]> 2026-04-04T19:22:25+02:00 Publications:Modeling for Vehicle Fleet Remote Diagnostics 500 en <p>Quality and up-time management of vehicles is today receiving much attention from vehicle manufacturers. One of the reasons is that there is a desire to avoiding on-road failures to addressing potential issues during routine maintenance intervals or at times more convenient to the operator. Forthcoming telematic platforms and advanced diagnostic algorithms can enable the possibility to proactively handle problems and minimize stops. The platforms bring the possibility of increasing knowledge of fault characteristics and making diagnostic decisions by using a population of vehicles. However, this requires real-time diagnostic algorithms that process data both onboard and offboard at a central server. The paper presents a self organizing approach for failure and deviation detection on a fleet of vehicles. The approach builds on using parametric models for encoding the characteristical relations between different sensor readings for a vehicle sub-system or component. The models are low-dimensional representations of the operating characteristics of a sub-system or component and are possible to transfer over a limited wireless communication channel. The approach is demonstrated on simulated data of an electronically controlled suspension system for detecting a slow valve and a leaking bellow.</p> SAE 2007 Commercial Vehicle Engineering Congress & Exhibition, October 2007, Rosemont, IL, USA http://dx.doi.org/10.4271/2007-01-4154 http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:239342 Proceedings of SAE 2007 Commercial Vehicle Engineering Congress Conference Paper SAE Technical Papers ; 2007-01-4154 Modeling for Vehicle Fleet Remote Diagnostics 2007 2018-02-22T21:22:17Z 2458172.3904745 Modeling for Vehicle Fleet Remote Diagnostics 500 0 plainlist list 1 [[:Publications:Modeling for Vehicle Fleet Remote Diagnostics]] Modeling for Vehicle Fleet Remote Diagnostics# QUERY104f6b7a7daa5b35328310c47c958d84 500 [2,"smw-datavalue-property-restricted-annotation-use","Publisher"] Modeling for Vehicle Fleet Remote Diagnostics# ERR6c155b5d70b69ddb590b4f2e73389c2a 500 [2,"smw-datavalue-property-restricted-annotation-use","Author"] Modeling for Vehicle Fleet Remote Diagnostics# ERRe24f17e090c98448f3de99d03182b7b6