An Adaptive Filter Algorithm Based on Hyperbolic Tangent Function for Power Quality Enhancement in Distribution Network

Authors

  • Jeetendra Kumar National Institute of Technology, Jamshedpur, Jharkhand 831014, India
  • Salauddin Ansari National Institute of Technology, Jamshedpur, Jharkhand 831014, India
  • Om Hari Gupta National Institute of Technology, Jamshedpur, Jharkhand 831014, India
  • Arun Kumar Singh National Institute of Technology, Jamshedpur, Jharkhand 831014, India
  • Vijay K. Sood Ontario Tech University, Oshawa, Canada

DOI:

https://doi.org/10.13052/dgaej2156-3306.4012

Keywords:

Power quality, DSTATCOM, distribution network, utility grid, power factor, non-linear load

Abstract

Static compensators (or DSTATCOMs) are commonly used in the integration of renewable energy sources (RES) into the grid to provide a variety of functions such as reactive power compensation, harmonic elimination, zero voltage regulation (ZVR), power factor correction (PFC), grid current balancing, etc. Considering the recent trends on integration of the RES to the grid, an enhanced control structure is needed. In this paper, a hyperbolic tangent function based adaptive filter (HTFAF) is applied for effective operation of the static compensator. This adaptive filter’s (HTFAF) update rule is based on a cosine function and follows the stochastic gradient descent principle. The HTFAF is used to estimate the peak values of the active and reactive segments of load current. These peak values are used to precisely determine reference grid currents. The control structure for the DSTATCOM is designed to provide harmonics-free, sinusoidal, balanced grid currents under both linear and non-linear, as well as balanced and unbalanced loads. Furthermore, the system has the ability of operate in either PFC or ZVR modes. The proposed control structure is also compared with existing control structure LMF and LMS and found to be superior. The MATLAB/Simulink environment is used for the design of a grid-connected DSTATCOM and its control logic. The performance of the system is also validated using the OPAL-RT real-time simulator.

Downloads

Download data is not yet available.

Author Biographies

Jeetendra Kumar, National Institute of Technology, Jamshedpur, Jharkhand 831014, India

Jeetendra Kumar received his BE degree in Electrical & Electronics Engineering from Anna University, Chennai, Tamil Nadu, India, in 2011 and his MTech degree in Control & Instrumentation from Motilal Nehru National Institute of Technology, Allahabad, Uttar Pradesh, India, in 2016. Presently, he is pursuing a PhD at the Department of Electrical Engineering, NIT Jamshedpur, Jharkhand, India. He is an Assistant Professor in the Department of Electrical Engineering at the Government Engineering College, Bhojpur, India. His areas of interest are renewable energy and power quality enhancement.

Salauddin Ansari, National Institute of Technology, Jamshedpur, Jharkhand 831014, India

Salauddin Ansari received his BE degree in Electrical & Electronics Engineering from Rajiv Gandhi Proudyogiki Vishwavidyalaya, Bhopal, Madhya Pradesh, India, in 2015, and his MTech and PhD degrees from the National Institute of Technology, Jamshedpur, Jharkhand, India, in 2019 and 2024, respectively. He heads the Electrical Engineering Department at Government Polytechnic, Motihari, Bihar, India. His primary research interests include microgrid protection and islanding detection.

Om Hari Gupta, National Institute of Technology, Jamshedpur, Jharkhand 831014, India

Om Hari Gupta earned his PhD in Electrical Engineering from the IIT Roorkee, India, in 2017. He was awarded the prestigious Canadian Queen Elizabeth II Diamond Jubilee Scholarship, enabling him to conduct research at Ontario Tech University, Canada, as a visiting researcher in 2017. Since 2018, Dr. Gupta has been an Assistant Professor in the Department of Electrical Engineering at NIT Jamshedpur, India. Dr. Gupta co-founded the “Electric Power and Renewable Energy Conference (EPREC)” series and has authored/edited seven books. His academic contributions include about 90 publications, with 34 journal papers and one granted patent. He serves on the Springer Nature Journal Scientific Reports editorial board and is a Senior Member of IEEE. Additionally, he is a reviewer for numerous reputed journals, including IEEE Transactions on Power Delivery, Electric Power Systems Research, etc. His research interests encompass power system protection, microgrids, renewable energy-based distributed generation, and electric power quality.

