Knowledge-based system for the completion of traffic data

Knowledge-based system for the completion of traffic data

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Article ID: iaor1997919
Country: Netherlands
Volume: 71
Issue: 2
Start Page Number: 237
End Page Number: 256
Publication Date: Dec 1993
Journal: European Journal of Operational Research
Authors:
Keywords: artificial intelligence
Abstract:

A knowledge-based system for the collection, check and completion of traffic data is presented. The completion of traffic data, which, for economic reasons, are only detected for a few links of the road network, is carried out on the basis of different knowledge sources like topological relations within the network, statistic traffic counts, physical relations and the experience of traffic engineers. A blackboard architecture is used for the knowledge-based system. All knowledge is concentrated in the central blackboard, with access for the knowledge-based system for data completion as well as for traffic management systems that are based on it. The knowledge-based system for data completion has three tasks: first, the incoming, detected traffic data are checked for their plausibility; second, the traffic volumes are disseminated for each section on the basis of the detected values; third, completion of the traffic densities. The dissemination of the traffic volumes is carried out by constraint propagation while the densities are completed on the basis of heuristics. The system is currently being tested at a site in Hamburg.

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