Abstract
Extensive utilization of power electronics in different applications injects harmonics into degrading the power quality. Harmonics can be eliminated in distribution systems using low-cost passive filters, but, they become bulky and complex in design with the increase in harmonic order. Hence, active power filters (APFs) are proposed as a voltage source converter (VSC) for providing better compensation, but active filtering is costly. To minimize such demerits, this article represents a hybrid shunt active power filter (HSAPF). For reference current calculation, dual-tree complex wavelet transform (DT-CWT) is used here and conventional proportional–integral (CPI), type-1 and type-2 fuzzy logic controllers (T1FLC and T2FLC) are employed for parameter optimization of HSAPF, to enhance the harmonic compensation ability and power factor. The case studies are performed in both simulations as well as real-time experimental setup using dSPACE, and it is analyzed that the proposed DT-CWT and type-2 fuzzy-based HSAPF provide better compensation performance in comparison to other controllers under different operating conditions.
Similar content being viewed by others
Data availability
The authors declare that data sharing is not applicable to this article as no datasets were generated or analyzed during the current study.
References
Adjeroud FM, Djahli F, Mayouf A, Devers T (2015) A coordinated genetic based type-2 fuzzy stabilizer for conventional and superconducting generators. Electr Power Syst Res 129:51–61
Akagi H (1996) New trends in active filters for power quality conditioning. IEEE Trans Ind Appl 32(6):1312–1322
Badoni M, Singh A, Singh B (2016) Adaptive neuro-fuzzy inference system least-mean-square-based control algorithm for DSTATCOM. IEEE Trans Industr Inf 12(2):483–492
Bhattacharya A, Chakraborty C, Bhattacharya S (2009) Shunt compensation. IEEE Ind Electron Mag 3(3):38–49
Busarello TDC, Pomilio JA, Simoes MG (2016) Passive filter aided by shunt compensators based on the conservative power theory. In IEEE Trans Ind Appl 52(4):3340–3347
Carpinelli G, Proto D, Russo A (2017) Optimal planning of active power filters in a distribution system using trade-off/risk method. IEEE Trans Power Deliv 32(2):841–851
Castillo O, Amador-Angulo L (2018) A generalized type-2 fuzzy logic approach for dynamic parameter adaptation in bee colony optimization applied to fuzzy controller design. Inf Sci 460:476–496
Castillo O, Castro JR, Melin P, Rodriguez-Diaz A (2014) Application of interval type-2 fuzzy neural networks in non-linear identification and time series prediction. Soft Comput 18(6):1213–1224
Castillo O et al (2022) Generalized type-2 fuzzy parameter adaptation in the marine predator algorithm for fuzzy controller parameterization in mobile robots. Symmetry 14(5):859
Chilipi R, Sayari NA, Alsawalhi JY (2020) Control of single-phase solar power generation system with universal active power filter capabilities using least mean mixed-norm (LMMN)-based adaptive filtering method. IEEE Trans Sustain Energy 11(2):879–893
Cuevas F, Castillo O, Cortes P (2022) Optimal setting of membership functions for interval type-2 fuzzy tracking controllers using a shark smell metaheuristic algorithm. Int J Fuzzy Syst 24(2):799–822
Das SR, et al. (2020) Self-tuned PI controlled hybrid shunt active power filter for power quality improvements. Advances in Electrical Control and Signal Systems, pp 315–327
Do HT, Zhang X, Nguyen NV, Li SS, Chu TT (2015) Passive-islanding detection method using the wavelet packet transform in grid-connected photovoltaic systems. IEEE Trans Power Electron 31(10):6955–6967
Du Q, Gao L, Li Q, Li T, Meng F (2021) Harmonic reduction methods at DC side of parallel-connected multi pulse rectifiers: a review. IEEE Trans Power Electron 36(3):2768–2782
Fuchs E, Masoum M (2008) Introduction to power quality. Power Quality in Power Systems and Electrical Machine, 2nd ed., Academic press is an imprint of Elsevier, pp. 1–54.
