[HTML][HTML] State space neural networks and model-decomposition methods for fault diagnosis of complex industrial systems

B Pulido, JM Zamarreño, A Merino, A Bregon - Engineering Applications of …, 2019 - Elsevier
Reliable and timely fault detection and isolation are necessary tasks to guarantee
continuous performance in complex industrial systems, avoiding failure propagation in the …

A distributed approach to system-level prognostics

M Daigle, A Bregon… - Annual Conference of the …, 2012 - papers.phmsociety.org
Prognostics, which deals with predicting remaining useful life of components, subsystems,
and systems, is a key technology for systems health management that leads to improved …

Graph of a process—a new tool for finding model structures in a model-based diagnosis

A Sztyber, A Ostasz… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
In this paper, graph of a process (GP) is introduced as a new formalization of causal graph
useful in fault diagnosis. Faults are directly incorporated into the model. In this paper, we …

Decomposition of complex diagnostic systems

JM Kościelny, A Sztyber - IFAC-PapersOnLine, 2018 - Elsevier
Decomposition and decentralization of diagnosis in large scale systems decrease the need
for computational and communication resources, and can speed up the overall diagnosis …

A fuzzy inference approach to fault diagnosis refinement in decentralized diagnostics

M Syfert, JM Kościelny, M Bartyś - Advanced Solutions in Diagnostics and …, 2018 - Springer
The idea of fuzzy inference approach to fault diagnosis in decentralized, single-level
diagnostic structures is introduced in this paper. This approach is particularly intended for …

Inteligent IoTSP-implementation of embedded ML AI tensorflow algorithms on the NVIDIA jetson Tx Chip

P Lipnicki, D Lewandowski, M Syfert… - … on Future Internet of …, 2019 - ieeexplore.ieee.org
This article presents a description of the project and implementation of the system for the
execution of on-line diagnostics of compressors using the methods of artificial intelligence …

On-line Diagnostics of Large-Scale Industrial Processes

JM Kościelny - Automatic Control, Robotics, and Information …, 2020 - Springer
Basic problems of on-line diagnostics of large-scale industrial processes have been
characterized, as well as the methods aimed at solving them, focusing on the authors results …