Efficient On-line Fault Isolation and Identification in TRANSCEND for nonlinear systems
نویسندگان
چکیده
Integrated System Health Management methodologies require efficient fault identification approaches to ease system reconfiguration or to adapt controllers to accommodate for the faulty behaviors. However, accurate and timely on-line fault identification of complex, nonlinear systems is difficult and can be computationally expensive. In this work, we extend the quantitative fault isolation and identification proposal in TRANSCEND. We propose a more efficient approach based on previous works on model decomposition and dependency compilation. We generate a set of smaller estimation tasks from the global estimation problem to reduce the computational burden. We tested the approach in a nonlinear three tank system. Current results show a considerable reduction in fault identification time, without compromising the accuracy in the estimation.
منابع مشابه
Design of nonlinear parity approach to fault detection and identification based on Takagi-Sugeno fuzzy model and unknown input observer in nonlinear systems
In this study, a novel fault detection scheme is developed for a class of nonlinear system in the presence of sensor noise. A nonlinear Takagi-Sugeno fuzzy model is implemented to create multiple models. While the T-S fuzzy model is used for only the nonlinear distribution matrix of the fault and measurement signals, a larger category of nonlinear systems is considered. Next, a mapping to decou...
متن کاملA Bayesian Approach to Efficient Diagnosis of Incipient Faults
Safe, reliable, and efficient operation of complex dynamical systems requires the ability to detect, isolate, and identify degradation in system components. Degradations are typically modeled as incipient faults, which are slow drifts in system parameters over time. This paper presents an efficient approach for the detection, isolation, and identification of incipient faults under uncertainty u...
متن کاملFault Detection Based on Type 2 Fuzzy system for Single-Rod Electrohydraulic Actuator
Electro-hydraulic systems with regards to the their specific features and applications among other industrial systems including mechanical, electrical and pneumatic systems, have been widely taken into consideration by the scientists and researchers. Due to the fact that the electro-hydraulic system is inherently a nonlinear system, has some problems such as signals saturation, nonlinear effici...
متن کاملA Model Integrated Computing Tool-Suite for Fault-Adaptive Control
The proliferation of safety-critical embedded systems has created great demands for online fault diagnosis and fault-adaptive control techniques. A number of methodologies have been proposed, but the implementation of on-line schemes that integrate the fault detection, isolation, identification, and fault accommodation or reconfiguration tasks remains challenging. We present a tool chain using ...
متن کاملA Bayesian Framework for Fault Diagnosis of Hybrid Linear Systems
Fault diagnosis is crucial for guaranteeing safe, reliable and efficient operation of modern engineering systems. These systems are typically hybrid. They combine continuous plant dynamics described by continuous-state variables and discrete switching behavior between several operating modes. This paper presents an integrated approach for online tracking and diagnosis of hybrid linear systems. ...
متن کامل