A Grid Connected HRES using Seven Level Inverter A Hybrid MFORBFNN Technique

A Grid Connected HRES using Seven Level Inverter - A Hybrid MFO-RBFNN Technique

  IJETT-book-cover  International Journal of Engineering Trends and Technology (IJETT)          
  
© 2020 by IJETT Journal
Volume-68 Issue-7
Year of Publication : 2020
Authors : Mr. Anem Apparo, Dr. G. Chandra Sekhar
DOI :  10.14445/22315381/IJETT-V68I7P209S

Citation 

MLA Style: Mr. Anem Apparo, Dr. G. Chandra Sekhar  "A Grid Connected HRES using Seven Level Inverter - A Hybrid MFO-RBFNN Technique" International Journal of Engineering Trends and Technology 68.7(2020):56-68. 

APA Style:Mr. Anem Apparo, Dr. G. Chandra Sekhar. A Grid Connected HRES using Seven Level Inverter - A Hybrid MFO-RBFNN Technique  International Journal of Engineering Trends and Technology, 68(7),56-68.

Abstract
This manuscript proposes an innovative seven-level inverter scheme for grid-connected hybrid renewable energy system (HRES) that comprises wind and photovoltaic (PV) generation subsystems. The proposed controller denotes joint implementation of Moth Flame Optimization (MFO) as well as Radial Base Function Neural Network (RBFNN) and hence it is named as MFO-RBFNN. The purpose of proposed controller is to meet the load power demand and preserve the power regulation (or) maximal energy conversion of wind as well as photovoltaic subsystems. At proposed controller, RBFNN learning process is improved by using MFO algorithm in perspective of minimal error objective function. Here, MFO is utilized to evaluate the optimal gain parameter in view of the variety of source currents from the normal value. It can be useful for building up the optimal control signals dataset. In light of fulfilled dataset, RBFNN performs and forecasts most optimal control signals of seven-level inverter. MFO-RBFNN technique is actualized on MATLAB/Simulink as well as outcomes are examine by two test cases and compared by several solution methods such as base controller, 5 level inverter scheme and MFO-7 level inverter scheme. The comparison results demonstrate that superiority of MFO-RBFNN method and confirm their potential to solve the issue.

