Transport Reviews · 2014 · 348 citations · 40 references
Public HealthGeographyGeoinformaticsGeographic Information SystemsTransportTransportationTravel BehaviorTravel BehaviourGlobal Positioning System Survey DataGlobal Positioning System SurveyingLiterature Review DesignLocation TrackingLocation-based Data CollectionTravel DiariesTravel Survey AnalysisTrip Classification
GPS devices have been used in travel surveys since the late 1990s, offering precise time and location data that correct self‑report errors and are now applied across many transport fields, yet a systematic review covering the entire GPS data‑processing workflow remains lacking. This paper provides a comprehensive review of GPS survey development, applications, and data‑processing techniques. It systematically compares methods for trip identification, mode and purpose detection, introduces current practices, and evaluates their strengths and weaknesses. The review enables researchers to select suitable methods and pursue further improvements.
Global positioning system (GPS) devices have been utilised in travel surveys since the late 1990s. Because GPS devices are very accurate at recording time and positional characteristics of travel, they can correct the trip-misreporting issue resulting from self-reports of travel and improve the accuracy of travel data. Although the initial idea of using GPS surveys in transport data collection was just to replace paper-based travel diaries, GPS surveys currently are being applied in a number of transport fields. Several general reviews have been done about GPS surveys in the literature review sections in some papers, but a detailed systematic review from GPS data collection to the whole procedure of GPS data processing has not been undertaken. This paper comprehensively reviews the development of GPS surveys and their applications, and GPS data processing. Different from most reviews in GPS research, this paper provides a detailed and systematic comparison between different methods from trip identification to mode and purpose detection, introduces the methods that researchers and planners are currently using, and discusses the pros and cons of those methods. Based on this review, researchers can choose appropriate methods and endeavour to improve them.
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Using mobile phones to determine transportation modes
Sasank Reddy, Min Mun, Jeff Burke et al. · ACM Transactions on Sensor Networks · 2010 · 858 citations
Transportation mode detection using mobile phones and GIS information
Leon Stenneth, Ouri Wolfson, Philip S. Yu et al. · 2011 · 444 citations
Computing, Geoinformatics, Geographic Information Systems +16