• Source: Scopus
  • Calculated based on no. of publications stored in Pure and citations from Scopus
1972 …2022

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  • 2019

    Projectional Learning Laws for Differential Neural Networks Based on Double-Averaged Sub-Gradient Descent Technique

    Chairez, I., Poznyak, A., Nazin, A. & Poznyak, T., 1 Jan 2019, Projectional Learning Laws for Differential Neural Networks Based on Double-Averaged Sub-Gradient Descent Technique. p. 28-38 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11554 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • 2018

    Residence time regulation in chemical processes: Local optimal control realization by differential neural networks

    Poznyak, T., Chairez, I. & Poznyak, A., 1 Jan 2018, Residence time regulation in chemical processes: Local optimal control realization by differential neural networks. p. 745-756 669 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10878 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • 2011

    Neural identification of 3D Distributed Parameter Systems

    Fuentes, R. Q., Chairez, I., Poznyak, A. & Poznyak, T., 2011, Proceedings of the 18th IFAC World Congress. 1 PART 1 ed. IFAC Secretariat, p. 14988-14993 6 p. (IFAC Proceedings Volumes (IFAC-PapersOnline); vol. 44, no. 1 PART 1).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

  • 2010

    Model predictive control by differential neural networks approach

    Chairez, I., García, A., Poznyak, A. & Poznyak, T., 2010, 2010 IEEE World Congress on Computational Intelligence, WCCI 2010 - 2010 International Joint Conference on Neural Networks, IJCNN 2010. 5596521. (Proceedings of the International Joint Conference on Neural Networks).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    2 Scopus citations
  • Photocatalytic deposition of nickel nanoparticles on titanium dioxide

    Rodríguez, J. L., Pola, F., Valenzuela, M. A. & Poznyak, T., 2010, New Catalytic Materials. Materials Research Society, p. 19-25 7 p. (Materials Research Society Symposium Proceedings; vol. 1279).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

  • Robust identification of uncertain schrodinger type complex partial differential equations

    Chairez, I., Fuentes, R., Poznyak, A. & Poznyak, T., 2010, Program and Abstract Book - 2010 7th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2010. p. 170-175 6 p. 5608635. (Program and Abstract Book - 2010 7th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2010).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    2 Scopus citations
  • 2009

    Neural network identication of uncertain 2d partial differential equations

    Chairez, I., Fuentes, R., Poznyak, A., Poznyak, T., Escudero, M. & Viana, L., 2009, 2009 6th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2009. 5393456. (2009 6th International Conference on Electrical Engineering, Computing Science and Automatic Control, CCE 2009).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    5 Scopus citations
  • Neural numerical modeling for uncertain distributed parameter systems

    Fuentes, R., Poznyak, A., Chairez, I. & Poznyak, T., 2009, 2009 International Joint Conference on Neural Networks, IJCNN 2009. p. 909-916 8 p. 5178909. (Proceedings of the International Joint Conference on Neural Networks).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    17 Scopus citations
  • Partial differential equations numerical modeling using dynamic neural networks

    Fuentes, R., Poznyak, A., Chairez, I. & Poznyak, T., 2009, Artificial Neural Networks - ICANN 2009 - 19th International Conference, Proceedings. PART 2 ed. p. 552-562 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5769 LNCS, no. PART 2).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    1 Scopus citations
  • Robust identification of uncertain nonlinear systems with state constrains by Differential Neural Networks

    García, A., Chairez, I., Poznyak, A. & Poznyak, T., 2009, 2009 International Joint Conference on Neural Networks, IJCNN 2009. p. 917-924 8 p. 5178825. (Proceedings of the International Joint Conference on Neural Networks).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    2 Scopus citations
  • 2008

    High order dynamic neuro observer: Application for ozone generator

    Chairez, I., Poznyak, A. & Poznyak, T., 2008, IEEE 10th International Workshop on Variable Structure Systems, VSS'08. p. 291-295 5 p. 4570723. (IEEE 10th International Workshop on Variable Structure Systems, VSS'08).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    8 Scopus citations
  • Practical stability analysis for DNN observation

    Chairez, I., Poznyak, A. & Poznyak, T., 2008, Proceedings of the 47th IEEE Conference on Decision and Control, CDC 2008. p. 2551-2556 6 p. 4738995. (Proceedings of the IEEE Conference on Decision and Control).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    4 Scopus citations
  • Projectional differential neural network observer with stable adaptation weights

    García, A., Poznyak, A., Chairez, I. & Poznyak, T., 2008, Proceedings of the 47th IEEE Conference on Decision and Control, CDC 2008. p. 3652-3657 6 p. 4738950. (Proceedings of the IEEE Conference on Decision and Control).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    2 Scopus citations
  • 2006

    Dynamic neural observer with sliding mode learning

    Chairez, I., Poznyak, A. & Poznyak, T., 2006, 2006 3rd International IEEE Conference Intelligent Systems, IS'06. p. 600-605 6 p. 4155494

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    2 Scopus citations
  • Sliding mode neurocontrol with applications

    Poznyak, A., Chairez, I. & Poznyak, T., 2006, Proceedings of the 2006 International Workshop on Variable Structure Systems, VSS'06. p. 5-10 6 p. 1644484. (Proceedings of the 2006 International Workshop on Variable Structure Systems, VSS'06; vol. 2006).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    7 Scopus citations
  • Switching learning law for differential neural observer for biodegradation process

    Fuentes, R., García, A., Cabrera, A., Poznyak, T. & Chairez, I., 2006, International Joint Conference on Neural Networks 2006, IJCNN '06. Institute of Electrical and Electronics Engineers Inc., p. 4484-4490 7 p. 1716721. (IEEE International Conference on Neural Networks - Conference Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

  • 2005

    Water treatment by ozonation: Contaminants concentration estimation by dynamical neural network

    Chairez, I., Poznyak, A. & Poznyak, T., 2005, Proceedings of the 16th IFAC World Congress, IFAC 2005. IFAC Secretariat, p. 191-196 6 p. (IFAC Proceedings Volumes (IFAC-PapersOnline); vol. 16).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review