Network of dynamic neurons in fault detection systems

被引:0
|
作者
Korbicz, J [1 ]
Obuchowicz, A [1 ]
Patan, K [1 ]
机构
[1] Tech Univ Zielona Gora, Dept Robot & Software Engn, PL-65246 Zielona Gora, Poland
关键词
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The Neural-Residual Generator (NRG) construction for a dynamic system is the goal of this paper. The neural networks modeling the dynamic system are constructed with dynamics models of artificial neurons, which contain inner feedbacks. Such a model consists of an adder module, a linear dynamic system and a nonlinear activation function. Two optimization problems are solved with NRG construction: searching for an optimal network architecture and Dynamic Neuron Model (DNM) network training. The boiler unit of a power plant is chosen as a modeled dynamic system.
引用
收藏
页码:1862 / 1867
页数:6
相关论文
共 50 条
  • [41] A Hybrid Design of Fault Detection for Nonlinear Systems Based on Dynamic Optimization
    Ran, Guangtao
    Chen, Hongtian
    Li, Chuanjiang
    Ma, Guangfu
    Jiang, Bin
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2023, 34 (09) : 5244 - 5254
  • [42] A novel fault detection and diagnostic Petri net methodology for dynamic systems
    Badmus, Taofeeq Alabi
    Remenyte-Prescott, Rasa
    Prescott, Darren
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART O-JOURNAL OF RISK AND RELIABILITY, 2025, 239 (01) : 136 - 161
  • [43] Fault Detection for Networked Control Systems Based on Dynamic Feedback Observer
    Ma Aojia
    Wang Qing
    Dong Chaoyang
    Xie Yan
    2013 25TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2013, : 4995 - 4998
  • [44] Fault detection in dynamic systems using the Kullback-Leibler divergence
    Xie, Lei
    Zeng, Jiusun
    Kruger, Uwe
    Wang, Xun
    Geluk, Jaap
    CONTROL ENGINEERING PRACTICE, 2015, 43 : 39 - 48
  • [45] A wavelet-based multivariable approach for fault detection in dynamic systems
    Paiva, Henrique Mohallem
    Galvão, Roberto Kawakami Harrop
    Rodrigues, Luis
    Controle y Automacao, 2009, 20 (04): : 455 - 464
  • [46] Fault detection and isolation of sequential multiples faults in dynamic linear systems
    Jamouli, H.
    Sauter, D.
    18TH MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION, 2010, : 466 - 470
  • [47] Analytical redundancy relations for fault detection and isolation in algebraic dynamic systems
    Staroswiecki, M
    Comtet-Varga, G
    AUTOMATICA, 2001, 37 (05) : 687 - 699
  • [48] Real-time fault detection and diagnosis of complex dynamic systems
    Ge, Tong
    Deng, Jianhua
    1997, NPU, Xi'an, China (15):
  • [49] Fault Detection and Diagnosis in dynamic systems using Weightless Neural Networks
    Oliveira, Jose Carlos M.
    Pontes, Karen V.
    Sartori, Isabel
    Embirucu, Marcelo
    EXPERT SYSTEMS WITH APPLICATIONS, 2017, 84 : 200 - 219
  • [50] An approach for fault detection and isolation in dynamic systems from distributed measurements
    Manders, EJ
    Barford, LA
    Biswas, G
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2002, 51 (02) : 235 - 240