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Innovative Control of Two-Stage Grid-Connected Solar Inverter Based on Genetic Algorithm Optimization


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DOI: https://doi.org/10.15866/ireaco.v16i3.23214

Abstract


Grid-connected photovoltaic systems are now being employed in the power system more and more as a result of their decreasing cost and increased competitiveness in comparison to other power plants. However, because the generated energy is low-voltage DC, it is crucial to change the voltage so that it is compatible with the distribution system (single-phase AC or 3-phase AC). All grid levels should have intelligence injected, and that intelligence should have a long-lasting effect. In order to help utility engineers to better assess the possible effects of these new power sources on the system, this article provides new research tools and approaches. Therefore, a unique PV solar system control approach is suggested by this research. The strategy is an optimized grid-connected solar system control approach. In this regard, it is crucial to design a controller that is good at reducing Power Stress inside the PV System. In this study, the power delivered by the PV system has been controlled and stabilized by using the Proportional Integral Derivative (PID) controller in combination with the Genetic Algorithm (GA) heuristic approach. Then the GA technique has been utilized to identify the ideal settings, based on the performance of Integrated Time Absolute Error (ITAE). The simulation results show that the PV system can successfully monitor the required performance.
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Keywords


Solar Energy; MPPT Technique; PI Controller; GA Optimization

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References


R. Ahmed, V. Sreeram, Y. Mishra, and M. D. Arif, A review and evaluation of the state-of-the-art in PV solar power forecasting: Techniques and optimization, Renewable and Sustainable Energy Reviews, vol. 124, p. 109792, May 2020.
https://doi.org/10.1016/j.rser.2020.109792

A. Dhingra, "Solar Cell," in Electrical and Electronic Devices, Circuits, and Materials, S. L. Tripathi, P. A. Alvi, and U. Subramaniam, Eds., 1st ed.Wiley, 2021, pp. 155-167.
https://doi.org/10.1002/9781119755104.ch9

Vinod, R. Kumar, and S. K. Singh, Solar photovoltaic modeling and simulation: As a renewable energy solution, Energy Reports, vol. 4, pp. 701-712, Nov. 2018.
https://doi.org/10.1016/j.egyr.2018.09.008

R. K. Varma and H. Maleki, PV Solar System Control as STATCOM (PV-STATCOM) for Power Oscillation Damping, IEEE Trans. Sustain. Energy, vol. 10, no. 4, pp. 1793-1803, Oct. 2019.
https://doi.org/10.1109/TSTE.2018.2871074

M. Ünal, A. Ak, V. Topuz, and H. Erdal, Optimization of PID Controllers Using Ant Colony and Genetic Algorithms, vol. 449. in Studies in Computational Intelligence, vol. 449. Berlin, Heidelberg: Springer Berlin Heidelberg, 2013.
https://doi.org/10.1007/978-3-642-32900-5

Rerhrhaye, F., Lahlouh, I., Ennaciri, Y., Benzazah, C., Akkary, A., Sefiani, N., New Solar MPPT Control Technique Based on Incremental Conductance and Multi-Objective Genetic Algorithm Optimization, (2022) International Journal on Energy Conversion (IRECON), 10 (3), pp. 70-78.
https://doi.org/10.15866/irecon.v10i3.22156

Jaber, A., Mohammed, K., Shalash, N., Optimization of Electrical Power Systems Using Hybrid PSO-GA Computational Algorithm: a Review, (2020) International Review of Electrical Engineering (IREE), 15 (6), pp. 502-511.
https://doi.org/10.15866/iree.v15i6.18599

Prada, G., Rojas, J., Romero, G., Fuzzy Adaptive PID Control of a Shell and Tube Heat Exchanger Output Temperature, (2020) International Review of Automatic Control (IREACO), 13 (6), pp. 283-291.
https://doi.org/10.15866/ireaco.v13i6.19148

El Daoudi, S., Lazrak, L., Benzazah, C., Ait Lafkih, M., Open Loop Control of Voltage Across a Three-Phase Resistive Load Fed by Two Level Inverters Controlled by DSP-TMS320F2812, (2018) International Review of Electrical Engineering (IREE), 13 (6), pp. 440-451.
https://doi.org/10.15866/iree.v13i6.16192

C. Benzazah, L. Lazrak, S. E. Daoudi, and M. A. Lafkih, A Part Hardware Implementation of Hydraulic Energy Conversion System Chain in Low Power Controlled by DSP F2812, International Journal of Applied Engineering Research, vol. 12, no. 21, Art. no. 21, 2017.