Guest E, Jensen KH, Rasmussen TW (2020) Mitigation of harmonic voltage amplification in offshore wind power plants by wind turbines with embedded active filters. IEEE Trans Sustain Energy 11(2):785–794
Hoon Y et al (2017) Neutral-point voltage deviation control for three-level inverter-based shunt active power filter with fuzzy-based dwell time allocation. IET Power Electron 10(4):429–441
Hou S, Fei J, Chen C, Chu Y (2019) Finite-time adaptive fuzzy-neural-network control of active power filter. IEEE Trans Power Electron 34(10):10298–10313
Kalarathi M, Rathinaprabha N (2019) Interval type-2 fuzzy logic controller-based multi-level shunt active power line conditioner for harmonic mitigation. Int J Fuzzy Syst 21(1):104–114
Karadeniz A, Balci ME (2018) Comparative evaluation of common passive filter types regarding maximization of transformer’s loading capability under non-sinusoidal conditions. Electr Power Syst Res 158:324–334
Kingsbury N (2020) A dual-tree complex wavelet transform with improved orthogonality and symmetry properties. Proc IEEE Int Conf Image Process 2:375–378
Kumar D, Zare F (2016) Harmonic analysis of grid connected power electronic systems in low voltage distribution networks. IEEE J Emerg Sel Top Power Electron 4(1):70–79
Kumar R, Singh B, Shahani DT, Jain C (2016) Dual-tree complex wavelet transform-based control algorithm for power quality improvement in a distribution system. IEEE Trans Industr Electron 64(1):764–772
Luo A et al (2009) Design considerations for maintaining DC-side voltage of hybrid active power filter with injection circuit. IEEE Trans Power Electron 24(1):75–84
Mendel JM (2000) Uncertainty, fuzzy logic, and signal processing. Signal Process 80(6):913–933
Mikkili S, Panda A (2011) PI and fuzzy logic controller based 3 phase 4 wire shunt active filters for the mitigation of current harmonics with the Id-Iq control strategy. J Power Electron 11(6):11–17
Mishra AK et al (2020) PSO-GWO optimized fractional order PID based hybrid shunt active power filter for power quality improvements. IEEE Access 8:74497–74512
Mishra AK et al (2021) Adaptive fuzzy controlled hybrid shunt active power filter for power quality enhancement. Neural Compt Appl 33(5):1435–1452
Mishra AK, Das SR, Ray PK, Mallick RK, Das H (2022) Harmonic distortion minimization in power system using differential evolution based active power filters. Recent Advances in Computer Science and Communications (Formerly: Recent Patents on Computer Science) 15(2): 186–195
Moreno JE, Sanchez MA, Mendoza O, Rodríguez-Díaz A, Castillo O, Melin P, Castro JR (2020) Design of an interval Type-2 fuzzy model with justifiable uncertainty. Inf Sci 513:206–221
Ontiveros RE, Melin P, Castillo O, Gonzalez J (2019) Design and FPGA implementation of real-time edge detectors based on interval type-2 fuzzy systems. Journal of Multiple-Valued Logic & Soft Computing 33
Ouchen S, Betka A, Abdeddaim S, Abdelkrim M (2016) Fuzzy-predictive direct power control implementation of a grid-connected photovoltaic system, associated with an active power filter. Energy Convers Manage 122:515–525
Paital SR et al (2019) A hybrid firefly-swarm optimized fractional order interval type-2 fuzzy PID-PSS for transient stability improvement. IEEE Trans Ind Appl 55(6):6486–6498
Panda AK, Patnaik N (2017) Management of reactive power sharing & power quality improvement with SRF-PAC based UPQC under unbalanced source voltage condition. Int J Electr Power Energy Syst 84:182–194
Patra AK, et al. (2021) Harmonic and reactive power compensation using hybrid shunt active power filter with fuzzy controller. In Intelligent and Cloud Computing (ICICC) pp 533–545
Pradhan M, Mishra MK (2018) Dual P-Q theory based energy-optimized dynamic voltage restorer for power quality improvement in a distribution system. IEEE Trans Industr Electron 66(4):2946–2955
Qiu Z, Lee CM, Xu ZH, Sui LN (2016) A multi-resolution filtered-x LMS algorithm based on discrete wavelet transform for active noise control. Mech Syst Signal Process 1(66):458–469
Ray PK, Das SR, Mohanty A (2019) Fuzzy-controller-designed-PV-based custom power device for power quality enhancement. IEEE Trans Energy Convers 34(1):405–414
Sambariya DK, Prasad R (2016) Design and small signal stability enhancement of power system using interval type-2 fuzzy PSS. J Intell Fuzzy Syst 30(1):597–612
Singh B, Verma V, Chandra A, Al-Haddad K (2005) Hybrid filters for power quality improvement. IEE Proc Gener Trans Distrib 152(3):365–378
Sun Z, Wang N, Srinivasan D, Bi Y (2014) Optimal tunning of type-2 fuzzy logic power system stabilizer based on differential evolution algorithm. Int J Electr Power Energy Syst 62:19–28
Thirumala K, Umarikar AC, Jain T (2014) Estimation of single-phase and three-phase power-quality indices using empirical wavelet transform. IEEE Trans Power Deliv 30(1):445–454
Funding
The authors declare that no funds, grants, or other support were received during the preparation of this manuscript.
Author information
Authors and Affiliations
Contributions
All authors contributed to the study’s conception and design. Material preparation and experimental analysis were performed by AKM, PKR, and SRD. The first draft of the manuscript was written by PKN, and AKP and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
Corresponding author
Ethics declarations
Conflict of interest
All author states that there is no conflict of interest.
Human and animal rights statement
Humans/animals are not involved in this work.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Mishra, A.K., Nanda, P.K., Ray, P.K. et al. DT-CWT and type-2 fuzzy-HSAPF for harmonic compensation in distribution system. Soft Comput 28, 527–539 (2024). https://doi.org/10.1007/s00500-023-08286-7
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00500-023-08286-7