Design of a computationally efficient observer-based distributed fault detection and isolation scheme in second-order
Aadil Sarwar Khan1, Abdul Qayyum Khan2, Naeem Iqbal2
1Department of Electrical Engineering Pakistan Institute of Engineering and Applied Sciences (PIEAS) Nilore, Islamabad, Pakistan; Department of Electrical Engineering, University of Azad Jammu And Kashmir, Muzaffarabad, AJK, Pakistan.
ISA Transactions
|October 1, 2021
Summary
This study introduces a new fault detection and isolation method for networked control systems (NCS). The novel approach efficiently identifies and isolates faults in a single step, improving system reliability.
Area of Science:
- Control Systems Engineering
- Networked Control Systems (NCS)
- Fault Detection and Isolation (FDI)
Background:
- Networked Control Systems (NCS) are susceptible to faults that can compromise system performance and safety.
- Existing fault detection and isolation (FDI) methods for NCS can be computationally intensive and may require multiple steps.
- Distributed FDI is crucial for complex systems like power grids, but challenges remain in achieving efficient and integrated solutions.
Purpose of the Study:
- To propose a novel directional observer-based fault detection and isolation (FDI) scheme for second-order networked control systems (NCS).
- To develop two design schemes, utilizing global and partial/local network models, for distributed FDI in NCS.
- To validate the proposed scheme's effectiveness and computational efficiency compared to existing methods.
Main Methods:
- Exploitation of the directional unknown input observer (UIO) tool for distributed FDI.
- Development of two distinct design schemes incorporating global and partial/local network models.
- Computation of thresholds for robust performance in noisy environments.
- Application to power system models for empirical validation.
Main Results:
- A novel, single-step fault detection and isolation scheme was successfully developed using a single observer.
- The proposed directional observer-based scheme demonstrated effectiveness in identifying and isolating faults within NCS.
- The scheme proved computationally efficient when compared against existing FDI methodologies.
- Validation on power system models confirmed the practical applicability and reliability of the proposed approach.
Conclusions:
- The proposed directional observer-based FDI scheme offers an effective and computationally efficient solution for second-order NCS.
- Achieving both fault detection and isolation in a single step simplifies implementation and enhances diagnostic capabilities.
- The method's robustness in noisy environments and its successful application to power systems highlight its practical significance.
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