Advanced Applications of Person-based GPS in an Urban Environment
نویسندگان
چکیده
Disclaimer The contents of this report reflect the views of the authors, who are responsible for the facts and the accuracy of the information presented herein. The contents do not necessarily reflect the official views or policies of the UTRC or the Federal Highway Administration. This report does not constitute a standard, specification or regulation. This document is disseminated under the sponsorship of the Department of Transportation, University Transportation Centers Program, in the interest of information exchange. The U.S. Government assumes no liability for the contents or use thereof. Traditional travel surveys provide essential information on travel patterns, but are time-consuming, expensive, and have seen declining rates of participation. Recently global positioning systems (GPS) technologies have been introduced to facilitate the data collection process. While GPS traces can provide accurate information on the location and time of travel, these traces do not contain explicit information on the mode used (e.g., walking, biking, transit or auto). Strategies under consideration for determining the mode, using the GPS trace data, have not been systematically investigated with respect to the needs of practitioners. A review of mode identification strategies reveals a mixed set of results from the three primary methods currently in use. These methods are rule-based, neural networks, and fuzzy logic. This research evaluates these three methods to determine their effectiveness for mode detection, their ease-of-application, and their overall performance. In order to move the concept of using GPS trace data as a substitute for traditional or modified travel surveys-moving from small sample feasibility studies to agency-level implementation-there needs to be sufficient evidence that GPS trace data can be handled with ease, and that the promise of reduced responden t and processing burden can be realized.
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