Search results for "Map matching"

showing 3 items of 3 documents

Algoritmi di map matching per la ricostruzione dei percorsi stradali rilevati da dati GPS: aspetti teorici, computazionali e applicativi

2012

Settore ICAR/05 - Trasportimap matchingGPS
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An Online Time Warping based Map Matching for Vulnerable Road Users’ Safety

2018

International audience; High penetration rate of Smartphones and their increased capabilities to sense, compute, store and communicate have made the devices vital components of intelligent transportation systems. However, their GPS positions accuracy remains insufficient for a lot of location-based applications especially traffic safety ones. In this paper, we developed a new algorithm which is able to improve smartphones GPS accuracy for vulnerable road users' traffic safety. It is a two-stage algorithm: in the first stage GPS readings obtained from smartphones are passed through Kalman filter to smooth deviated reading. Then an adaptive online time warping based map matching is applied to…

Dynamic time warpingSimilarity (geometry)010504 meteorology & atmospheric sciencesComputer science[SPI] Engineering Sciences [physics]Vulnerable Road Users SafetyTime series analysisMap matching01 natural sciencesGPS Accuracy[SPI]Engineering Sciences [physics]Smart phonesGlobal Positioning System11. Sustainability0502 economics and businessHeuristic algorithmsComputer visionTime seriesIntelligent transportation systemReal-time systems0105 earth and related environmental sciencesOnline Time Warping050210 logistics & transportationbusiness.industry05 social sciencesKalman filterMap MatchingRoadsGlobal Positioning SystemArtificial intelligenceSafetybusinessKalman Filter
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Using recursive Bayesian estimation for matching GPS measurements to imperfect road network data

2010

Map-matching refers to the process of projecting positioning measurements to a location on a digital road network map. It is an important element of intelligent transportation systems (ITS) focusing on driver assistance applications, on emergency and incident management, arterial and freeway management, and other applications. This paper addresses the problem of map-matching in the applications characterized by imperfect map quality and restricted computational resources - e.g. in the context of community-based ITS applications. Whereas a number of map-matching methods are available, often these methods rely on topological analysis, thereby making them sensitive to the map inaccuracies. In …

business.industryComputer scienceProbabilistic logicMap matchingcomputer.software_genreBayes' theoremIdentification (information)Global Positioning SystemMaximum a posteriori estimationData miningbusinessRecursive Bayesian estimationIntelligent transportation systemcomputer13th International IEEE Conference on Intelligent Transportation Systems
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