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

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

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).

___

  • [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).
Gazi University Journal of Science-Cover
  • Yayın Aralığı: Yılda 4 Sayı
  • Başlangıç: 1988
  • Yayıncı: Gazi Üniversitesi, Fen Bilimleri Enstitüsü
Sayıdaki Diğer Makaleler

The Comparison of Classical and Bayesian Structural Equation Models Through Ordered Categorical Data: A Case Study of Banking Service Quality

Gizem ERKAN, Murat DOĞAN, Hüseyin TATLIDİL

Indoor Lighting Conversion Approach for Sustainable Energy Efficiency Applications in Campus Buildings: Hitit University Engineering Faculty Study

Sertac Samed SEYITOGLU, Ömer Faruk TOZLU, Emir AVCIOĞLU

Effect of Wall Colors and Usage Rates on The Perception of Interior Spaces

Kübra AKSOY ÖZLER, M. Lütfi HİDAYETOĞLU, Kemal YILDIRIM

A Comparative Assessment of Five Different Distributions Based on Five Different Optimization Methods for Modeling Wind Speed Distribution

Mohammed WADİ, Wisam ELMASRY

A Comparative Study on Denoising from Facial Images Using Convolutional Autoencoder

Muazzez Buket DARICI, Zeki ERDEM

A Novel Mathematical Model of the Dynamics of COVID-19

Elif DEMİRCİ

Prioritizing Individuals Who Will Have Covid-19 Vaccine with Multi-Criteria Decision Making Methods

Emre YAZICI, Sabire İrem ÜNER, Aslı DEMİR, Sevda DİNLER, Hacı Mehmet ALAKAŞ

A Systematic Review of Transfer Learning-Based Approaches for Diabetic Retinopathy Detection

Burcu OLTU, Büşra Kübra KARACA, Hamit ERDEM, Atilla ÖZGÜR

Synchronization Analysis of a Master-Slave BEC System via Active Control

Eren TOSYALI, Fatma AYDOĞMUŞ

Comparison of the Performance of Solar Panels Designed in Three Different Ways under the Same Conditions

Mehmet Ali SALDAMLI, Yusuf Alper KAPLAN, Gülizar Gizem ÜNALDI