GPU-based power converter transient simulation with matrix exponential integration and memory management

Wei Wu, Peng Li, Xiaopeng Fu*, Zhiying Wang, Jianzhong Wu, Chengshan Wang

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

12 Citations (Scopus)

Abstract

With the extensive application of power electronic equipment in power systems, electromagnetic transient (EMT) simulation involving power converters becomes more challenging. Due to its multithreads and high throughput architecture, the graphics processing unit (GPU) can be used to accelerate those EMT simulations. A GPU-based matrix exponential method and its memory management for power converter transient simulation are proposed in this paper. A parallel exponential integration algorithm is established from two aspects to fully utilize the GPU multithreads capability. The matrix exponentials which are recomputed with the on/off state changes of power electronic switches are cached in GPU memory. The simulation efficiency is improved by reusing the cached data and reducing heterogeneous data transmission between CPU and GPU. Several strategies are experimented to manage the cache memory considering the EMT simulation workflow. The proposed memory management expands the simulation capability by substantially reducing the memory requirement and maintains the speed advantage of the GPU-based simulator. The proposed method is tested on wind power plants of different scales with power electronic interfaced wind generators. Simulation results indicate that the proposed method and its memory management expand the simulation capability and achieve speedups.

Original languageEnglish
Article number106186
JournalInternational Journal of Electrical Power and Energy Systems
Volume122
DOIs
Publication statusPublished - Nov 2020
Externally publishedYes

Keywords

  • Electromagnetic transient simulation
  • Graphics processing unit
  • Matrix exponential integration
  • Memory management
  • Power converter

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