Performance enhancement of shunt active power filter application using adaptive neural network

• Autorzy: Govind Annu , Prakash Anupama , Kumar Prakash
• Języki publikacji: EN

Abstrakty

EN

Adaptive neural network (ANN) topology-based control is proposed in this paper for three phase three wire shunt active power filter (SAPF) application. The proposed controller improves power quality and compensates harmonic components. The system includes a current controlled voltage source inverter (CC-VSI) using three phase insulated gate bipolar transistors (IGBT), a DSP module for generating regulated pulse width modulated (PWM) pulse and reference DC bus. The increase in nonlinear load applications has raised power quality issues. SAPF has emerged as one of the best solutions to improve power quality. Application of ANN in SAPF eliminates the need for unit template generation and the tuning requirement of phase locked loop (PLL), as required in traditional SAPF. The proposed ANN based SAPF can be dynamically regulated for minimum harmonic contamination. The results were obtained and verified in Matlab/ Simulink platform.

Słowa kluczowe

EN

DSP controller; harmonic minimization; neural network; power quality; shunt active power filter

PL

kontroler DSP; kompensacja harmonicznych; sieć neuronowa; jakość mocy; aktywny filtr mocy

• Wydawca: Institute of Heat Engineering, Warsaw University of Technology
• Czasopismo: Journal of Power Technologies
• Rocznik: 2021
• Tom: Vol. 101, nr 1
• Strony: 78--85
• Opis fizyczny: Bibliogr. 26 poz., rys., tab., wykr.

