On The Design Of The DISO Controllers For A Neuro-Fuzzy Vector Control.The Training Data Processing And Some Results

Dan S. Mihai
2009 ECMS 2009 Proceedings edited by J. Otamendi, A. Bargiela, J. L. Montes, L. M. Doncel Pedrera  
KEYWORDS Neuro-fuzzy Controller, Vector Control, Electrical Drives. After some good previous results with neuro-fuzzy controllers SISO type for the speed or for the current loops in a vector control system, now the design is orientated to the DISO units. Also, the coexistence of both controllers type as neuro-fuzzy units are considered: the speed controller -with a slow bias and the current -with a high commutation rate for driving directly the inverter. The aim is also to provide a performing
more » ... nd integral intelligent-based solution for applications were the mechanical shock must be controlled (such as trams-trains, personal elevators). The design of such controllers is focused on three aspects: the conditions of a good data acquisition for training by simulation of a well tuned standard system, the data pre-processing for the training of the neural networks and the tuning of the synthesized controllers. The ANFIS methods is used for generating Sugeno fuzzy controllers. Different design details and tuning procedures are taken into account. The paper is continuing a previous work. DAN S. MIHAI was born in Brabova, Romania and went to the University of Craiova, where he studied electrotechnics and electrical drives, obtaining his degree in 1979. He worked for several years in automotive industry before moving in 1984 to the University of Craiova. He is now PhD Professor leading the subjects in the digital control field for the Faculty for Engineering in Electromechanics, Environment and Industrial Informatics. Professional skills and the recent research interest fields are available on http://www.em.ucv.ro/Organizare/PaginiPersonale/ DMihai/DMihai_eng/Default.htm. a. b. Figures 12: The In -Out evolution (local) for the DISO optimized speed NFC in conjunction with current NFC.
doi:10.7148/2009-0720-0725 dblp:conf/ecms/Mihai09a fatcat:domt3ao4gjdrtd4cmk57d35tzi