Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

Keywords

Equipment

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Artificial neural networks for robust fault diagnosis and control of non-linear systems.

2014/15/N/ST7/00749

Keywords:

Neural networks fault diagnosis fault-tolerant control

Descriptors:

  • ST7_1: Control engineering in automation and robotics
  • ST7_3: Simulation engineering and modelling
  • ST7_4: Micro- and nanosystems engineering

Panel:

ST7 - Systems and communication engineering: electronics, communication, optoelectronics

Host institution :

Uniwersytet Zielonogórski, Wydział Informatyki, Elektrotechniki i Automatyki

woj. lubuskie

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr Marcel Luzar 

Number of co-investigators in the project: 2

Call: PRELUDIUM 8 - announced on 2014-09-15

Amount awarded: 132 240 PLN

Project start date (Y-m-d): 2015-07-22

Project end date (Y-m-d): 2018-07-21

Project duration:: 36 months (the same as in the proposal)

Project status: Project settled

Equipment purchased [PL]

  1. Laptop (6 000 PLN)

Information in the final report

  • Publication in academic press/journals (2)
  • Articles in post-conference publications (5)
  • Book publications / chapters in book publications (2)
  1. Neural network-based robust actuator fault diagnosis for a non-linear multi-tank system
    Authors:
    Marcin Mrugalski, Marcel Luzar, Marcin Pazera, Marcin Witczak, Christophe Aubrun
    Academic press:
    ISA Transaction (rok: 2016, tom: 61, strony: 318-328), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.isatra.2016.01.002 - link to the publication
  2. SSNN toolbox for non-linear system identification
    Authors:
    Marcel Luzar, Andrzej Czajkowski
    Academic press:
    Journal of Phisics: Conference Series (rok: 2015, tom: 659, strony: brak), Wydawca: IOP Publishing
    Status:
    Published
    DOI:
    10.1088/1742-6596/659/1/012008 - link to the publication
  1. LPV system modeling with SSNN toolbox
    Authors:
    Marcel Luzar, Andrzej Czajkowski
    Conference:
    American Control Conference (ACC) (rok: 2016, ), Wydawca: IEEE
    Data:
    konferencja 6-8.07.2016
    Status:
    Published
    DOI:
    link to the publication
  2. Fault-tolerant control and diagnosis for a non-linear system with an Unknown Input Observer
    Authors:
    Marcel Luzar
    Conference:
    21st International Conference on Methods and Models in Automation and Robotics (MMAR) (rok: 2016, ), Wydawca: IEEE
    Data:
    konferencja 29.08.2016-1.09.2016
    Status:
    Published
    DOI:
    link to the publication
  3. Linear Parameter-Varying Two Rotor Aero-Dynamical System Modelling with State-Space Neural Network
    Authors:
    Marcel Luzar, Józef Korbicz
    Conference:
    International Conference on Artificial Intelligence and Soft Computing (rok: 2018, ), Wydawca: Springer International Publishing AG
    Data:
    konferencja 3-7 Czerwca
    Status:
    Published
  4. Robust multi-model fault detection and isolation with a state-space neural network
    Authors:
    Andrzej Czajkowski, Marcel Luzar, Marcin Witczak
    Conference:
    24th Mediterrean Conference on Control and Automation (rok: 2016, ), Wydawca: IEEE
    Data:
    konferencja 21-24 Czerwiec 2016
    Status:
    Published
    DOI:
    link to the publication
  5. Fault-tolerant control and diagnosis for LPV system with H-infinity virtual sensor
    Authors:
    Marcel Luzar, Marcin Witczak
    Conference:
    3rd Conference on Control and Fault-tolerant Systems (SysTol) (rok: 2016, ), Wydawca: IEEE
    Data:
    konferencja 7-9.09.2016
    Status:
    Published
    DOI:
    link to the publication
  1. Robust Fault Detection for Non-linear Two-tank System
    Authors:
    Marcel Luzar
    Book:
    Selected Issues of Control Engineering and Economics (rok: 2015, tom: nie dotyczy, strony: 129-138), Wydawca: Państwowa Wyższa Szkoła Zawodowa w Głogowie
    Status:
    Published
  2. nie dotyczy
    Authors:
    Marcel Luzar
    Book:
    Dynamic Artificial Neural Network in Designing Robust Fault Diagnosis Systems (rok: 2016, tom: 26, strony: 174), Wydawca: University of Zielona Góra Press
    Status:
    Published

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