Impact of grid partitioning algorithms on combined distributed AC optimal power flow and parallel dynamic power grid simulation

The complexity of most power grid simulation algorithms scales with the network size, which corresponds to the number of buses and branches in the grid. Parallel and distributed computing is one approach that can be used to achieve improved scalability. However, the efficiency of these algorithms re...

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Published in:IET generation, transmission & distribution Vol. 14; no. 25; pp. 6133 - 6141
Main Authors: Kyesswa, Michael, Murray, Alexander, Schmurr, Philipp, Çakmak, Hüseyin, Kühnapfel, Uwe, Hagenmeyer, Veit
Format: Journal Article
Language:English
Published: The Institution of Engineering and Technology 22.12.2020
Wiley
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ISSN:1751-8687, 1751-8695
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Abstract The complexity of most power grid simulation algorithms scales with the network size, which corresponds to the number of buses and branches in the grid. Parallel and distributed computing is one approach that can be used to achieve improved scalability. However, the efficiency of these algorithms requires an optimal grid partitioning strategy. To obtain the requisite power grid partitionings, the authors first apply several graph theory based partitioning algorithms, such as the Karlsruhe fast flow partitioner (KaFFPa), spectral clustering, and METIS. The goal of this study is an examination and evaluation of the impact of grid partitioning on power system problems. To this end, the computational performance of AC optimal power flow (OPF) and dynamic power grid simulation are tested. The partitioned OPF-problem is solved using the augmented Lagrangian based alternating direction inexact Newton method, whose solution is the basis for the initialisation step in the partitioned dynamic simulation problem. The computational performance of the partitioned systems in the implemented parallel and distributed algorithms is tested using various IEEE standard benchmark test networks. KaFFPa not only outperforms other partitioning algorithms for the AC OPF problem, but also for dynamic power grid simulation with respect to computational speed and scalability.
AbstractList The complexity of most power grid simulation algorithms scales with the network size, which corresponds to the number of buses and branches in the grid. Parallel and distributed computing is one approach that can be used to achieve improved scalability. However, the efficiency of these algorithms requires an optimal grid partitioning strategy. To obtain the requisite power grid partitionings, the authors first apply several graph theory based partitioning algorithms, such as the Karlsruhe fast flow partitioner (KaFFPa), spectral clustering, and METIS. The goal of this study is an examination and evaluation of the impact of grid partitioning on power system problems. To this end, the computational performance of AC optimal power flow (OPF) and dynamic power grid simulation are tested. The partitioned OPF‐problem is solved using the augmented Lagrangian based alternating direction inexact Newton method, whose solution is the basis for the initialisation step in the partitioned dynamic simulation problem. The computational performance of the partitioned systems in the implemented parallel and distributed algorithms is tested using various IEEE standard benchmark test networks. KaFFPa not only outperforms other partitioning algorithms for the AC OPF problem, but also for dynamic power grid simulation with respect to computational speed and scalability.
Author Schmurr, Philipp
Hagenmeyer, Veit
Çakmak, Hüseyin
Murray, Alexander
Kyesswa, Michael
Kühnapfel, Uwe
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Keywords augmented Lagrangian based alternating direction inexact Newton method
power grid partitionings
partitioned OPF-problem
parallel dynamic power grid simulation
graph theory
power grid simulation algorithms
power system simulation
parallel algorithm
distributed computing
optimisation
grid partitioning algorithms
partitioned dynamic simulation problem
optimal grid partitioning strategy
combined distributed AC optimal power flow
IEEE standard benchmark test networks
IEEE standards
power grids
Newton method
parallel computing
spectral clustering
computational performance
Karlsruhe fast flow partitioner
parallel algorithms
partitioned systems
pattern clustering
KaFFPa
distributed algorithms
power system problems
AC OPF problem
METIS
load flow
computational complexity
Language English
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Snippet The complexity of most power grid simulation algorithms scales with the network size, which corresponds to the number of buses and branches in the grid....
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SubjectTerms AC OPF problem
augmented Lagrangian based alternating direction inexact Newton method
combined distributed AC optimal power flow
computational complexity
computational performance
distributed algorithms
distributed computing
graph theory
grid partitioning algorithms
IEEE standard benchmark test networks
IEEE standards
KaFFPa
Karlsruhe fast flow partitioner
load flow
METIS
Newton method
optimal grid partitioning strategy
optimisation
parallel algorithm
parallel algorithms
parallel computing
parallel dynamic power grid simulation
partitioned dynamic simulation problem
partitioned OPF‐problem
partitioned systems
pattern clustering
power grid partitionings
power grid simulation algorithms
power grids
power system problems
power system simulation
Research Article
spectral clustering
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Title Impact of grid partitioning algorithms on combined distributed AC optimal power flow and parallel dynamic power grid simulation
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