Publications

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2015
Vassiljeva, K., A. Tepljakov, and E. Petlenkov, "NN-ANARX model based control of liquid level using visual feedback", Industrial Informatics (INDIN), 2015 IEEE 13th International Conference on, 2015.
2014
Vassiljeva, K., J. Belikov, and E. Petlenkov, "Application of genetic algorithms to neural networks based control of a liquid level tank system", The IEEE World Congress on Computational Intelligence, Beijing, China, pp. 2525–2530, July, 2014.
Vansovits, V., E. Petlenkov, J. Belikov, K. Vassiljeva, and A. Tepljakov, "Application of MPC to water boiler control system in district heat plant", The 13th International Conference on Control, Automation, Robotics and Vision, Singapore, pp. 1609–1614, December, 2014.
2013
Belikov, J., S. Nõmm, E. Petlenkov, and K. Vassiljeva, "Application of neural networks based SANARX model for identification and control liquid level tank system", The 12th International Conference on Machine Learning and Applications, Miami, FL, USA, pp. 246–251, December, 2013.
Belikov, J., E. Petlenkov, K. Vassiljeva, and S. Nõmm, "Computational intelligence methods based design of closed-loop system", Neural Information Processing: Springer-Verlag Berlin Heidelberg, pp. 215–224, 2013.
2012
Nõmm, S., K. Vassiljeva, and E. Petlenkov, "Evaluation function optimization for the Genetic Algorithm based tuning of NN-ANARX model structure", The World Congress on Computational Intelligence, Brisbane, Australia, pp. 1628–1688, June, 2012.
Vassiljeva, K., E. Petlenkov, and S. Nõmm, "Evolutionary design of the closed loop control on the basis of NN-ANARX model using genetic algorithm", The 19th International Conference on Neural Information Processing, Doha, Qatar, November, 2012.
Vassiljeva, K., E. Petlenkov, and J. Belikov, "GA based optimization of NN-SANARX model for adaptive control of nonlinear systems", The World Congress on Computational Intelligence, Brisbane, Australia, pp. 1674–1681, June, 2012.
Vansovits, V., E. Petlenkov, K. Vassiljeva, and A. Guljaev, "Identification of industrial water boiler for model predictive control of district heat plant", The 13th Biennial Baltic Electronics Conference, Tallinn, Estonia, October, 2012.
2011
Vassiljeva, K., J. Belikov, and E. Petlenkov, "Genetic algorithm based structure identification for feedback control of nonlinear MIMO systems", The International Conference on Adaptive and Intelligent Systems, Klagenfurt, Austria, pp. 215–226, September, 2011.
Vassiljeva, K., J. Belikov, and E. Petlenkov, "Neural networks based minimal or reduced model representation for control of nonlinear MIMO systems", The International Joint Conference on Neural Networks, San Jose, CA, USA, pp. 1706–1713, July-August, 2011.
Nõmm, S., K. Vassiljeva, E. Petlenkov, and J. Belikov, "Structure identification of NN-ANARX model by genetic algorithm with combined cross-correlation-test based evaluation function", The 9th International Conference on Control and Automation, Santiago, Chile, pp. 65–70, December, 2011.