In a multimode industrial control system, mode switching decisions have to follow standard operating procedures which are set for the safety of the system based on the operating limitations of equipment. A rich literature can be found on monitoring multimode systems. However, that work is mainly focused on mode identification and monitoring anomalies in the process running under each mode. Instead, we present a data-driven method for monitoring the modes' switching constraints. This article is based on state-transition matrix and decision-tree methods to discover data-driven mode switching conditions. Moreover, our approach is not limited to only threshold based condition learning. To capture data trajectory-based conditions, we adopt a fun...
International audienceProcess monitoring needs the development of data analysis tools aiming at reco...
In this paper, we propose an approach to detect mode transitions and to isolate active modes in disc...
To determine the switching signal and the state of a switched linear system, one usually requires mo...
Many industrial processes exhibit multiple in-control signatures, where signal data vary over time w...
peer reviewedIn this paper, a temporal machine learning method is presented which is able to automat...
The verification of safety requirements is fundamental in many safety-critical domains. In order to ...
This paper describes recent progress in the study of switching linear systems i.e. linear systems wh...
This paper describes recent progress in the study of switching linear systems i.e. linear systems wh...
Varying production regimes and loading conditions on equipment often result in multiple operating mo...
This paper presents a structure which deals with process operating mode monitoring and allows the co...
International audienceThis paper proposes a data projection method (DPM) to detect a mode switching ...
This paper proposes a data projection method (DPM) to detect a mode switching and recognize the curr...
To handle multimodal uncertainty and dynamics which are common in actual industrial processes, this ...
International audienceIn the context of process monitoring and predictive maintenance, an adapted vi...
Models are essential tools for evaluating a system’s behaviour under different scenarios. However, i...
International audienceProcess monitoring needs the development of data analysis tools aiming at reco...
In this paper, we propose an approach to detect mode transitions and to isolate active modes in disc...
To determine the switching signal and the state of a switched linear system, one usually requires mo...
Many industrial processes exhibit multiple in-control signatures, where signal data vary over time w...
peer reviewedIn this paper, a temporal machine learning method is presented which is able to automat...
The verification of safety requirements is fundamental in many safety-critical domains. In order to ...
This paper describes recent progress in the study of switching linear systems i.e. linear systems wh...
This paper describes recent progress in the study of switching linear systems i.e. linear systems wh...
Varying production regimes and loading conditions on equipment often result in multiple operating mo...
This paper presents a structure which deals with process operating mode monitoring and allows the co...
International audienceThis paper proposes a data projection method (DPM) to detect a mode switching ...
This paper proposes a data projection method (DPM) to detect a mode switching and recognize the curr...
To handle multimodal uncertainty and dynamics which are common in actual industrial processes, this ...
International audienceIn the context of process monitoring and predictive maintenance, an adapted vi...
Models are essential tools for evaluating a system’s behaviour under different scenarios. However, i...
International audienceProcess monitoring needs the development of data analysis tools aiming at reco...
In this paper, we propose an approach to detect mode transitions and to isolate active modes in disc...
To determine the switching signal and the state of a switched linear system, one usually requires mo...