Predicting the future location of cars on urban street network by chaining spatial web services
| Autor: | Ali Asghar Alesheikh, Arash Hazeghi Aghdam |
|---|---|
| Rok vydání: | 2018 |
| Předmět: |
050210 logistics & transportation
Computer science business.industry Mechanical Engineering 05 social sciences Transportation 010501 environmental sciences computer.software_genre 01 natural sciences Data visualization Need to know 0502 economics and business Chaining Location-based service Data mining Web service business Law computer Intelligent transportation system Spatial analysis 0105 earth and related environmental sciences General Environmental Science Street network |
| Zdroj: | IET Intelligent Transport Systems. 12:793-800 |
| ISSN: | 1751-9578 |
| DOI: | 10.1049/iet-its.2017.0085 |
| Popis: | The use of web services for analysing and visualising maps has received great attention recently, because the complicated analysis of spatial data requires different processes to be run consecutively. Predicting the future location of a vehicle on a street network is one of the most challenging analyses used for improving context-aware location-based services, intelligent transportation systems and criminology. In this research, the authors present a new short-term prediction algorithm and explore the required analyses and web services. They present an appropriate method for chaining these web services to predict location(s). To assess their methodology, they developed a prototype system and tested for trajectories in Beijing. This system calculates the prediction time for a specified car to show the predicted future location in the street network. Their results showed that the average transferred data volume increases as the prediction period increases. The results also showed that the prediction algorithm has 75% accuracy at 1 min and 87.5% accuracy at 2 and 3 min. The implemented chaining method reduces the complexity of the location prediction algorithm for users because they do not need to know the processes. The outputs from this system can be used as input parameters for other web-based applications. |
| Databáze: | OpenAIRE |
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