Adaptive Threshold Based Diagnostics for Steer-By-Wire Systems

Author:

Pisu Pierluigi1,Serrani Andrea2,You Song3,Jalics Laci3

Affiliation:

1. Center for Automotive Research, The Ohio State University, Columbus, OH 43212

2. Department of Electrical Engineering, The Ohio State University, Columbus, OH 43210

3. Delphi Research Labs, 51786 Shelby Parkway, Shelby, MI 48315

Abstract

In the process of implementing modular fault diagnostics for X-by-Wire systems (Pisu et al., 2000), it was discovered that distinguishing between the model uncertainties and occurrence of faults is a real challenge. It is imperative to solve the problems that exist in using fixed observer and threshold, including the observer model mismatch, generated threshold misfit, diagnostic parameter uncertainties, and incorrect diagnostic output during high stress but normal vehicle operation. Compared to the fixed observer and threshold strategy, the improved adaptive threshold-based diagnostics described in this report are more robust and applicable because of the addition of adaptation into the diagnostic observer and threshold generator. The report also describes an approach to fault detection and isolation in the presence of model and parameter uncertainties. This approach has been successfully implemented in the NAVDyn (Non-Linear Analysis of Vehicle Dynamics) simulation model using Matlab/Simulink, and simulation results are provided to verify that the strategy and implementation are viable.

Publisher

ASME International

Subject

Computer Science Applications,Mechanical Engineering,Instrumentation,Information Systems,Control and Systems Engineering

Reference18 articles.

1. Providing Convincing Evidence of Safety in x-by-wire Automotive Systems;Czerny

2. By-Wire Cars Turn the Corner;Bretz;IEEE Spectrum

3. Fault-Tolerant Drive-By-Wire Systems;Isermann;IEEE Control Syst. Mag.

4. Analytical Redundancy and the Design of Robust Failure Detection Systems;Chow;IEEE Trans. Autom. Control

5. Fault Diagnosis in Dynamic Systems Using Analytical and Knowledge-Based Redundancy—A Survey and Some New Results;Frank;Am. J. Cardiol.

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