Vehicle Destination Prediction Using GPS Tracking: Analysis Using Velocity Based Particle Filters

 
9783844398007: Vehicle Destination Prediction Using GPS Tracking: Analysis Using Velocity Based Particle Filters

Road navigation has gained increased importance in recent times with an increased number of vehicles making use of GPS navigators. As a result, focus has been placed on services that can be offered to drivers by prediction of routes they might take to their final destination. The analysis here predicts the destination of a driver given an initial starting point and regular position coordinates supplied by a GPS sensor. The system is simulated with the help of an a priori knowledge of the road network and its cost distributions supplemented by the individual driver's history and road preference. The novelty of the system lies in the manner in which the driver's destination probabilities are calculated and varied. By the use of velocity-based particle filters combined with a novel idea for the set up and analysis of road link cost distributions, an algorithm is created which is seen to perform to a high standard. The destination of the driver is identified as one of a few highly probable candidates within the first 50 percent of journey traveled. By 75-80% of the journey, the destination node is pinpointed with certainty.

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About the Author:

Zaif Dabestani was born in Mumbai, India on May 29, 1985. In 2003, he moved to England to pursue higher education and graduated from Imperial College London with a Master's degree in Communications and Signal Processing. Zaif presently works in London as a Business Intelligence Consultant specializing in software solutions for corporate clients.

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Dabestani, Zaif
ISBN 10: 3844398007 ISBN 13: 9783844398007
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Descripción Estado de conservación: New. Publisher/Verlag: Dictus Publishing | Analysis Using Velocity Based Particle Filters | Road navigation has gained increased importance in recent times with an increased number of vehicles making use of GPS navigators. As a result, focus has been placed on services that can be offered to drivers by prediction of routes they might take to their final destination. The analysis here predicts the destination of a driver given an initial starting point and regular position coordinates supplied by a GPS sensor. The system is simulated with the help of an a priori knowledge of the road network and its cost distributions supplemented by the individual driver's history and road preference. The novelty of the system lies in the manner in which the driver's destination probabilities are calculated and varied. By the use of velocity-based particle filters combined with a novel idea for the set up and analysis of road link cost distributions, an algorithm is created which is seen to perform to a high standard. The destination of the driver is identified as one of a few highly probable candidates within the first 50 percent of journey traveled. By 75-80% of the journey, the destination node is pinpointed with certainty. | Format: Paperback | Language/Sprache: english | 107 gr | 220x150x3 mm | 68 pp. Nº de ref. de la librería K9783844398007

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Zaif Dabestani
Editorial: LAP Lambert Academic Publishing 2011-05-24 (2011)
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Descripción LAP Lambert Academic Publishing 2011-05-24, 2011. paperback. Estado de conservación: New. Nº de ref. de la librería 9783844398007

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Descripción LAP Lambert Academic Publishing, 2016. Paperback. Estado de conservación: New. PRINT ON DEMAND Book; New; Publication Year 2016; Not Signed; Fast Shipping from the UK. No. book. Nº de ref. de la librería ria9783844398007_lsuk

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Descripción LAP Lambert Academic Publishing, 2011. PAP. Estado de conservación: New. New Book. Delivered from our UK warehouse in 3 to 5 business days. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Nº de ref. de la librería LQ-9783844398007

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Descripción LAP Lambert Academic Publishing, 2011. PAP. Estado de conservación: New. New Book. Shipped from US within 10 to 14 business days. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Nº de ref. de la librería IQ-9783844398007

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Zaif Dabestani
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Descripción LAP Lambert Acad. Publ. Mai 2011, 2011. Taschenbuch. Estado de conservación: Neu. Neuware - Road navigation has gained increased importance in recent times with an increased number of vehicles making use of GPS navigators. As a result, focus has been placed on services that can be offered to drivers by prediction of routes they might take to their final destination. The analysis here predicts the destination of a driver given an initial starting point and regular position coordinates supplied by a GPS sensor. The system is simulated with the help of an a priori knowledge of the road network and its cost distributions supplemented by the individual driver's history and road preference. The novelty of the system lies in the manner in which the driver's destination probabilities are calculated and varied. By the use of velocity-based particle filters combined with a novel idea for the set up and analysis of road link cost distributions, an algorithm is created which is seen to perform to a high standard. The destination of the driver is identified as one of a few highly probable candidates within the first 50 percent of journey traveled. By 75-80% of the journey, the destination node is pinpointed with certainty. 68 pp. Englisch. Nº de ref. de la librería 9783844398007

