid, vol. 6, no. 4, pp. 1588-1601, 2015, https://doi.org/10.1109/TSG.2015.2394490.

[34] J. Zhao, F. Wen, Z. Y. Dong, Y. Xue and K. P. Wong, “Optimal Dispatch of Electric Vehicles and Wind Power Using Enhanced Particle Swarm Optimization,†IEEE Transactions on Industrial Informatics, vol. 8, no. 4, pp. 889-899, 2012, https://doi.org/10.1109/TII.2012.2205398.

[35] N. Kumar, P. Besuner, S. Lefton, D. Agan, and D. Hilleman, “Power plant cycling costs,†National Renewable Energy Laboratory, 2012, https://doi.org/10.2172/1046269.

[36] E. F. Camacho, C. Bordons, “Constrained model predictive control,†Springer, 2007, https://doi.org/10.1007/978-0-85729-398-5.

[37] D. Acharya, D. K. Das and A. Srivastava, “A New Quantum-Class Topper Optimization Based Fractional Order Proportional Integral Power System Stabilizer Design to Damp Out Low Frequency Oscillations in Power Systems,†2020 IEEE Calcutta Conference (CALCON), pp. 45-49, 2020, https://doi.org/10.1109/CALCON49167.2020.9106504.

[38] L. Y. Pao and K. E. Johnson, “Control of Wind Turbines,†IEEE Control Systems Magazine, vol. 31, no. 2, pp. 44-62, 2011, https://doi.org/10.1109/MCS.2010.939962.

[39] D. Connolly, H. Lund, B. V. Mathiesen, and M. Leahy, “A review of computer tools for analysing the integration of renewable energy into various energy systems,†Applied Energy, vol. 87, no. 4, pp. 1059–1082, 2010, https://doi.org/10.1016/j.apenergy.2009.09.026.

[40] C. Chang, H. Lee, and C. Liu, “A review of artificial intelligence algorithms used for smart machine tools,†Inventions, vol. 3, no. 3, p. 41, 2018, https://doi.org/10.3390/inventions3030041.

[41] J. Kennedy and R. Eberhart, “Particle swarm optimization,†Proceedings of ICNN'95 - International Conference on Neural Networks, vol. 4, pp. 1942-1948, 1995, https://doi.org/10.1109/ICNN.1995.488968.

[42] J. Maciejowski, “Model Predictive Control: A New Paradigm for Automatic Control 2002 Presidential Address,†Measurement and Control, vol. 36, no. 2, pp. 44-47, 2003, https://doi.org/10.1177/002029400303600201.

[43] J. R. Vázquez-Canteli and Z. Nagy, “Reinforcement learning for demand response: A review of algorithms and modeling techniques,†Applied Energy, vol. 235, pp. 1072–1089, 2019, https://doi.org/10.1016/j.apenergy.2018.11.002.

[44] Y. Zhang, T. Huang, and E. F. Bompard, “Big data analytics in smart grids: a review,†Energy informatics, vol. 1, no. 1, pp. 1–24, 2018, https://doi.org/10.1186/s42162-018-0007-5.

[45] I. Pan and S. Das, “Fractional order fuzzy control of hybrid power system with renewable generation using chaotic PSO,†ISA Transactions, vol. 62, pp. 19–29, 2016, https://doi.org/10.1016/j.isatra.2015.03.003.


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International Journal of Robotics and Control Systems
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