DocumentCode :
3601521
Title :
A Parallel Multimodal Optimization Algorithm for Simulation-Based Design of Power Systems
Author :
Goharrizi, Ali Yazdanpanah ; Singh, Rajendra ; Gole, Aniruddha M. ; Filizadeh, Shaahin ; Muller, John Craig ; Jayasinghe, Rohitha P.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Manitoba, Winnipeg, MB, Canada
Volume :
30
Issue :
5
fYear :
2015
Firstpage :
2128
Lastpage :
2137
Abstract :
This paper proposes a parallel multimodal optimization algorithm that is combined with electromagnetic transient simulation in a platform that unifies the setup, test, and execution of optimal designs for power systems. The algorithm speeds up the design of power systems as its computations can be executed independently on a highly parallelized environment. Additional speedup is achieved by using a surrogate model to estimate the objective function in regions of suspected local optima. The estimated functions can be used in the subsequent stages of postoptimization studies, such as sensitivity analyses. Comparative studies, in terms of computation time, are conducted against sequential execution of the proposed algorithm. The optimal design of a VSC-HVDC transmission is described to demonstrate the capabilities of the proposed algorithm.
Keywords :
HVDC power convertors; optimisation; power system simulation; VSC-HVDC transmission optimal design; electromagnetic transient simulation; objective function estimation; parallel multimodal optimization algorithm; simulation based power system design; surrogate model; voltage source converter; Algorithm design and analysis; Computational modeling; Convergence; Linear programming; Optimization; Power conversion; Grid computation; multimodal optimization; power systems transient simulation; simulation-based design;
fLanguage :
English
Journal_Title :
Power Delivery, IEEE Transactions on
Publisher :
ieee
ISSN :
0885-8977
Type :
jour
DOI :
10.1109/TPWRD.2015.2410172
Filename :
7055277
Link To Document :
بازگشت