Arun Kumar Singh, National Institute of Technology, Jamshedpur, Jharkhand 831014, India

Arun Kumar Singh has served as a Professor at the Department of Electrical Engineering, National Institute of Technology Jamshedpur, India. He received his B.Sc. (Engg.) from Kurukshetra University, Kurukshetra; M. Tech from the Banaras Hindu University, Varanasi; and PhD in electrical engineering from the Indian Institute of Technology Kharagpur, India. He has over 30 years of teaching experience and has taught subjects like Control Systems, Control & Instrumentation, Power System Operation and Control, Non-Conventional Energy, and Circuit & Network Theory. His primary research interests include control systems, control system applications in different areas & non-conventional energy. Prof. Singh is a Life Member of ISTE and a life fellow of the Institute of Engineers. He has been the Dean of Student Welfare at the National Institute of Technology.

Vijay K. Sood, Ontario Tech University, Oshawa, Canada

Vijay K. Sood obtained his Ph.D. in Power Electronics from the University of Bradford, England in 1977. From 1969–76, he was employed at the Railway Technical Centre, Derby, U.K. From 1976–2007, he was a Senior Researcher at IREQ (Hydro-Québec Research Institute) in Montreal, Quebec. In 2007, he joined Ontario Tech University in Oshawa, Ontario where he is now Professor Emeritus. He is a Member of the Professional Engineers Ontario, a Life Fellow of the Institute of Electrical and Electronic Engineers (IEEE), a Fellow of the Engineering Institute of Canada (EIC) and Emeritus Fellow of the Canadian Academy of Engineering (CAE). His research interests are in the monitoring, control and protection of power systems using artificial intelligence techniques. Dr. Sood has published over 200 articles, 10 book chapters and written numerous books on HVDC Transmission and other topics.

References

Z. Salameh, “Factors Promoting Renewable Energy Applications,” Renew. Energy Syst. Des., pp. 1–32, 2014, doi: 10.1016/B978-0-12-374991-8.00001-5.

B. Singh, P. Jayaprakash, D. P. Kothari, A. Chandra, and K. Al Haddad, “Comprehensive study of dstatcom configurations,” IEEE Trans. Ind. Informatics, vol. 10, no. 2, pp. 854–870, 2014, doi: 10.1109/TII.2014.2308437.

A. Medina-Rios and H. A. Ramos-Carranza, “An Active Power Filter in Phase Coordinates for Harmonic Mitigation,” IEEE Trans. Power Deliv., vol. 22, no. 3, pp. 1991–1993, 2007, doi: 10.1109/TPWRD.2007.899985.

M. H. J. Bollen, Understanding power quality problems: Voltage sags and interruptions. IEEE Press, 1999.

M. P. Kazmierkowski, “Power Quality: Problems and Mitigation Techniques [Book News],” IEEE Industrial Electronics Magazine, vol. 9, no. 2. John Wiley & Sons, WS, UK, p. 62, 2015, doi: 10.1109/MIE.2015.2430111.

S. Vanga and S. N. V. Ganesh, “Comparison of Fourier Transform and Wavelet Packet Transform for quantification of power quality,” 2012 Int. Conf. Adv. Power Convers. Energy Technol. APCET 2012, 2012, doi: 10.1109/APCET.2012.6302048.

J. Ma, X. Wang, Y. Zhang, Q. Yang, and A. G. Phadke, “A novel adaptive current protection scheme for distribution systems with distributed generation,” Int. J. Electr. Power Energy Syst., vol. 43, no. 1, pp. 1460–1466, Dec. 2012, doi: 10.1016/j.ijepes.2012.07.024.