Reference

[1] S. Aissou, D. Rekioua, N. Mezzai, T. Rekioua and S. Bacha, "Modeling and control of hybrid photovoltaic wind power system with battery storage", Energy Conversion and Management, vol. 89, pp. 615-625, 2015.
[2] R. Gupta, R. Kumar and A. Bansal, "BBO-based small autonomous hybrid power system optimization incorporating wind speed and solar radiation forecasting", Renewable and Sustainable Energy Reviews, vol. 41, pp. 1366-1375, 2015.
[3] E. Romero-Cadaval, G. Spagnuolo, L. Franquelo, C. Ramos-Paja, T. Suntio and W. Xiao, "Grid-Connected Photovoltaic Generation Plants: Components and Operation", IEEE Industrial Electronics Magazine, vol. 7, no. 3, pp. 6-20, 2013.
[4] Q. Tabart, I. Vechiu, A. Etxeberria and S. Bacha, "Hybrid Energy Storage System Microgrids Integration for Power Quality Improvement Using Four-Leg Three-Level NPC Inverter and Second-Order Sliding Mode Control", IEEE Transactions on Industrial Electronics, vol. 65, no. 1, pp. 424-435, 2018.
[5] Y. Zheng, B. Jenkins, K. Kornbluth and C. Træholt, "Optimization under uncertainty of a biomass-integrated renewable energy microgrid with energy storage", Renewable Energy, vol. 123, pp. 204-217, 2018.
[6] M. Azharuddin Shamshuddin, T. Babu, T. Dragicevic, M. Miyatake and N. Rajasekar, "Priority-based Energy Management Technique for Integration of Solar PV, Battery, and Fuel Cell Systems in an Autonomous DC Microgrid", Electric Power Components and Systems, vol. 45, no. 17, pp. 1881-1891, 2017.
[7] A. Lorestani and M. Ardehali, "Optimal integration of renewable energy sources for autonomous tri-generation combined cooling, heating and power system based on evolutionary particle swarm optimization algorithm", Energy, vol. 145, pp. 839-855, 2018.
[8] Quan Li and P. Wolfs, "A Review of the Single Phase Photovoltaic Module Integrated Converter Topologies with Three Different DC Link Configurations", IEEE Transactions on Power Electronics, vol. 23, no. 3, pp. 1320-1333, 2008.
[9] C. Yeh and Y. Lai, "Digital Pulsewidth Modulation Technique for a Synchronous Buck DC/DC Converter to Reduce Switching Frequency", IEEE Transactions on Industrial Electronics, vol. 59, no. 1, pp. 550-561, 2012.
[10] R. Duan and J. Lee, "High-efficiency bidirectional DC-DC converter with coupled inductor", IET Power Electronics, vol. 5, no. 1, p. 115, 2012.
[11] G. Chandra Sekar, M. Rambabu, and A. Appa Rao, "Solar and Wind Energy Sources Interfacing to the Utillity Grid Using Five Level Inverter", International Journal of Engineering and Technology, Vol. 9, no. 2, pp. 502-509, 2017.
[12] G. Chandra Sekar, M. Rambabu, and A. Appa Rao, "Wind Energy Source Interfacing to Grid by Using Five-Level Inverter", International Journal of Control Theory and Applications, vol. 10, no. 5, pp. 577-587, 2017
[13] S. Jana and P. Biswas, "Numerical Computational analysis of supercapacitive storage with various type of loads to measure the response of five level inverter to integrate with lightning energy storage system", 2018 4th International Conference on Electrical Energy Systems (ICEES), 2018.
[14] B. Satish Naik, L. Umanand, K. Gopakumar and B. Subba Reddy, "A New Two-Phase Five-Level Converter for Three-Phase Isolated Grid-Tied Systems With Inherent Capacitor Balancing and Reduced Component Count", IEEE Journal of Emerging and Selected Topics in Power Electronics, vol. 6, no. 3, pp. 1325-1335, 2018.
[15] M. Shayestegan, M. Shakeri, H. Abunima, S. Reza, M. Akhtaruzzaman, B. Bais, S. Mat, K. Sopian and N. Amin, "An overview on prospects of new generation single-phase transformerless inverters for grid-connected photovoltaic (PV) systems", Renewable and Sustainable Energy Reviews, vol. 82, pp. 515-530, 2018.
[16] M. Sharifzadeh, H. Vahedi, R. Portillo, L. Garcia Franquelo and K. Al-Haddad, "Selective Harmonic Mitigation Based Self-Elimination of Triplen Harmonics for Single-Phase Five-Level Inverters", IEEE Transactions on Power Electronics, pp. 1-1, 2018.
[17] J. Kim, J. Kwon and B. Kwon, "High-Efficiency Two-Stage Three-Level Grid-Connected Photovoltaic Inverter", IEEE Transactions on Industrial Electronics, vol. 65, no. 3, pp. 2368-2377, 2018.
[18] A. Anurag, N. Deshmukh, A. Maguluri and S. Anand, "Integrated DC–DC Converter Based Grid-Connected Transformerless Photovoltaic Inverter With Extended Input Voltage Range", IEEE Transactions on Power Electronics, vol. 33, no. 10, pp. 8322-8330, 2018.
[19] M. di Benedetto, A. Lidozzi, L. Solero, F. Crescimbini and P. Grbovic, "Five-Level E-Type Inverter for Grid-Connected Applications", IEEE Transactions on Industry Applications, pp. 1-1, 2018.
[20] A. Sinha, K. Chandra Jana and M. Kumar Das, "An inclusive review on different multi-level inverter topologies, their modulation and control strategies for a grid connected photo-voltaic system", Solar Energy, vol. 170, pp. 633-657, 2018.
[21] G. Valderrama, G. Guzman, E. Pool-Mazun, P. Martinez-Rodriguez, M. Lopez-Sanchez and J. Zuniga, "A Single-Phase Asymmetrical T-Type Five-Level Transformerless PV Inverter", IEEE Journal of Emerging and Selected Topics in Power Electronics, vol. 6, no. 1, pp. 140-150, 2018.
[22] A. Ho and T. Chun, "Single-Phase Modified Quasi-Z-Source Cascaded Hybrid Five-Level Inverter", IEEE Transactions on Industrial Electronics, vol. 65, no. 6, pp. 5125-5134, 2018.
[23] A. Hota, S. Jain and V. Agarwal, "An Improved Three-Phase Five-Level Inverter Topology With Reduced Number of Switching Power Devices", IEEE Transactions on Industrial Electronics, vol. 65, no. 4, pp. 3296-3305, 2018
[24] X. Guo, J. Zhou, R. He, X. Jia and C. Rojas, "Leakage Current Attenuation of a Three-Phase Cascaded Inverter for Transformerless Grid-Connected PV Systems", IEEE Transactions on Industrial Electronics, vol. 65, no. 1, pp. 676-686, 2018.
[25] E. Grover-Silva, R. Girard and G. Kariniotakis, "Optimal sizing and placement of distribution grid connected battery systems through an SOCP optimal power flow algorithm", Applied Energy, vol. 219, pp. 385-393, 2018.
[26] A. Guichi, A. Talha, E. Berkouk and S. Mekhilef, "Energy management and performance evaluation of grid connected PV-battery hybrid system with inherent control scheme", Sustainable Cities and Society, vol. 41, pp. 490-504, 2018. https://doi.org/10.1016/j.scs.2018.05.026
[27] J. Chen, W. Zhang, J. Li, W. Zhang, Y. Liu, B. Zhao and Y. Zhang, "Optimal Sizing for Grid-Tied Microgrids With Consideration of Joint Optimization of Planning and Operation", IEEE Transactions on Sustainable Energy, vol. 9, no. 1, pp. 237-248, 2018.
[28] T. Ma, H. Yang, L. Lu and J. Peng, "Technical feasibility study on a standalone hybrid solar-wind system with pumped hydro storage for a remote island in Hong Kong", Renewable Energy, vol. 69, pp. 7-15, 2014.
[29] J. Rajaiah, V. Ramar and V. Parasunath, "Harmonic Minimization in Seven-Level Cascaded Multilevel Inverter Using Evolutionary Algorithm", Circuits and Systems, vol. 07, no. 09, pp. 2309-2322, 2016.
[30] Tae-Jin Kim, Dae-Wook Kang, Yo-Han Lee and Dong-Seok Hyun, "The analysis of conduction and switching losses in multi-level inverter system", 2001 IEEE 32nd Annual Power Electronics Specialists Conference (IEEE Cat. No.01CH37230).
[31] S. Mirjalili, "Moth-flame optimization algorithm: A novel nature-inspired heuristic paradigm", Knowledge-Based Systems, vol. 89, pp. 228-249, 2015.
[32] B. Pham, A. Shirzadi, D. Tien Bui, I. Prakash and M. Dholakia, "A hybrid machine learning ensemble approach based on a Radial Basis Function neural network and Rotation Forest for landslide susceptibility modeling: A case study in the Himalayan area, India", International Journal of Sediment Research, vol. 33, no. 2, pp. 157-170, 2018.

Keywords
Seven level inverter, grid connected hybrid renewable energy system, converter switching states, wind and photovoltaic generation subsystems.