Lahlouh, I., Rerhrhaye, F., Elakkary, A. et al., Robust LQR control based on multidimensional particle swarm optimization for enhancing the dynamic performance of poultry house system. Int. J. Dynam. Control 11, 1593-1608 (2023).
https://doi.org/10.1007/s40435-022-01082-5

I. Lahlouh, F. Rerhrhaye, A. Elakkary, and N. Sefiani, Experimental implementation of a new multi-input multi output fuzzy-PID controller in a poultry house system, Heliyon, vol. 6, no. 8, p. e04645, Aug. 2020.
https://doi.org/10.1016/j.heliyon.2020.e04645

A. Tahri, H. El Fadil, F. Giri, and F.-Z. Chaoui, Nonlinear Adaptive Control of a Hybrid Fuel Cell Power System for Electric Vehicles - a Lyapunov Stability Based Approach: Lyapunov Based Adaptive Controller for Electric Vehicle Hybrid Power System, Asian Journal of Control, vol. 18, no. 1, pp. 166-177, Jan. 2016.
https://doi.org/10.1002/asjc.1231

Mohammed, Z., Mustafa, M., Mohammed, S., Adaptive Hybrid Pitch Angle Control and MPPT for PMSG-Based Wind Power Generator Systems, (2022) International Journal on Energy Conversion (IRECON), 10 (5), pp. 153-161.
https://doi.org/10.15866/irecon.v10i5.22586

Rerhrhaye, F., Lahlouh, I., Ennaciri, Y., Benzazah, C., Akkary, A., Sefiani, N., New Solar MPPT Control Technique Based on Incremental Conductance and Multi-Objective Ant Colony Optimization, (2022) International Review of Automatic Control (IREACO), 15 (3), pp. 113-121.
https://doi.org/10.15866/ireaco.v15i3.22076

D. Ghaderi, D. Molaverdi, A. Kokabi, and B. Papari, A multi-phase impedance source inverter with an improved controller structure, Electr Eng, vol. 102, no. 2, pp. 683-700, Jun. 2020.
https://doi.org/10.1007/s00202-019-00903-9

Tarateeraseth, V., Innovative Magnetic Circuits for Boost Converters' and EMI Filters' Integrated Inductor, (2022) International Review of Electrical Engineering (IREE), 17 (1), pp. 2-10.
https://doi.org/10.15866/iree.v17i1.16519

Lahlouh, I., Rerhrhaye, F., Elakkary, A. et al.A combined static output feedback-PID control for TITO process based particle swarm optimization: simulation and practical implementation for the poultry house system. Int. J. Dynam. Control 10, 1485-1498 (2022).
https://doi.org/10.1007/s40435-021-00882-5

Sánchez Ocaña, W., Muñoz Cueva, V., Rivera Flores, J., Modeling and Implementation of a Proportional Hydraulic System to Control the Position and Pressure of a Plastic Extruder, (2020) International Review of Mechanical Engineering (IREME), 14 (1), pp. 43-55.
https://doi.org/10.15866/ireme.v14i1.17648

Rerhrhaye, F., Chebli, S., Elakkary, A., Sefiani, N., Bond Graph-Based Modelling for Parameter Identification of 5 kW Photovoltaic Group, (2019) International Review on Modelling and Simulations (IREMOS), 12 (6), pp. 390-397.
https://doi.org/10.15866/iremos.v12i6.17046

Gül, Ö., A Research on Cyber Security Intrusion Detection Against Physical Access Cyber Attacks Using Open Source Software for Smart Grids, (2021) International Review of Electrical Engineering (IREE), 16 (2), pp. 136-146.
https://doi.org/10.15866/iree.v16i2.19174

D. Khan, P. Hu, S. Habib, M. Waseem, Z. Lin, and E. M. Ahmed, A resonant damping control and analysis for LCL-type grid-connected inverter, Energy Reports, vol. 8, pp. 911-928, Nov. 2022.
https://doi.org/10.1016/j.egyr.2021.11.273

Souissi, A., Hasnaoui, O., A Maximum Power Point Tracking Method for a Photovoltaic Power System, (2020) International Journal on Engineering Applications (IREA), 8 (4), pp. 133-139.
https://doi.org/10.15866/irea.v8i4.18494

Lahlouh, I. ., Khouili, D., Elakkary, A., & Sefiani, N. (2021). Pareto optimality based multi-objective genetic algorithm: Application for livestock building system using an independent PID controller. Engineering and Applied Science Research, 48(1), 83-91. Retrieved from:
https://ph01.tcithaijo.org/index.php/easr/article/view/240279

Rachmayani, R., Ningsih, N., Karyoto, J., Assessment of Potential Location for Ocean Wave Energy Converter Installation in Southern Waters of Lampung, Banten and Sukabumi, (2021) International Journal on Energy Conversion (IRECON), 9 (1), pp. 7-16.
https://doi.org/10.15866/irecon.v9i1.19127

M. Mosayebi and M. Sodhi, Tuning genetic algorithm parameters using design of experiments, in Proceedings of the 2020 Genetic and Evolutionary Computation Conference Companion, Cancún Mexico: ACM, Jul. 2020, pp. 1937-1944.
https://doi.org/10.1145/3377929.3398136

Chebli, S., Elakkary, A., Sefiani, N., Multi-Objective Genetic Algorithm Optimization Using PID Controller for AQM/TCP Networks, (2017) International Review of Automatic Control (IREACO), 10 (1), pp. 33-39.
https://doi.org/10.15866/ireaco.v10i1.11143

Aabid, M., Elakkary, A., Sefiani, N., PID Parameters Optimization Using Ant-Colony Algorithm for Human Heart Control, (2017) International Review on Modelling and Simulations (IREMOS), 10 (2), pp. 94-102.
https://doi.org/10.15866/iremos.v10i2.11230

Ali, A., Barkat, S., Fuzzy Logic Controller Optimized by BBO for Decentralized Source Based on a SOFC, (2022) International Review on Modelling and Simulations (IREMOS), 15 (2), pp. 84-96.
https://doi.org/10.15866/iremos.v15i2.21809


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