Existing Challenges for Use of Passive GPS Devices for Routine Travel Data Collection
نویسنده
چکیده
Traveler route choice behavior is the cornerstone of numerous advanced traffic management technologies. However, few datasets of actual segment-by-segment travel routes have been collected and analyzed. This is understandable, given the difficulties faced by traditional survey methods, such as phone and mail surveys, when collecting route data. With the improved accuracy of GPS devices, it is now feasible to collect route data using GPS devices, especially passive GPS devices, which are relatively low-cost, do not require additional computerized equipment, and are more suitable for collecting data for research purposes, given their small size and lack of a screen to distract users. However, despite the widespread availability of GPS technology, there are still very few comprehensive GPS-collected travel route datasets. Collecting data with passive GPS devices is not as straightforward as widely assumed. This is especially true if the data is to be used directly in identifying route choice behavior. When the GPS device is used to collect multiple-day travel data, the post-processing of the data is challenging. Automatic spatial models to identify trip ends and convert point data to link-by-link data is necessary but also extremely time and resource intensive. This paper will summarize the results of several research projects conducted by the authors to study the methodological possibility of using GPS to collect travel route data. Spatial models were constructed in a GIS environment to accomplish the data processing and conversion. One unique feature of the study is that model calibration was conducted using real known route data so that the accuracy of the models was measured. This work will contribute to better utilization of GPS devices in travel data collection. Note: This research was still in progress at the time of publication; contact the lead author above for more information.
منابع مشابه
Travel Mode Detection Based on GPS Raw Data Collected by Smartphones: A Systematic Review of the Existing Methodologies
Over the past couple of decades, Global positioning system (GPS) technology has been utilized to collect large-scale data from travel surveys. As the precise spatiotemporal characteristics of travel could be provided by GPS devices, the issues of traditional travel survey, such as misreporting and non-response, could be addressed. Considering the defects of dedicated GPS devices (e.g., need muc...
متن کاملExploring the potentials of automatically collected GPS data for travel behaviour analysis – A Swedish data source
Understanding the regularity and the variability of individual travel behaviour over time has been one of the key issues in travel behaviour research for three decades. A deeper insight into the long-term mobility patterns of persons and households has been so far restricted by the limited availability of longitudinal data, though. This paper presents an innovative approach to gain longitudinal...
متن کاملMulti-mode Trip Information Recognition Based on Wavelet Transform
1 GPS-based travel survey is an emerging data collection method in transportation planning. 2 Its application in trip mode detection has been explored in many existing studies. 3 However, most existing research on GPS data based trip mode detection methods are 4 developed and tested with data collected from European and American countries. Their 5 methods cannot be easily adapted to Asian count...
متن کاملHarnessing smartphone sensors for tracking location to support travel data collection
There has been growing interest in using smartphones for the collection of travel data. These devices are being used by an increasing proportion of the population overcoming one of the barriers to GPS travel surveys. Nonetheless, several barriers remain before smartphones can effectively replace dedicated GPS devices. This paper describes the development of a smartphone app that balances the ne...
متن کاملEmerging Issues in the Use of Gps for Travel Time Data Collection
Travel time studies are widely used to document congestion and quantify the impact of highway improvements after construction has been finished. For safety reasons, these studies are typically performed with two people in the automobile. The driver is responsible for “floating” with the traffic stream. The passenger is responsible for recording the time the vehicle passes predetermined landmark...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2005