Steady-state analysis of electrical networks in pandapower software: Computational performances of Newton-Raphson, Newton-Raphson with Iwamoto multiplier, and Gauss-Seidel methods
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Abstract
At the core of every system for the efficient control of the network steady-state operation is
the AC-power-flow problem solver. For local distribution networks to continue to operate effectively,
it is necessary to use the most powerful and numerically stable AC-power-flow problem solvers
within the software that controls the power flows in these networks. This communication presents
the results of analyses of the computational performance and stability of three methods for solving
the AC-power-flow problem. Specifically, this communication compares the robustness and speed
of execution of the Gauss–Seidel (G–S), Newton–Raphson (N–R), and Newton–Raphson method
with Iwamoto multipliers (N–R–I), which were tested in open-source pandapower software using a
meshed electrical network model of various topologies. The test results show that the pandapower
implementations of the N–R method and the N–R–I method are significantly more robust and faster
than the G–S method, regardless of the network topology. In addition, a generalized Python interface
between the pandapower and the SciPy package was implemented and tested, and results show that
the hybrid Powell, Levenberg–Marquardt, and Krylov methods, a quasilinearization algorithm, and
the continuous Newton method can sometimes achieve better results than the classical N–R method.
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pandapower software, electrical networks, AC-power-flow analysis, Gauss–Seidel method, Newton–Raphson method, Iwamoto multiplier
Citation
Sustainability. 2022, vol. 14, issue 4, art. no. 2002.
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Publikační činnost VŠB-TUO ve Web of Science / Publications of VŠB-TUO in Web of Science
OpenAIRE
Publikační činnost Centra energetických jednotek pro využití netradičních zdrojů energie (9370)
Publikační činnost IT4Innovations / Publications of IT4Innovations (9600)
Články z časopisů s impakt faktorem / Articles from Impact Factor Journals
OpenAIRE
Publikační činnost Centra energetických jednotek pro využití netradičních zdrojů energie (9370)
Publikační činnost IT4Innovations / Publications of IT4Innovations (9600)
Články z časopisů s impakt faktorem / Articles from Impact Factor Journals