Parallel-Levenberg-Marquardt-Method-Based Power Flow Algorithm for Large-scale Ill-conditioned Systems With GPU-CPU Framework

被引:1
|
作者
Tang, Kunjie [1 ]
Dong, Shufeng [1 ]
Mao, Hangyin [2 ]
Chen, Yifeng [1 ]
Nan, Bin [1 ]
机构
[1] Zhejiang Univ, Coll Elect Engn, Hangzhou, Peoples R China
[2] State Grid Zhejiang Elect Power Corp, Hangzhou, Peoples R China
关键词
power flow calculation; ill-conditioned systems; parallel Levenberg-Marquardt method; GPU-CPU framework;
D O I
10.1109/PESGM46819.2021.9637901
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
With the expansion of power systems, a parallel Levenberg-Marquardt (L-M) method based power flow algorithm with powerful robustness and high convergence rate for large-scale ill-conditioned systems is proposed in this paper. Further, an implementation of the proposed algorithm based on the GPU-CPU framework is realized. GPU and CPU multi-threading parallel techniques are used to accelerate the algorithm from two perspectives: Jacobian matrix parallel formation and the parallelization of the L-M method. Numerical experiments show that the proposed algorithm has better robustness and efficiency than the traditional Newton-Raphson method and some other power flow methods for ill-conditioned systems. The implementation based on the GPU-CPU framework achieves a significant acceleration effect. Especially for large-scale systems, GPU parallel computing accelerates Jacobian matrix formation with a speedup ratio of over 20 times, and CPU multi-threading computing reduces numerous failed trial steps, over 1/3 of the total trial steps, in the L-M method.
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页数:5
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