Newton-Type Iterative Solvers for Power Flows

International Journal of Electrical and Electronics Engineering
© 2024 by SSRG - IJEEE Journal
Volume 11 Issue 11
Year of Publication : 2024
Authors : Ruben Villafuerte Diaz, Victorino Juarez Rivera, Ruben Abiud Villafuerte Salcedo, Jesus Medina Cervantes
pdf
How to Cite?

Ruben Villafuerte Diaz, Victorino Juarez Rivera, Ruben Abiud Villafuerte Salcedo, Jesus Medina Cervantes, "Newton-Type Iterative Solvers for Power Flows," SSRG International Journal of Electrical and Electronics Engineering, vol. 11,  no. 11, pp. 172-181, 2024. Crossref, https://doi.org/10.14445/23488379/IJEEE-V11I11P118

Abstract:

Starting from a Newton-type method of third order and two steps, a five-step and a seven-step method is adapted to solve nonlinear equations and the power function f(V1,V2,...V3) is applied to calculate the voltage at each node of an electrical power system and the load flow in the transmission lines. The procedure involves iteratively calculating the nonlinear function and its first and second derivatives. At each node i of the system under study, the original formula of Newton's method, or an adaptation of it, is applied, and the approximations of the voltage at each node are calculated. To reduce the execution time, an acceleration function that depends on the first and second derivatives of the power function was used. The power function is generated at each node and iteratively solved for each node separately, thus avoiding the formation of the Jacobian matrix. Test systems from 9 to 118 nodes were analyzed; the maximum errors found were 0.333% for the 30-node system in the Voltage magnitude, 5.62% in the angle one node of the same system, For the 118-node system, the maximum error in the voltage magnitude was 2.254%, in one node of the system. The applied methods reduce the execution time from 1048.875 to 78.125 milliseconds with the accelerated seven-step method and with a tolerance of 1.0e-04. We foresee the possibility of applying methods with more steps and higher acceleration factors from the results obtained.

Keywords:

Load flows, Nonlinear equations, Numerical Methods, Newton-type methods, Power systems.

References:

