Iterative Methods for Nonlinear Systems Applied to Grid Impedance Estimation: A Comparative Study
DOI:
https://doi.org/10.18618/REP.e202446Keywords:
Chun method, comparative analysis, grid impedance estimation,, iterative methods, Newton-Raphson method, Potra-Pták method, nonlinear systemsAbstract
In this work, a comparative study is presented to evaluate the performance of iterative methods to solve nonlinear systems applied to grid impedance estimation. The iterative methods of Newton-Raphson, Potra-Pták, and Chun were embedded in the control system of a three-phase inverter supported by a photovoltaic plant connected to the grid. The adopted impedance estimation technique consists of successive variation of the power injected into the grid, more precisely, at three different levels. The voltage and current amplitudes at the point of common coupling~(PCC) are monitored and serve as input for the iterative methods, which, after processing them, provide an estimate of the grid impedance. To compare the performance between the methods, the following merit figures were listed: execution time, number of iterations required to deliver the estimates, percentage error, efficiency index, computational efficiency, computational efficiency index, and stability of the iterative method. The results presented were obtained through real-time simulations. From that, it was possible to conclude about the method with the best performance, thus contributing to greater assertiveness on the part of designers when choosing the most efficient iterative method to be embedded in a microcontroller for grid impedance estimation purposes.
Downloads
References
International Energy Agency - IEA, “The Evolution of Energy Efficiency Policy to Support Clean Energy Transitions”, Digital Format, December 2023.
T. B. Hadj, A. Ghodbane, E. B. Mohamed, A. A. Alfalih, “The transition to renewable energy through financial development and under natural resources threshold in emerging countries”, Environment, Development and Sustainability, Jan 2024. DOI: https://doi.org/10.1007/s10668-023-04389-1
R. D. Middlebrook, S. Cuk, “A general unified approach to modelling switching-converter power stages”, in 1976 IEEE Power Electronics Specialists Conference, pp. 18–34, 1976. DOI: https://doi.org/10.1109/PESC.1976.7072895
S. Hiti, D. Boroyevich, “Small-signal modeling of three-phase PWM modulators”, in PESC Record. 27th Annual IEEE Power Electronics Specialists Conference, vol. 1, pp. 550–555 vol.1, 1996. DOI: https://doi.org/10.1109/PESC.1996.548634
H. Mao, D. Boroyevich, F. Lee, “Novel reduced-order small-signal model of a three-phase PWM rectifier and its application in control design and system analysis”, IEEE Transactions on Power Electronics, vol. 13, no. 3, pp. 511–521, 1998. DOI: https://doi.org/10.1109/63.668114
F. Blaabjerg, Z. Chen, S. Kjaer, “Power electronics as efficient interface in dispersed power generation systems”, IEEE Transactions on Power Electronics, vol. 19, no. 5, pp. 1184–1194, 2004. DOI: https://doi.org/10.1109/TPEL.2004.833453
M. Liserre, R. Teodorescu, F. Blaabjerg, “Stability of photovoltaic and wind turbine grid-connected inverters for a large set of grid impedance values”, IEEE Transactions on Power Electronics, vol. 21, no. 1, pp. 263–272, 2006. DOI: https://doi.org/10.1109/TPEL.2005.861185
M. K. De Meerendre, E. Prieto-Araujo, K. H. Ahmed, O. Gomis-Bellmunt, L. Xu, A. Egea Alvarez, “Review of Local Network Impedance Estimation Techniques”, IEEE Access, vol. 8, pp. 213647–213661, 2020. DOI: https://doi.org/10.1109/ACCESS.2020.3040099
N. Mohammed, T. Kerekes, M. Ciobotaru, “An Online Event-Based Grid Impedance Estimation Technique Using Grid-Connected Inverters”, IEEE Transactions on Power Electronics, vol. 36, no. 5, pp. 6106–6117, 2021. DOI: https://doi.org/10.1109/TPEL.2020.3029872
R. L. d. A. Ribeiro, A. Oshnoei, A. Anvari-Moghaddam, F. Blaabjerg, “Adaptive Grid Impedance Shaping Approach Applied for Grid-Forming Power Converters”, IEEE Access, vol. 10, pp. 83096–83110, 2022. DOI: https://doi.org/10.1109/ACCESS.2022.3196921
H. M. T. C. Gomes, L. L. O. Carralero, J. H. Su´arez, A. P. N. Tahim, J. R. Pinheiro, F. F. Costa, “Estimativa de Impedância para Suporte de Estabilidade e Qualidade de Energia em Inversores Conectados à Rede”, Eletrônica de Potencia, vol. 27, no. 2, p. 165–176, Jun. 2022. DOI: https://doi.org/10.18618/REP.2022.2.0004
A. Suarez, C. Blanco, P. Garcia, A. Navarro-Rodriguez, J. Manuel Cano Rodriguez, “Grid Impedance Estimator for Active Multisource AC Grids”, IEEE Transactions on Smart Grid, vol. 14, no. 3, pp. 2023–2033, 2023. DOI: https://doi.org/10.1109/TSG.2022.3212770
