1999 · 29 citations · 11 references
EngineeringAutomotive EngineeringComputer ScienceAutomotive DiagnosticsModel-based Systems EngineeringSystems ModelingDecision TreesFault DetectionOn-board Diagnostic SystemsOn-board DiagnosticsAutomotive Safety SystemsDiagnostic ModelsFuel Delivery SystemsOn-board Diagnostic TestingQualitative Models
On-board diagnostic systems play an important role in the current generation of cars and will play an increasingly important role in the next future. The design of on-board diagnostic systems is a challenging problem under several points of view. In this paper we discuss the experience we made on such a problem within the VMBD project. In particular, we discuss an approachwhich tries to reconcile two goals: satisfying all the requirements and constraints imposed bythe on-board application, and exploiting the advantages of the model-based approachasmuch as possible. The approach is based on qualitative deviation models for the automatic derivation of on-board diagnostics based on decision trees. In the paper we use a specific application, the Common Rail fuel deliverysystem,asa concrete example, briefly discussing the on-board diagnostics we designed for such a system and its prototype implementation and demonstration. Introduction The aim of this paper is to discuss ...
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J. R. Quinlan · Machine Learning · 1986 · 14.8K citations · Full text
Hierarchical model-based diagnosis
Igor Mozetič · International Journal of Man-Machine Studies · 1991 · 115 citations