M. A. Mostafa, “Kalman filtering algorithm for electric power quality analysis: Harmonics and voltage sags problems,” LESCOPE’07 – 2007 Large Eng. Syst. Conf. Power Eng., pp. 159–165, 2007, doi: 10.1109/LESCPE.2007.4437371.

J. Bangarraju, V. Rajagopal, S. R. Arya, and B. Subhash, “Enhancement of PQ Using Adaptive Theorybased Improved Linear Tracer SinusoidalControl Strategy for DVR,” J. Green Eng., vol. 7, no. 1, pp. 189–212, Jan. 2017, doi: 10.13052/JGE1904-4720.7129.

M. Srinivas, I. Hussain, and B. Singh, “Combined LMS-LMF-Based Control Algorithm of DSTATCOM for Power Quality Enhancement in Distribution System,” IEEE Trans. Ind. Electron., vol. 63, no. 7, pp. 4160–4169, Jul. 2016, doi: 10.1109/TIE.2016.2532278.

B. Singh and S. R. Arya, “Implementation of single-phase enhanced phase-locked loop-based control algorithm for three-phase DSTATCOM,” IEEE Trans. Power Deliv., vol. 28, no. 3, pp. 1516–1524, 2013, doi: 10.1109/TPWRD.2013.2257876.

S. R. Arya and B. Singh, “Performance of DSTATCOM using leaky LMS control algorithm,” IEEE J. Emerg. Sel. Top. Power Electron., vol. 1, no. 2, pp. 104–113, 2013, doi: 10.1109/JESTPE.2013.2266372.

R. K. Agarwal, I. Hussain, and B. Singh, “Application of LMS-based NN structure for power quality enhancement in a distribution network under abnormal conditions,” IEEE Trans. Neural Networks Learn. Syst., vol. 29, no. 5, pp. 1598–1607, 2018, doi: 10.1109/TNNLS.2017.2677961.

S. Pradhan, I. Hussain, B. Singh, and B. Ketan Panigrahi, “Performance improvement of grid-integrated solar PV system using DNLMS control algorithm,” IEEE Trans. Ind. Appl., vol. 55, no. 1, pp. 78–91, 2019, doi: 10.1109/TIA.2018.2863652.

A. Bag, B. Subudhi, and P. Ray, “An Adaptive Variable Leaky Least Mean Square Control Scheme for Grid Integration of a PV System,” IEEE Trans. Sustain. Energy, vol. 11, no. 3, pp. 1508–1515, 2020, doi: 10.1109/TSTE.2019.2929551.

D. J. Hogan, F. J. Gonzalez-Espin, J. G. Hayes, G. Lightbody, and R. Foley, “An adaptive digital-control scheme for improved active power filtering under distorted grid conditions,” IEEE Trans. Ind. Electron., vol. 65, no. 2, pp. 988–999, 2017, doi: 10.1109/TIE.2017.2726992.

Z. Xin, X. Wang, Z. Qin, M. Lu, P. C. Loh, and F. Blaabjerg, “An Improved Second-Order Generalized Integrator Based Quadrature Signal Generator,” IEEE Trans. Power Electron., vol. 31, no. 12, pp. 8068–8073, 2016, doi: 10.1109/TPEL.2016.2576644.

G. S. Chawda and A. G. Shaik, “Enhancement of Wind Energy Penetration Levels in Rural Grid Using ADALINE-LMS Controlled Distribution Static Compensator, ” IEEE Transactions on Sustainable Energy, vol. 13, no. 1, pp. 135–145, Jan. 2022. doi: 10.1109/TSTE.2021.3105423.