[1] William. F. Tinney, and Clifford E. Hart, “Power Flow Solution by Newton's Method,” IEEE Transactions on Power Apparatus and Systems, vol. PAS-86, no. 11, pp. 1449-1460, 1967.
[CrossRef] [Google Scholar] [Publisher Link]
[2] W.F. Tinney, and J.W. Walker, “Direct Solutions of Sparse Network Equations by Optimally Ordered Triangular Factorization,” Proceedings of the IEEE, vol. 55, no. 11, pp. 1801-1809, 1967.
[CrossRef] [Google Scholar] [Publisher Link]
[3] B. Stott, and O. Alsac, “Fast Decoupled Load Flow,” IEEE Transactions on Power Apparatus and Systems, vol. PAS-93, no. 3, pp. 859-869, 1974.
[CrossRef] [Google Scholar] [Publisher Link]
[4] F. De Leon, and A. Semlyen, “Iterative Solvers in the Newton Power Flow Problem: Preconditioners, Inexact Solutions and Partial Jacobian Updates,” IEE Proceedings-Generation, Transmission and Distribution, vol. 149, no. 4, 2002.
[CrossRef] [Google Scholar] [Publisher Link]
[5] Reijer Idema et al., “Scalable Newton-Krylov Solver for Very Large Power Flow Problems,” IEEE Transactions on Power Systems, vol. 27, no. 1, pp. 390-396, 2012.
[CrossRef] [Google Scholar] [Publisher Link]
[6] Reijer Idema, and Domenico J.P. Lahaye, “Nerwton-Krylov Power Flow Solver,” Computational Methods in Power System Analysis, pp. 73-81, 2014.
[CrossRef] [Google Scholar] [Publisher Link]
[7] Stanley C. Eisenstat, and Homer F. Waker, “Chossing the Forcing Terms in an Inexact Newton Method,” SIAM Journal on Scientific Computing, vol. 17, no. 1, 1996.
[CrossRef] [Google Scholar] [Publisher Link]
[8] Reijer Idema et al., “Towards Faster Solution of Large Power Flow Problems,” IEEE Transactions on Power Systems, vol. 28, no. 4, pp. 4918-4925, 2013.
[CrossRef] [Google Scholar] [Publisher Link]
[9] Napoleon Costilla-Enriquez, Yang Weng, and Baosen Zhang, “Combining Newton-Raphson and Stochastic Gradient Descent for Power Flow Analysis,” IEEE Transactions on Power Systems, vol. 36, no. 1, pp. 514-517, 2021.
[CrossRef] [Google Scholar] [Publisher Link]
[10] Nobou Sato, and W.F. Tinney, “Techniques for Exploiting the Sparsity or the Network Admittance Matrix,” IEEE Transactions on Power Apparatus and Systems, vol. 82, no. 69, pp. 944-950, 1963.
[CrossRef] [Google Scholar] [Publisher Link]
[11] Glenn W. Stagg, and Ahmed H. El-Abiad, Computer Methods in Power System Analysis, McGraw Hill Series in Electronic Systems, 1968.
[Publisher Link]
[12] Hadi Saadat, Power System Analysis, 3rd ed., McGraw Hill Series Electrical and Conputer Engineering, 2017.
[Google Scholar] [Publisher Link]
[13] Ruben Villafuerte Diaz et al., “Analysis of Electrical Power Systems with Newton-Type Accelerated Numerical Methods,” SSRG International Journal of Electrical and Electronics Engineering, vol. 10, no. 11, pp. 148-157, 2023.
[CrossRef] [Google Scholar] [Publisher Link]
[14] Jaan Kiusalaas, Numerical Methods in Engineering with Python 3, Cambridge University Press, 2013.
[Google Scholar] [Publisher Link]
[15] Shoichiro Nakamura, Métodos Numericos Aplicados con Software, Prentice Hall Mexico, 1992.
[Google Scholar] [Publisher Link]
[16] Mohamed Bahgat, “New Two-step Iterative Methods for Solving Nonlinear Equations,” Journal of Mathematics Research, vol. 4, no. 3, pp. 128-131, 2012.
[CrossRef] [Google Scholar] [Publisher Link]
[17] Farooq Ahmed Shah, Muhammad Aslam Noor, and Khalida Inayat Noor, “Some Iterative Schemes for Obtaining Approximate Solution of Nonlinear Equations,” The Scientific Bulletin Series A, vol. 78, no. 1, pp. 59-70, 2016.
[Google Scholar] [Publisher Link]
[18] Mohammed Rasheed et al., “Various Numerical Methods for Solving Nonlinear Equation,” Journal of Al-Qadisiyah for Computer Science and Mathematics, vol. 13, no. 3, pp. math 88-97, 2021.
[CrossRef] [Google Scholar] [Publisher Link]
[19] Alicia Cordero et al., “Multistep High-Order Methods for Nonlinear Equations Using Padé-Like Approximants,” Discrete Dynamics in Nature and Society, vol. 2017, 2017.
[CrossRef] [Google Scholar] [Publisher Link]
[20] William D. Stevenson, Analisis De Sistemas Eléctricos de Potencia, McGraw-Hill, 1975.
[Google Scholar] [Publisher Link]
[21] John J. Grainger, and William D. Stevenson Jr, Análisis de Sistemas de Potencia, McGraw-Hill, 1996.
[Google Scholar] [Publisher Link]
[22] Pieter Schavemaker, and Lou van der Sluis, Electrical Power System Essentials, Wiley, 2008.
[Google Scholar] [Publisher Link]
[23] Jan Vysocký et al., “Steady-State Analysis of Electrical Networks in Pandapower Software: Computational Performances of Newton–Raphson, Newton–Raphson with Iwamoto Multiplier, and Gauss–Seidel Methods,” Sustainability, vol. 14, no. 4, 2022.
[CrossRef] [Google Scholar] [Publisher Link]
[24] Manolo D’orto et al., “Comparing Different Approaches for Solving Large Scale Power Flow Problems on the CPU and GPU with the Newton-Raphson Method,” IEEE Access, vol. 9, pp. 56604-56615, 2021.
[CrossRef] [Google Scholar] [Publisher Link]
[25] Ogbereyivwe Oghovese, and Atoma O. Johnson, “New Two-Step Method with Fifth-Order Convergence for Solving Nonlinear Equations,” International Journal of Mathematics and Statistics Invention (IJMSI), vol. 2, no. 10, pp. 24-27, 2014.
[Google Scholar] [Publisher Link]
[26] Mudassir Shams et al., “Efficient Iterative Scheme for Solving Non-Linear Equations with Engineering Applications,” Applied Mathematics in Science and Engineering, vol. 30, no. 1, pp. 708-735, 2022.
[CrossRef] [Google Scholar] [Publisher Link]
[27] Ogbereyivwe Oghovese, and Emunefe John, “Two Steps Iterative Methods for Solving Nonlinear Equations,” International Journal of Mathematics and Computer Research, vol. 2, no. 8, pp. 600-605, 2014.
[Google Scholar] [Publisher Link]
[28] Shuping Chen, and Youhua Qian, “A Family of Combined Iterative Methods for Solving Nonlinear Equations,” American Journal of Applied Mathematics and Statistics, vol. 5, no. 1, pp. 22-32, 2017.
[CrossRef] [Google Scholar] [Publisher Link]
[29] P.M. Anderson, and A.A. Fouad, Power System Control and Stability, John Wiley & Sons, 2008.
[Google Scholar]
[30] Power World Corporation, 2024. [online]. Available: https://www.powerworld.com/
[31] Power Systems Test Case Archive. [Online]. Available: http://www.ee.washington.edu/research/pstca/
[32] Caicedo Rivadeneira, and Javier Andrés, “Flujo Óptimo de Potencia en Sistemas Eléctricos Basado en Criterios de Mínimas Pérdidas de Potencia Activa Usando el Método de la Gradiente,” Thesis, Universidad Politécnica Salesiana Sede Quito, Marzo, 2022.
[Google Scholar] [Publisher Link]