Parallel-in-Time Object-Oriented Electromagnetic Transient Simulation of Power Systems
Parallel-in-time methods are emerging to accelerate the solution of time-consuming problems in different research fields. However, the complexity of power system component models brings challenges to realize the parallel-in-time power system electromagnetic transient (EMT) simulation, including the...
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doaj-4db27c816987441db5f15ef9c21258ce2021-04-05T17:40:10ZengIEEEIEEE Open Access Journal of Power and Energy2687-79102020-01-01729630610.1109/OAJPE.2020.30126369152054Parallel-in-Time Object-Oriented Electromagnetic Transient Simulation of Power SystemsTianshi Cheng0https://orcid.org/0000-0001-7919-7368Tong Duan1https://orcid.org/0000-0003-3931-021XVenkata Dinavahi2https://orcid.org/0000-0001-7438-9547Department of Electrical and Computer Engineering, University of Alberta, Edmonton, CanadaDepartment of Electrical and Computer Engineering, University of Alberta, Edmonton, CanadaDepartment of Electrical and Computer Engineering, University of Alberta, Edmonton, CanadaParallel-in-time methods are emerging to accelerate the solution of time-consuming problems in different research fields. However, the complexity of power system component models brings challenges to realize the parallel-in-time power system electromagnetic transient (EMT) simulation, including the traveling wave transmission lines. This paper proposes a system-level parallel-in-time EMT simulation method based on traditional nodal analysis and the Parareal algorithm. A new interpretation scheme is proposed to solve the transmission line convergence problem. To integrate different kinds of traditional EMT models, a component-based EMT system solver architecture is proposed to address the increasing model complexity. An object-oriented C++ implementation is proposed to realize the parallel-in-time Parareal algorithm based on the proposed architecture. The results on the IEEE-118 test system show 2.30x speed-up compared to the sequential algorithm under the same accuracy with 6 CPU threads, and a high parallel efficiency around 40%. The performance comparison of various IEEE test cases shows that the system's time-domain characteristics determine the speed-up of Parareal algorithm, and the delays in transmission lines significantly affect the performance of parallel-in-time power system EMT simulations.https://ieeexplore.ieee.org/document/9152054/Electromagnetic transient analysismulti-core processorsobject-oriented programmingparallel-in-timeparallel processingpower system simulation |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Tianshi Cheng Tong Duan Venkata Dinavahi |
spellingShingle |
Tianshi Cheng Tong Duan Venkata Dinavahi Parallel-in-Time Object-Oriented Electromagnetic Transient Simulation of Power Systems IEEE Open Access Journal of Power and Energy Electromagnetic transient analysis multi-core processors object-oriented programming parallel-in-time parallel processing power system simulation |
author_facet |
Tianshi Cheng Tong Duan Venkata Dinavahi |
author_sort |
Tianshi Cheng |
title |
Parallel-in-Time Object-Oriented Electromagnetic Transient Simulation of Power Systems |
title_short |
Parallel-in-Time Object-Oriented Electromagnetic Transient Simulation of Power Systems |
title_full |
Parallel-in-Time Object-Oriented Electromagnetic Transient Simulation of Power Systems |
title_fullStr |
Parallel-in-Time Object-Oriented Electromagnetic Transient Simulation of Power Systems |
title_full_unstemmed |
Parallel-in-Time Object-Oriented Electromagnetic Transient Simulation of Power Systems |
title_sort |
parallel-in-time object-oriented electromagnetic transient simulation of power systems |
publisher |
IEEE |
series |
IEEE Open Access Journal of Power and Energy |
issn |
2687-7910 |
publishDate |
2020-01-01 |
description |
Parallel-in-time methods are emerging to accelerate the solution of time-consuming problems in different research fields. However, the complexity of power system component models brings challenges to realize the parallel-in-time power system electromagnetic transient (EMT) simulation, including the traveling wave transmission lines. This paper proposes a system-level parallel-in-time EMT simulation method based on traditional nodal analysis and the Parareal algorithm. A new interpretation scheme is proposed to solve the transmission line convergence problem. To integrate different kinds of traditional EMT models, a component-based EMT system solver architecture is proposed to address the increasing model complexity. An object-oriented C++ implementation is proposed to realize the parallel-in-time Parareal algorithm based on the proposed architecture. The results on the IEEE-118 test system show 2.30x speed-up compared to the sequential algorithm under the same accuracy with 6 CPU threads, and a high parallel efficiency around 40%. The performance comparison of various IEEE test cases shows that the system's time-domain characteristics determine the speed-up of Parareal algorithm, and the delays in transmission lines significantly affect the performance of parallel-in-time power system EMT simulations. |
topic |
Electromagnetic transient analysis multi-core processors object-oriented programming parallel-in-time parallel processing power system simulation |
url |
https://ieeexplore.ieee.org/document/9152054/ |
work_keys_str_mv |
AT tianshicheng parallelintimeobjectorientedelectromagnetictransientsimulationofpowersystems AT tongduan parallelintimeobjectorientedelectromagnetictransientsimulationofpowersystems AT venkatadinavahi parallelintimeobjectorientedelectromagnetictransientsimulationofpowersystems |
_version_ |
1721539155519864832 |