DocumentCode :
37480
Title :
PSO-Based Self-Commissioning of Electrical Motor Drives
Author :
Calvini, Marco ; Carpita, Mauro ; Formentini, Andrea ; Marchesoni, Mario
Author_Institution :
Phase Motion Control S.p.A., Genoa, Italy
Volume :
62
Issue :
2
fYear :
2015
fDate :
Feb. 2015
Firstpage :
768
Lastpage :
776
Abstract :
A new method for electrical motor drive self-commissioning, with elastic couplings and backlash, is presented. The heuristic algorithm particle swarm optimization (PSO) has been used for the identification and optimization of parameters. Initially, a model-based identification procedure is performed to evaluate the parameters of the system. Then, the parameters of a proportional-integral-derivative (PID)-based controller are optimized by using a time-domain performance criterion. Experimental results, obtained by testing three different laboratory permanent magnet synchronous motor (PMSM) drive prototypes, are also presented to confirm the validity of the proposed approach.
Keywords :
machine control; particle swarm optimisation; permanent magnet motors; synchronous motor drives; three-term control; time-domain analysis; PID-based controller; PMSM drive; PSO-based self-commissioning; electrical motor drives; heuristic algorithm; particle swarm optimization; permanent magnet synchronous motor; proportional-integral-derivative controller; time-domain performance criterion; Cost function; Gears; Mathematical model; Shafts; Torque; Vectors; Backlash; particle swarm optimization (PSO); permanent-magnet synchronous motor (PMSM) drive; self-commissioning;
fLanguage :
English
Journal_Title :
Industrial Electronics, IEEE Transactions on
Publisher :
ieee
ISSN :
0278-0046
Type :
jour
DOI :
10.1109/TIE.2014.2349478
Filename :
6880829
Link To Document :
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