The Analysis of Vehicle Telediagnostic Parametric Data

2015-01-0461

04/14/2015

Event
SAE 2015 World Congress & Exhibition
Authors Abstract
Content
Automobile companies recognized the need to understand how customers use their vehicles. To this end, telediagnostic modules were installed on fleet vehicles, with the consent of the owner, to collect and store usage data. This data was uploaded to a server when the module was able to communicate via Wi-Fi.
The volume of data is enormous. The size of a single vehicle file can be over six gigabytes, contain millions of records, and contain hundreds of millions of measurements. Each vehicle needs to be analyzed and the results from different vehicles combined to determine typical and extreme vehicle usage. With hundreds or thousands of vehicles to be analyzed, the analytic task is daunting.
To analyze continuous data, like speed, frequency histograms have been used. It will be shown here that the cumulative percentile histogram provides better information and can display single and multiple vehicle usage patterns. However, the cumulative percent histogram becomes too busy when many vehicles are included on the same plot. The data can be processed to determine the typical and extreme vehicle usage, which are then displayed on the cumulative percentile histogram.
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Details
DOI
https://doi.org/10.4271/2015-01-0461
Pages
6
Citation
Craggs, D., "The Analysis of Vehicle Telediagnostic Parametric Data," SAE Technical Paper 2015-01-0461, 2015, https://doi.org/10.4271/2015-01-0461.
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Publisher
Published
Apr 14, 2015
Product Code
2015-01-0461
Content Type
Technical Paper
Language
English