Vehicle Diagnostics Method by Anomaly Detection and Fault Identification Software

Event
SAE World Congress & Exhibition
Authors Abstract
Content
A new approach is proposed for fault detection. It builds on using the relationships between sensor values on vehicles to detect deviating sensor readings and trends in the system performance. However, in contrast to previous approaches based on such sensor relations, our approach uses a fleet of vehicles to define the normal conditions and relations. The relationships between the sensors are also determined automatically in a self-organized way on each vehicle, i.e. no off-line modeling is required. The proposed method is the first step in a remote diagnostics and maintenance service where error detection is done automatically, followed by a download of special purpose diagnostics software for the particular subsystem where the possible fault was detected.
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DOI
https://doi.org/10.4271/2009-01-1028
Pages
7
Citation
Svensson, M., Byttner, S., and Rögnvaldsson, T., "Vehicle Diagnostics Method by Anomaly Detection and Fault Identification Software," SAE Int. J. Passeng. Cars – Electron. Electr. Syst. 2(1):352-358, 2009, https://doi.org/10.4271/2009-01-1028.
Additional Details
Publisher
Published
Apr 20, 2009
Product Code
2009-01-1028
Content Type
Journal Article
Language
English