Event-Triggered Fault Detection of Nonlinear Networked Systems
IEEE Transactions on Cybernetics
|April 15, 2016
Summary
This study introduces an event-triggered fault detection filter for nonlinear networked systems. The proposed polynomial fuzzy filter ensures system stability and performance, optimizing signal transmission.
Area of Science:
- Control Systems Engineering
- Networked Systems Analysis
- Fuzzy Logic Applications
Background:
- Nonlinear discrete-time networked systems pose challenges for fault detection.
- Event-triggered schemes aim to optimize data transmission by reducing signal updates.
- Existing fault detection methods may not fully address the complexities of networked systems.
Purpose of the Study:
- To design a fault detection filter for nonlinear discrete-time networked systems using an event-triggered scheme.
- To ensure asymptotic stability and desired performance of the residual system.
- To develop a novel polynomial event-triggered mechanism for efficient signal transmission.
Main Methods:
- Design of a polynomial fuzzy fault detection filter.
- Development of a novel polynomial event-triggered scheme.
- Utilization of polynomial approximated membership functions via Taylor series expansion.
- Formulation of sufficient conditions using sum of squares (SOSs).
Main Results:
- A fault detection filter capable of generating a residual signal for fault identification.
- An effective polynomial event-triggered scheme for signal transmission.
- Guaranteed asymptotic stability and performance of the residual system.
- Conditions solvable using SOS tools in MATLAB.
Conclusions:
- The proposed polynomial fuzzy fault detection filter and event-triggered scheme are effective for nonlinear discrete-time networked systems.
- The methodology ensures system stability and performance while optimizing data transmission.
- The use of SOSs provides a computationally tractable approach for filter design and analysis.
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