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Reliable corridor level travel time estimation using probe vehicle data
Published in Taylor and Francis Ltd.
2019
Abstract
Travel time information assists road users in making informed travel decisions such as mode choice, route choice and/or time of travel. This study explores the use of GPS data from buses and Wi-Fi and Bluetooth data from a sample of vehicles, for accurate estimation of the travel time of all vehicles on the roadway. A 5.5 km road stretch in Chennai city was selected as study stretch and data were collected for a week’s period. The present study develops models using linear regression and artificial neural network (ANN) techniquesFto estimate stream travel time using bus travel time obtained from GPS. ANN performed better compared to the linear regression for all sizes of segments. Most of the Indian cities have an integrated network of buses traveling on most of the road segments with on-board tracking devices, making this a useful development for real-time travel time estimation. © 2019, © 2019 Informa UK Limited, trading as Taylor & Francis Group.
About the journal
JournalData powered by TypesetTransportation Letters
PublisherData powered by TypesetTaylor and Francis Ltd.
ISSN19427867
Open AccessNo
Concepts (18)
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    Bluetooth
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    Bus transportation
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    Buses
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    Global positioning system
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    Linear regression
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    Neural networks
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    Roads and streets
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    Wi-fi
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    Wireless local area networks (wlan)
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    Accurate estimation
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    Integrated networks
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    PROBE VEHICLE DATA
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    REAL TIME TRAVEL
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    TRACKING DEVICES
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    TRAVEL DECISIONS
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    Travel time estimation
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    TRAVEL TIME INFORMATION
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    Travel time