C. Balasundar, C. K. Sundarabalan, S. N. Santhanam, J. Sharma and J. M. Guerrero, “Mixed Step Size Normalized Least Mean Fourth Algorithm of DSTATCOM Integrated Electric Vehicle Charging Station,” IEEE Transactions on Industrial Informatics, 2022. doi: 10.1109/TII.2022.3211958.

A. Dash, U. R. Muduli, S. Prakash, K. A. Hosani, S. R. Gongada and R. K. Behera, “Modified Proportionate Affine Projection Algorithm Based Adaptive DSTATCOM Control With Increased Convergence Speed, ” IEEE Access, vol. 10, pp. 43081–43092, 2022. doi: 10.1109/ACCESS.2022.3169618.

S. Kumar, D. Jaraniya, R. R. Chilipi and A. Al-Durra, "Optimal Operation of WL-RC-QLMS and Luenberger Observer Based Disturbance Rejection Controlled Grid Integrated PV-DSTATCOM System”, IEEE Transactions on Industry Applications, vol. 58, no. 6, pp. 7870–7880, Nov.–Dec. 2022. doi: 10.1109/TIA.2022.3199401.

S. K. Sahoo, S. Kumar and B. Singh, “Wiener Variable Step Size With Variance Smoothening Based Adaptive Neurons Technique for Utility Integrated PV-DSTATCOM System, ” in IEEE Transactions on Industrial Electronics, vol. 69, no. 12, pp. 13384–13393, Dec. 2022. doi: 10.1109/TIE.2021.3134077.

C. Zhang, X. Zhao, X. Wang, X. Chai, Z. Zhang, and S. Member, “A Grid Synchronization PLL Method Based on Mixed Second- and Third-Order Generalized Integrator for DC Offset Elimination and Frequency Adaptability,” vol. 6, no. 3, pp. 1517–1526, 2018, doi: 10.1109/JESTPE.2018.2810499.

C. M. Hackl, S. Member, and M. Landerer, “Modified Second-Order Generalized Integrators With Modified Frequency Locked Loop for Fast Harmonics Estimation of Distorted Single-Phase Signals,” IEEE Trans. Power Electron., vol. 35, no. 3, pp. 3298–3309, 2020, doi: 10.1109/TPEL.2019.2932790.

R. Panigrahi, P. C. Panda, and B. Subudhi, “A Robust Extended Complex Kalman Filter and Sliding-mode Control Based Shunt Active Power Filter,” Electr. Power Components Syst., pp. 520–532, 2014, doi: 10.1080/15325008.2013.871609.

X. Guo and J. M. Guerrero, “Abc-frame complex-coefficient filter and controller based current harmonic elimination strategy for three-phase grid connected inverter,” J. Mod. Power Syst. Clean Energy, vol. 4, no. 1, pp. 87–93, 2016, doi: 10.1007/s40565-016-0189-4.

I K. Kumar, S. S. Bhattacharjee, and N. V George, “Joint Logarithmic Hyperbolic Cosine Robust Sparse Adaptive Algorithms,” vol. 68, no. 1, pp. 526–530, 2021, doi:10.1109/TCSII.2020.3007798.

IEEE, “IEEE Std 519TM

-2014: IEEE Recommended Practice and Requirements for Harmonic Control,” ANSI/IEEE Std. 519, vol. 2014, pp. 5–9, 2014.

H. Akagi, E. H. Watanabe, and M. Aredes, Instantaneous Power Theory and Applications to Power Conditioning, 2nd ed. Hoboken, New Jersey, US: John Wiley & Sons, Inc., 2017.

Downloads

Published

2025-04-23

How to Cite

Kumar, J. ., Ansari, S. ., Gupta, O. H. ., Singh, A. K. ., & Sood, V. K. . (2025). An Adaptive Filter Algorithm Based on Hyperbolic Tangent Function for Power Quality Enhancement in Distribution Network. Distributed Generation &Amp; Alternative Energy Journal, 40(01), 29–62. https://doi.org/10.13052/dgaej2156-3306.4012

Issue

Section

Articles