Twórcy

autor

Govind Annu

• Amity University Uttar Pradesh

autor

Prakash Anupama

• Amity University Uttar Pradesh

autor

Kumar Prakash

• Amity University Uttar Pradesh

Bibliografia

• [1] Nitin Gupta, S. P. Singh, S. P. Dubey, and D. K. Palwalia. Digital Signal Processor based Performance Investigation of Indirect Current Controlled Active Power Filter for Power Quality Improvement. International Journal of Emerging Electric Power Systems, 13(2), jun 2012.
• [2] Tuopu Na, , Qianfan Zhang, Jiaqi Tang, Jinxin Wang, , and and. Active Power Filter for Single-Phase Quasi-Z-Source Integrated On-Board Charger. CPSS Transactions on Power Electronics and Applications, 3(3):197-201, sep 2018.
• [3] Prakash Kumar, Dip Vinod Thanki, Maneet Kour, and Harnek Singh. Single Phase Five Level Inverter for Solar-PV Applications. In 2018 International Conference on Intelligent Circuits and Systems (ICICS). IEEE, apr 2018.
• [4] Yigeng Huangfu, Shengzhao Pang, Babak Nahid-Mobarakeh, Liang Guo, Akshay Kumar Rathore, and Fei Gao. Stability Analysis and Active Stabilization of On-board DC Power Converter System with Input Filter. IEEE Transactions on Industrial Electronics, 65(1):790-799, jan 2018.
• [5] D. K. Palwalia and S. P. Singh. Digital Signal Processor-based Controller Design and Implementation for Self-excited Induction Generator. Electric Power Components and Systems, 36(10):1130{1140, sep 2008.
• [6] Zhiheng Lin and Xinbo Ruan. A Three-Phase Adaptive Active Damper for Improving the Stability of Grid-Connected Inverters Under Weak Grid. In 2019 IEEE Applied Power Electronics Conference and Exposition (APEC). IEEE, mar 2019.
• [7] Prakash Kumar and D. K. Palwalia. Static Voltage and Frequency Regulation of Standalone Wind Energy Conversion System. Indian Journal of Science and Technology, 9(29), aug 2016.
• [8] Harnek Singh, Maneet Kour, Dip Vinod Thanki, and Prakash Kumar. A Review on Shunt Active Power Filter Control Strategies. International Journal of Engineering & Technology, 7(4.5):121, sep 2018.
• [9] K Jayaswal, DK Palwalia, and S Kumar. Analysis of robust control method for the exible manipulator in reliable operation of medical robots during COVID-19 pandemic. Microsyst Technol, pages 1-14, Oct 2020.
• [10] Junpeng Ji, Wenjie Chen, Xu Yang, and Jingjie Lu. Delay and Decoupling Analysis of a Digital Active EMI Filter Used in Arc Welding Inverter. IEEE Transactions on Power Electronics, 33(8):6710-6722, aug 2018.
• [11] Prakash Kumar and Dheeraj Kumar Palwalia. Decentralized Autonomous Hybrid Renewable Power Generation. Journal of Renewable Energy, 2015:1-18, 2015.
• [12] B. Singh, K. Al-Haddad, and A. Chandra. A review of active filters for power quality improvement. IEEE Transactions on Industrial Electronics, 46(5):960-971, 1999.
• [13] Yong Wang, Jialong Xu, Ling Feng, and Cheng-min Wang. A Novel Hybrid Modular Three-Level Shunt Active Power Filter. IEEE Transactions on Power Electronics, 33(9):7591-7600, sep 2018.
• [14] D. K. Palwalia and S. P. Singh. Digital Signal Processor Based Fuzzy Voltage and Frequency Regulator for Self-excited Induction Generator. Electric Power Components and Systems, 38(3):309-324, jan 2010.
• [15] D.K. Palwalia. DSP-based fuzzy load controller for single phase self-excited induction generator. International Journal of Power Electronics, 3(5):453, 2011.
• [16] Seema Agrawal, Prakash Kumar, and D. K. Palwalia. Artifficial neural network based three phase shunt active power filter. In 2016 IEEE 7th Power India International Conference (PIICON). IEEE, nov 2016.
• [17] Prakash Kumar, Gaurav Jain, and Dheeraj Kumar Palwalia. Genetic algorithm based maximum power tracking in solar power generation. In 2015 International Conference on Power and Advanced Control Engineering (ICPACE). IEEE, aug 2015.
• [18] Pulkit Singh Shantanu Kumar Sharma. Modeling and Simulation of Photovoltaic with Fuzzy and Power Management of Hybrid System. International Journal of Advanced Research in Electrical, Electronics and Instrumentation Engineering, 04(06):5143-5152, jun 2015.
• [19] A. Chebabhi, K. Abdelhalim, Fellah Mohammed Karim Fellah, and Amrane Fayssal. Self Tuning Filter and Fuzzy logic Control of Shunt Active Power Filter for Eliminates the Current Harmonics Constraints under Unbalanced Source Voltages and Loads Conditions. Journal of Power of Technologies, 98:1-19, 2018.
• [20] B. Subudhi, R. Panigrahi, and P. C. Panda. A Comparative Assessment of Hysteresis and Dead Beat Controllers for Performances of Three Phase Shunt Active Power Filtering. Journal of Power of Technologies, 94:286-295, 2014.
• [21] Prakash kumar Dheeraj kumar palwalia Kuldeep jayaswal, Gaurav jain. Design-Oriented Analysis of Non-isolated DC-DC Buck Converter. Ciência e Técnica Vitivinícola Journal, Portugal, 30, 2015.
• [22] Cheng Nie, Yue Wang, Wanjun Lei, Mingfeng Chen, and Yan Zhang. An Enhanced Control Strategy for Multiparalleled Grid-Connected Single-Phase Converters With Load Harmonic Current Compensation Capability. IEEE Transactions on Industrial Electronics, 65(7):5623-5633, jul 2018.
• [23] Lei Wang, Chi-Seng Lam, and Man-Chung Wong. Analysis Control, and Design of a Hybrid Grid-Connected Inverter for Renewable Energy Generation With Power Quality Conditioning. IEEE Transactions on Power Electronics, 33(8):6755-6768, aug 2018.
• [24] Mustapha Muhammad Saidu, Shiva Pujan Jaiswal, Kuldeep Jayaswal, Shibamay Mitra, and Vikas Singh Bhadoria. A survey on: Automation of micro grid and micro distributed generation. Materials Today: Proceedings, dec 2020.
• [25] Kalpana Meena, Kuldeep Jayaswal, and D. K. Palwalia. Analysis of Dual Active Bridge Converter for Solid State Transformer Application using Single-Phase Shift Control Technique. In 2020 International Conference on Inventive Computation Technologies (ICICT). IEEE, feb 2020.
• [26] K. Jayaswal and D. K. Palwalia. Performance Analysis of Non-Isolated DC-DC Buck Converter Using Resonant Approach. Engineering, Technology & Applied Science Research, 8(5):3350-3354, oct 2018.

Uwagi

PL

Opracowanie rekordu ze środków MNiSW, umowa Nr 461252 w ramach programu "Społeczna odpowiedzialność nauki" - moduł: Popularyzacja nauki i promocja sportu (2021).