Fault-tolerant shunt active power filter with synchronous reference frame control and self-tuning filter

被引:0
|
作者
Madhuri, N. [1 ]
Surya Kalavathi, M. [2 ]
机构
[1] Department of EEE, Mahatma Gandhi Institute of Technology, Hyderabad, India
[2] Department of EEE, JNTU College of Engineering, Hyderabad, India
来源
Measurement: Sensors | 2024年 / 33卷
关键词
Active filters - Controllers - Electric power system control - Neural networks - Quality control - Tuning - Two term control systems;
D O I
10.1016/j.measen.2024.101156
中图分类号
学科分类号
摘要
This research proposes a novel method that combines Proportional-Integral (PI) control, Artificial Neural Networks (ANNs), and Synchronous Reference Frame (SRF) theory to improve the performance of a three-phase shunt Active Power Filter (APF) under fault situations. The main goal is to reduce power quality problems in electrical grids that are having problems, such harmonics and voltage sags. To precisely manage the APF, the reference frame in which the grid voltages and currents are synchronized is identified using the SRF theory. In order to provide quick and precise correction of voltage and current distortions, the PI controller is integrated to control the APF's compensatory action. The PI controller offers trustworthy control while running normally, but during errors or disruptions, its functionality may suffer. In order to overcome this difficulty, a self-tuning filter in the form of an Artificial Neural Network (ANN) is presented, which may adaptively modify the PI controller's settings under fault situations. To maintain ideal filter performance, the ANN constantly learns from the system's reaction and modifies in real-time. This self-adjusting feature makes sure that even in the event of grid failures, the APF maintains its ability to mitigate problems with power quality. The suggested method effectively reduces harmonics, voltage sags, and other power quality disturbances under both normal and fault circumstances, as shown by the simulation results. In complicated electrical grid systems, the combination of SRF theory, PI control, and ANN-based self-tuning provides a strong way to improve the dependability and effectiveness of three-phase shunt Active Power Filters. © 2024 The Authors
引用
收藏
相关论文
共 50 条
  • [21] Self-tuning controller of active power filter in an industrial power system
    Tlusty, Josef
    Valouch, Viktor
    2007 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, PROCEEDINGS, VOLS 1-8, 2007, : 407 - +
  • [22] Improving the Dynamic Response of Shunt Active Power Filter using Modified Synchronous Reference Frame PLL
    da Silva, Carlos Henrique
    Pereira, Rondineli R.
    Borges da Silva, Luiz Eduardo
    Lambert-Torres, Germano
    Bose, Bimal K.
    IECON 2008: 34TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1-5, PROCEEDINGS, 2008, : 739 - +
  • [23] Real-time control of shunt active power filter under distorted grid voltage and unbalanced load condition using self-tuning filter
    Biricik, Samet
    Redif, Soydan
    Ozerdem, Ozgur C.
    Khadem, Shafiuzzaman K.
    Basu, Malabika
    IET POWER ELECTRONICS, 2014, 7 (07) : 1895 - 1905
  • [24] Synchronous Reference Frame Based Control Technique for Shunt Hybrid Active Power Filter under Non-ideal Voltage
    Dey, Papan
    Mekhilef, Saad
    2014 IEEE INNOVATIVE SMART GRID TECHNOLOGIES - ASIA (ISGT ASIA), 2014, : 481 - 486
  • [25] Modified Synchronous Reference Frame Based Shunt Active Power Filter with Fuzzy Logic Control Pulse Width Modulation Inverter
    Musa, Suleiman
    Radzi, Mohd Amran Mohd
    Hizam, Hashim
    Wahab, Noor Izzri Abdul
    Hoon, Yap
    Zainuri, Muhammad Ammirrul Atiqi Mohd
    ENERGIES, 2017, 10 (06)
  • [26] Fault-tolerant power electronic converters: Reliability analysis of active power filter
    Poure, P.
    Weber, P.
    Theilliol, D.
    Saadate, S.
    2007 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, PROCEEDINGS, VOLS 1-8, 2007, : 3174 - +
  • [27] Adaptive robust self-tuning PID fault-tolerant control for robot manipulators
    Long, Mai Thang
    Nan, Wang Yao
    Quan, Nguyen Vinh
    INTERNATIONAL JOURNAL OF DYNAMICS AND CONTROL, 2024, 12 (02) : 477 - 485
  • [28] Adaptive robust self-tuning PID fault-tolerant control for robot manipulators
    Mai Thang Long
    Wang Yao Nan
    Nguyen Vinh Quan
    International Journal of Dynamics and Control, 2024, 12 : 477 - 485
  • [29] Three-phase Three-level Shunt Active Power Filter with Simplified Synchronous Reference Frame
    Hoon, Y.
    Radzi, M. A. M.
    Hassan, M. K.
    Mailah, N. F.
    2016 IEEE INDUSTRIAL ELECTRONICS AND APPLICATIONS CONFERENCE (IEACON), 2016, : 1 - 6
  • [30] Self-Tuning Observer for Sensor Fault-Tolerant Control of Induction Motor Drive
    Kuchar, Martin
    Palacky, Petr
    Simonik, Petr
    Strossa, Jan
    ENERGIES, 2021, 14 (09)