Distributed fault detection and isolation resilient to network model uncertainties.
IEEE Transactions on Cybernetics
|September 16, 2014
Summary
This study introduces a distributed fault detection and isolation (FDI) scheme for networked systems. The method ensures resilient state awareness despite model uncertainties and external changes, enhancing system reliability.
Area of Science:
- Control Systems Engineering
- Networked Systems Analysis
- Fault Tolerance
Background:
- Resilient control systems require maintaining state awareness amidst unexpected errors and threats.
- Large networked systems with uncertain models present significant challenges for fault detection and isolation (FDI).
Purpose of the Study:
- To develop a distributed fault detection and isolation (FDI) scheme for large networked systems with uncertain models.
- To enhance the resilience of FDI methods against model uncertainties and external system changes.
Main Methods:
- Propose a distributed scheme for joint fault detection and isolation in both subsystems (nodes) and interconnections (edges).
- Analyze scheme behavior under model uncertainties arising from dynamic network topology (edge addition/removal).
- Develop a novel distributed FDI scheme utilizing local models and measurements resilient to external changes.
Main Results:
- A distributed FDI scheme capable of detecting and isolating faults in nodes and edges of networked systems.
- Demonstrated resilience of the FDI scheme to model uncertainties and dynamic network changes.
- Achieved complexity reduction by identifying minimal information requirements and reducing monitoring nodes.
Conclusions:
- The proposed methods enable a scalable and resilient distributed FDI architecture.
- The architecture achieves local FDI even with unknown external system modifications.
- Validated through numerical experiments on the IEEE 118-bus power network.
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