journal article·2022Open access

Adaptive Fuzzy Logic Controller for Harmonics Mitigation Using Particle Swarm Optimization

Waleed Rafique, Ayesha Khan, Ahmad Almogren, Jehangir Arshad, Adnan Yousaf, Mujtaba Hussain Jaffery, Ateeq Ur Rehman, Muhammad Shafiq

Computers, Materials & Continua· Volume 71· Issue 3

Abstract

An excessive use of non-linear devices in industry results in current harmonics that degrades the power quality with an unfavorable effect on power system performance. In this research, a novel control technique-based Hybrid-Active Power-Filter (HAPF) is implemented for reactive power compensation and harmonic current component for balanced load by improving the Power-Factor (PF) and Total–Hormonic Distortion (THD) and the performance of a system. This work proposed a soft-computing technique based on Particle Swarm-Optimization (PSO) and Adaptive Fuzzy technique to avoid the phase delays caused by conventional control methods. Moreover, the control algorithms are implemented for an instantaneous reactive and active current (Id-Iq) and power theory (Pq0) in SIMULINK. To prevent the degradation effect of disturbances on the system's performance, PS0-PI is applied in the inner loop which generate a required dc link-voltage. Additionally, a comparative analysis of both techniques has been presented to evaluate and validate the performance under balanced load conditions. The presented result concludes that the Adaptive Fuzzy PI controller performs better due to the non-linearity and robustness of the system. Therefore, the gains taken from a tuning of the PSO based PI controller optimized with Fuzzy Logic Controller (FLC) are optimal that will detect reactive power and harmonics much faster and accurately. The proposed hybrid technique minimizes distortion by selecting appropriate switching pulses for VSI (Voltage Source Inverter), and thus the simulation has been taken in SIMULINK/MATLAB. The proposed technique gives better tracking performance and robustness for reactive power compensation and harmonics mitigation. As a result of the comparison, it can be concluded that the PSO-based Adaptive Fuzzy PI system produces accurate results with the lower THD and a power factor closer to unity than other techniques.
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Research context

OpenAlex topics: Power Quality and Harmonics · Microgrid Control and Optimization · Energy Load and Power Forecasting

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (31)

Show source-provided references
1. Harmonic stability in power electronic-based power systems: Concept, modeling, and analysis10.1109/TSG.2018.2812712 ↗
2. Design, simulation and hardware implementation of shunt hybrid compensator using synchronous rotating reference frame (SRRF)-based control technique10.3390/electronics8010042 ↗
3. Hybrid active filter for reactive and harmonics compensation in a distribution network10.1109/TIE.2008.2007997 ↗
4. Research of harmonic detection and fuzzy-PID control in series active power filter
5. Control of a DFIG based WECS with optimized PI controllers via a duplicate PSO algorithm
6. Analysis of main topologies of shunt active power filters applied to four-wire systems10.1109/TPEL.2017.2698439 ↗
7. Particle swarm optimization algorithm-based PI inverter controller for a grid-connected PV system
8. A q-gradient descent algorithm with quasi-fejér convergence for unconstrained optimization problems10.3390/fractalfract5030110 ↗
9. The optimization design of main circuit of hybrid active power filter
10. Existence and UHR stability of solutions to the implicit nonlinear FBVP in the variable order settings10.3390/math9141693 ↗
11. Hardware-in-the-loop implementation and performance evaluation of three-phase hybrid shunt active power filter for power quality improvement
12. Optimal controller for mitigation of harmonics in hybrid active power filter connected distribution system: An EGOANN technique10.1063/1.5085028 ↗
13. Harmonic mitigation analysis of PI and fuzzy logic based shunt active power filters for different non-linear loads
14. Self tuning filter based fuzzy logic controller for active power filter
15. Estimation of compensation current reference using fuzzy logic controller for three-phase hybrid active power filter10.5120/6147-8519 ↗
16. Fuzzy logic controller of five levels active power filter10.1016/j.egypro.2015.07.738 ↗
17. Design and analysis of robust fuzzy logic maximum power point tracking based isolated photovoltaic energy system10.1002/eng2.12234 ↗
18. Neural networks based shunt hybrid active power filter for harmonic elimination10.1109/ACCESS.2021.3077065 ↗
19. PSO-GWO optimized fractional order PID based hybrid shunt active power filter for power quality improvements10.1109/ACCESS.2020.2988611 ↗
20. Active power filter based optimum design of PI controller using particle swarm optimization
21. Particle swarm optimization based adaptive strategy for tuning of fuzzy logic controller10.5121/ijaia.2013.4104 ↗
22. Real-time performance analysis and comparison of various control schemes for particle swarm optimization-based shunt active power filters10.1016/j.ijepes.2013.03.014 ↗
23. Optimal design for hybrid active power filter using particle swarm optimization
24. Performance analysis of active power filter for harmonic compensation using PI-PSO
25. Spectral efficiency augmentation in uplink massive MIMO systems by increasing transmit power and uniform linear array gain10.3390/s20174982 ↗
26. Design methodology for the implementation of fuzzy inference systems based on boolean relations10.3390/electronics8111243 ↗
27. A fuzzy-PSO based PI controller for DC link voltage improvement in DSTATCOM
28. Analysis and design of a double fuzzy PI controller of a voltage outer loop in a reversible three-phase PWM converter
29. Particle swarm optimization technique for shunt active power filter
30. Shunt hybrid active power filter under non-linear voltage based on fuzzy logic controller
31. The integration of telecommunication and dissemination networks10.1504/IJCNDS.2010.032418 ↗