Employing Agent Beliefs during Fault Diagnosis for IEC 61499 Industrial Cyber-Physical Systems

05/09/2021
by   Barry Dowdeswell, et al.
0

We have come to rely on industrial-scale cyber-physical systems more and more to manage tasks and machinery in safety-critical situations. Efficient, reliable fault identification and management has become a critical factor in the design of these increasingly sophisticated and complex devices. Teams of co-operating software agents are one way to coordinate the flow of diagnostic information gathered during fault-finding. By wielding domain knowledge of the software architecture used to construct the system, agents build and refine their beliefs about the location and root cause of faults. This paper examines how agents constructed within the GORITE Multi-Agent Framework create and refine their beliefs. We demonstrate three different belief structures implemented within our Fault Diagnostic Engine, showing how each supports a distinct aspect of the agent's reasoning. Using domain knowledge of the IEC 61499 Function Block architecture, agents are able to examine and rigorously evaluate both individual components and entire subsystems.

READ FULL TEXT
research
05/09/2021

Diagnosable-by-Design Model-Driven Development for IEC 61499 Industrial Cyber-Physical Systems

Integrating the design and creation of fault identification and diagnost...
research
03/10/2023

Securing Safety in Collaborative Cyber-Physical Systems through Fault Criticality Analysis

Collaborative Cyber-Physical Systems (CCPS) are systems that contain tig...
research
10/30/2019

A Self-Repairing Hardware Architecture for Safety-Critical Cyber-Physical-Systems

Digital embedded systems in safety-critical cyber-physical-systems requi...
research
01/14/2021

Finding faults: A scoping study of fault diagnostics for Industrial Cyber-Physical Systems

Context: As Industrial Cyber-Physical Systems (ICPS) become more connect...
research
05/26/2023

CyPhERS: A Cyber-Physical Event Reasoning System providing real-time situational awareness for attack and fault response

Cyber-physical systems (CPSs) constitute the backbone of critical infras...
research
03/15/2023

Learning From High-Dimensional Cyber-Physical Data Streams for Diagnosing Faults in Smart Grids

The performance of fault diagnosis systems is highly affected by data qu...
research
02/03/2021

Exploring Fault Parameter Space using Reinforcement Learning-based Fault Injection

Assessing the safety of complex Cyber-Physical Systems (CPS) is a challe...

Please sign up or login with your details

Forgot password? Click here to reset