ANN Identification technique and fuzzy PI Control of a Hybrid Indirect Matrix Converter with a Flying Capacitor three level Inverter in Power Active Filtering Application

Yıl 2023, Cilt: 36 Sayı: 3, 1159 - 1169, 01.09.2023

Taki Eddine Ameur Aissa Ameur Benalia Atallah

https://doi.org/10.35378/gujs.1001559

Öz

The current paper is concerned with fuzzy controllers employing neural networks to implement control over power electronics systems committed to power quality improvement in a distribution grid. An optimization method technique for tuning fuzzy PI controller gains is introduced to improve a Hybrid Indirect Matrix Converter's control with a flying capacitor three-level inverter (HIMC), and it is connected via an RL filter to the power grid (PG). The harmonics are identified by an Artificial Neural Network (ANN). The effectiveness of this method is shown in the simulation results by MATLAB/Simulink ( Simscap, simpower blocks).

Anahtar Kelimeler

Active power filtering, Artificial neuronal network, Flying capacitor inverter, Indirect matrix converter, RST controller

Destekleyen Kurum

Amar Telidji University

Kaynakça

• [1] Carrere, P. Meynard,T,A and Lavieville, J,P., “4000V-300A eight-level IGBT inverter level”, European Conference on Power Electronics and Applications., 6(1), 106-111, (1995).
• [2] Allali, M.A., “Control and analysis of series and shunt active filters with SABER”, IPEC 2000., 1467–1472, (2000).
• [3] Forghani, M and Afsharnia, S., “Voltage and current reference generation for UPQC control system in frequency varying conditions‏ ”, Iranian Journal of Science and Technology Transaction B- Engineering., 30(2), 237-248, (2006).
• [4] I. Kamwa., M. Leclerc and D and McNabb., “Performance of demodulation-based frequency measurement algorithms used in typical PMUs‏”, IEEE Transactions on Power Delivery, 19(2), 505–514. (2004).
• [5] S. Guffon; A.S. Toledo; S. Bacha and G. Bornard., “Indirect sliding mode control of a three-phase active power filter‏”, Power Electronics Specialists Conference 1998. PESC 98 Record. 29,. (1998).
• [6] Duk-Gyoo , K. Nakajima, T and Masada, E., “Harmonic analysis of a capacitor-filtered rectifier with line impedance”, Electronics and Communications in Japan, 72(4), 1–9, (1989).
• [7] Naoussi, S, R, D. Berviller, H. Blonde, J, P. Kom, C, H. Kom, M and Braun, Francis., “FPGA implementation of harmonic detection methods using Neural Networks”, European Conference on Power Electronics and Applications, 13, 1-10, (2009).
• [8] Qasin, M. Kanjiya, P and Khadkikar, V., “Optimal Current Harmonic Extractor Based on Unified ADALINEs for Shunt Active Power Filters”, IEEE Transactions on Power Electronics, 29(12), 6383–6393, (2014).
• [9] Djaffar,O ,A. Patrice ,W. Jean ,M. Damien ,F and Yves-Andr ,C., ¬¬“A Unified Artificial Neural Network Architecture for Active Power Filters”, IEEE Transactions on Industrial Electronics, 72(4), 61-76, (2007).
• [10] Widrow, B. Walach, E., “The least mean fourth (LMF) adaptive algorithm and its family”, IEEE Transactions on Information Theory, 30(2), 275-283, (1984).
• [11] Bum-Seung, J. Won-Kyo, L. Tae-Jin, K. Dae-W, K and Dong-Seok, H., “A Study on the Multi-Carrier PWM Methods for Voltage Balancing of Flying Capacitor in the Flying Capacitor Multi-Level Inverter”, Industrial Electronics Society, 31, 721-726 (2005).
• [12] Alamelu, N. Sundararajan, K and Malarselvam, V., “Current controlled voltage source inverter using Hysteresis controller and PI controller”, International Conference on Power, Signals, Controls and Computation, 1-6, 2012.
• [13] Ali ,A. Paranietharan, A and Ganesh ,K, V., “Development of Optimal PI Controllers for a Grid-Tied Photovoltaic Inverter”. IEEE Symposium Series on Computational Intelligence, 1272-1279, 2015.
• [14] Defay, F. Llor, A. M and Fadel, M., “Predictive control of flying capacitor active power filter”, IEEE International Conference on Industrial Technology, 1820-1825, 2010.
• [15] Kamil, A. Marek, J. Marian, P, K and Mariusz Malinowski., “Model Predictive Control for Three-Level Four-Leg Flying Capacitor Converter Operating as Shunt Active Power Filter”, IEEE Transactions on Industrial Electronics, 63(8), 5255 - 5262,2016.
• [16] Salwa, B. Kamel, B and Mohamed, B., “HIL simulation approach for a multicellular converter controlled by sliding mode'', International journal of Hydrogen Energy, (2017).
• [17] Defay, F., “Direct Predictive Control of a Multicellular Converter Three Phase For An Active Filtering Application”, Phd.Thesis, Toulouse National Polytechnic Institute, France, 133-136,(2008).
• [18] Sugeno, M, ed., “An introductory survey of fuzzy control‏”, Information Sciences, 36(1-2), 59-83, (1985).