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Zaif Dabestani
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Descripción LAP Lambert Acad. Publ. Mai 2011, 2011. Taschenbuch. Estado de conservación: Neu. Neuware - Road navigation has gained increased importance in recent times with an increased number of vehicles making use of GPS navigators. As a result, focus has been placed on services that can be offered to drivers by prediction of routes they might take to their final destination. The analysis here predicts the destination of a driver given an initial starting point and regular position coordinates supplied by a GPS sensor. The system is simulated with the help of an a priori knowledge of the road network and its cost distributions supplemented by the individual driver's history and road preference. The novelty of the system lies in the manner in which the driver's destination probabilities are calculated and varied. By the use of velocity-based particle filters combined with a novel idea for the set up and analysis of road link cost distributions, an algorithm is created which is seen to perform to a high standard. The destination of the driver is identified as one of a few highly probable candidates within the first 50 percent of journey traveled. By 75-80% of the journey, the destination node is pinpointed with certainty. 68 pp. Englisch. Nº de ref. de la librería 9783844398007

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Zaif Dabestani
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ISBN 10: 3844398007 ISBN 13: 9783844398007
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Descripción LAP Lambert Academic Publishing, Germany, 2011. Paperback. Estado de conservación: New. Language: English . Brand New Book. Road navigation has gained increased importance in recent times with an increased number of vehicles making use of GPS navigators. As a result, focus has been placed on services that can be offered to drivers by prediction of routes they might take to their final destination. The analysis here predicts the destination of a driver given an initial starting point and regular position coordinates supplied by a GPS sensor. The system is simulated with the help of an a priori knowledge of the road network and its cost distributions supplemented by the individual driver s history and road preference. The novelty of the system lies in the manner in which the driver s destination probabilities are calculated and varied. By the use of velocity-based particle filters combined with a novel idea for the set up and analysis of road link cost distributions, an algorithm is created which is seen to perform to a high standard. The destination of the driver is identified as one of a few highly probable candidates within the first 50 percent of journey traveled. By 75-80 of the journey, the destination node is pinpointed with certainty. Nº de ref. de la librería KNV9783844398007

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Zaif Dabestani
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Descripción LAP Lambert Academic Publishing. Paperback. Estado de conservación: New. Paperback. 68 pages. Dimensions: 8.7in. x 5.9in. x 0.2in.Road navigation has gained increased importance in recent times with an increased number of vehicles making use of GPS navigators. As a result, focus has been placed on services that can be offered to drivers by prediction of routes they might take to their final destination. The analysis here predicts the destination of a driver given an initial starting point and regular position coordinates supplied by a GPS sensor. The system is simulated with the help of an a priori knowledge of the road network and its cost distributions supplemented by the individual drivers history and road preference. The novelty of the system lies in the manner in which the drivers destination probabilities are calculated and varied. By the use of velocity-based particle filters combined with a novel idea for the set up and analysis of road link cost distributions, an algorithm is created which is seen to perform to a high standard. The destination of the driver is identified as one of a few highly probable candidates within the first 50 percent of journey traveled. By 75-80 of the journey, the destination node is pinpointed with certainty. This item ships from multiple locations. Your book may arrive from Roseburg,OR, La Vergne,TN. Paperback. Nº de ref. de la librería 9783844398007

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Dabestani, Zaif
Editorial: LAP LAMBERT Academic Publishing
ISBN 10: 3844398007 ISBN 13: 9783844398007
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Descripción LAP LAMBERT Academic Publishing. PAPERBACK. Estado de conservación: New. 3844398007 Special order direct from the distributor. Nº de ref. de la librería ING9783844398007

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