Genetic Algorithm based PI controller tuning for induction motor drive with ANN flux estimator

  title={Genetic Algorithm based PI controller tuning for induction motor drive with ANN flux estimator},
  author={Md. Abdur Rafiq and N. K. Roy and Bashudeb Chandra Ghosh},
  journal={International Conference on Electrical & Computer Engineering (ICECE 2010)},
This paper presents a Genetic Algorithm (GA) based fast speed response controller for poly-phase induction motor drive. Here the proportional and integral gains of PI controller are optimized by GA to achieve quick speed response. An adaptive Recurrent Neural Network (RNN) with Real Time Recurrent Learning (RTRL) algorithm is proposed to estimate rotor flux. An online tuning scheme to update the weight of RNN is presented to overcome stator resistance variation problem. This tuning scheme… CONTINUE READING

From This Paper

Figures, tables, and topics from this paper.


Publications citing this paper.
Showing 1-2 of 2 extracted citations

Grid search optimization techniques for the indirect vector-controlled induction motor drives

2017 IEEE Electrical Power and Energy Conference (EPEC) • 2017
View 4 Excerpts
Highly Influenced

Torque ripple reduction of DTC IM drive using artificial intelligence

2016 International Conference on Electrical Power and Energy Systems (ICEPES) • 2016


Publications referenced by this paper.
Showing 1-10 of 10 references

Evolutionary Computations, Series: Studies

Keigo Watanabe, M.M.A. Hashem
Fuzziness and soft Computing, • 2004
View 3 Excerpts
Highly Influenced

Vectorial torque control: a novel approach to torque and flux control of induction motor drives,

Ciro attaianese, Vito Nardi, Aldo Perfetto, Giuseppe Tomasso
IEEE Trans. on Industry Application, • 1999
View 2 Excerpts

New integration algorithms for estimating motor flux over a wide speed range

Jun Hu, Bin Wu
IEEE Trans. on Power Electron., vol. 13, pp. 969-977, September 1998. • 1998
View 2 Excerpts

Parameter adaptive vector controller for CSI-fed induction motor drive and generalized approaches for simulation of CSI-IM system,

Bashudeb Chandra Ghosh
P.hd. Thesis, Indian Istitute of Technology (IIT), Kharagpur, • 1992
View 1 Excerpt

Similar Papers

Loading similar papers…