D. O. Cardoso, H. M. T. C. Gomes, F. A. d. C. Bahia, A. P. N. Tahim, J. R. Pinheiro, F. F. Costa, “Impacto do PLL para Estimação de Impedância de Rede e Avaliação de Estabilidade no Domínio DQ em Sistemas com Inversores Conectados”, Eletrônica de Potência, vol. 28, no. 2, p. 107–118, Mar. 2023. DOI: https://doi.org/10.18618/REP.2023.2.0050
J. Mace, A. Cervone, D. Dujic, “Self-Synchronized Grid Impedance Estimation Unit Using Interpolated DFT Technique”, IEEE Transactions on Power Electronics, vol. 39, no. 4, pp. 4624–4635, 2024. DOI: https://doi.org/10.1109/TPEL.2023.3342317
Y. Cheng, W. Wu, Y. Yang, E. Koutroulis, H. S.-H. Chung, M. Liserre, F. Blaabjerg, “Zero-Sequence Voltage Injection-Based Grid Impedance Estimation Method for Three-Phase Four-Wire DC/AC Grid-Connected Inverter”, IEEE Transactions on Industrial Electronics, vol. 71, no. 7, pp. 7273–7279, 2024. DOI: https://doi.org/10.1109/TIE.2023.3306395
J. R. P. De Assis, A. Da Silva Gomes, H. M. T. Cotrim Gomes, F. F. Costa, W. F. Felipe, M. B. De Rossiter Correa, D. A. Fernandes, “Performance of Parametric Methods for Online Grid-Impedance Estimation Applied to PV Systems”, in 2023 IEEE 8th Southern Power Electronics Conference and 17th Brazilian Power Electronics Conference (SPEC/COBEP), pp. 1–6, 2023. DOI: https://doi.org/10.1109/SPEC56436.2023.10407902
D. A. Fernandes, S. R. Naidu, C. Coura, “Instantaneous Sequence-Component Resolution of 3-Phase Variables and Its Application to Dynamic Voltage Restoration”, IEEE Transactions on Instrumentation and Measurement, vol. 58, no. 8, pp. 2580–2587, 2009. DOI: https://doi.org/10.1109/TIM.2009.2015634
J. Taylor, Classical Mechanics, G - Reference, Information and Inter-disciplinary Subjects Series, University Science Books, 2005, URL: https://books.google.com.br/books?id=P1kCtNr-pJsC.
E. L. Allgower, K. Georg, et al., Computational solution of nonlinear systems of equations, vol. 26, American Mathematical Soc., 1990.
I. Argyros, Computational Theory of Iterative Methods, vol. 15, Elsevier Science, 2007.
J. Hueso, E. Martinez, J. Torregrosa, “Third and fourth order iterative methods free from second derivative for nonlinear systems”, Applied Mathematics and Computation, vol. 211, pp. 190–197, 05 2009. DOI: https://doi.org/10.1016/j.amc.2009.01.039
B. Polyak, “Newton’s method and its use in optimization”, European Journal of Operational Research, vol. 181, no. 3, pp. 1086–1096, 2007. DOI: https://doi.org/10.1016/j.ejor.2005.06.076
.
R. L. Burden, J. D. Faires, Numerical Analysis, Cengage Learning, 2011.
C. Chun, “A new iterative method for solving nonlinear equations”, Applied Mathematics and Computation, vol. 178, no. 2, pp. 415–422, 2006. DOI: https://doi.org/10.1016/j.amc.2005.11.055
G. Optiz, “A. M. Ostrowski (University of Basel), Solution of Equations and Systems of Equations (Vol. 9 of Pure and Applied Mathematics). IX + 202 S. New York and London 1960. Academic Press. Preis geb. $ 6.80”, ZAMM – Journal of Applied Mathematics and Mechanics / Zeitschrift f¨ur Angewandte Mathematik und Mechanik, vol. 43, no. 1-2, pp. 89–89, 1963. DOI: https://doi.org/10.1002/zamm.19630430112
A. Cordero, J. Hueso, E. Mart´ınez, J. Torregrosa, “A modified Newton-Jarratt’s composition”, Numerical Algorithms, vol. 55, pp. 87–99, 09, 2010. DOI: https://doi.org/10.1007/s11075-009-9359-z
A. Cordero, J. L. Hueso, E. Mart´ınez, J. R. Torregrosa, “Increasing the convergence order of an iterative method for nonlinear systems”, Applied Mathematics Letters, vol. 25, no. 12, pp. 2369–2374, 2012. DOI: https://doi.org/10.1016/j.aml.2012.07.005
M. Grau-Sanchez, `Angela Grau, M. Noguera, “On the computational efficiency index and some iterative methods for solving systems of nonlinear equations”, Journal of Computational and Applied Mathematics, vol. 236, no. 6, pp. 1259–1266, 2011. DOI: https://doi.org/10.1016/j.cam.2011.08.008
A. Cordero, J. M. Gutierrez, A. A. Magrenan, J. R. Torregrosa, “Stability analysis of a parametric family of iterative methods for solving nonlinear models”, Applied Mathematics and Computation, vol. 285, pp. 26–40, 2016. DOI: https://doi.org/10.1016/j.amc.2016.03.021
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2024 Jefferson R. P. de Assis, Andréia da S. Gomes, Hugo M. T. C. Gomes, Fabiano F. Costa, Wellington F. Felipe, Maurício B. de R. Corrêa, Darlan A. Fernandes
This work is licensed under a Creative Commons Attribution 4.0 International License.