Publications

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Book Chapter
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.
Conference Paper
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.
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.
Godoy, B. I., V. Vansovits, A. Tepljakov, E. Petlenkov, and K. Vassiljeva, "Control-oriented identification using maximum likelihood for a district heating plant", 2017 11th Asian Control Conference (ASCC): IEEE, dec, 2017.
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.
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.
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.
Vansovits, V., B. I. Godoy, A. Tepljakov, K. Vassiljeva, and E. Petlenkov, "Model-based control design for a district heating plant", 2017 IEEE 15th International Conference on Industrial Informatics (INDIN): IEEE, jul, 2017.
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.
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.
Tepljakov, A., S. Astapov, E. Petlenkov, K. Vassiljeva, and D. Draheim, "Sound Localization and Processing for Inducing Synesthetic Experiences in Virtual Reality", Proc. 15th Biennial Baltic Electronics Conference, 2016.
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.
Vansovits, V., A. Tepljakov, K. Vassiljeva, and E. Petlenkov, "Towards an Intelligent Control System for District Heating Plants: Design and Implementation of a Fuzzy Logic based Control Loop", IEEE International Conference on Industrial Informatics (INDIN'2016), 2016.