AUTHOR=Davis Blake , Ji Ang , Liu Bichen , Levinson David TITLE=Moving Array Traffic Probes JOURNAL=Frontiers in Future Transportation VOLUME=1 YEAR=2020 URL=https://www.frontiersin.org/journals/future-transportation/articles/10.3389/ffutr.2020.602356 DOI=10.3389/ffutr.2020.602356 ISSN=2673-5210 ABSTRACT=

This paper explores the potential of moving array “probes” to collect traffic data. This application simulates the prospect of mining environmental data on traffic conditions to present an inexpensive and potentially widespread source of traffic conditions. Based on three different simulations, we measure the magnitude and trends of probe error (comparing the probe's “subjective” or time-weighted perception with an “objective” observer) in density, speed, and flow in order to validate the proposed model and compare the results with loop detectors. From these simulations, several conclusions were reached. A single probe's error follows a double hump trend due to an interplay between the factors of traffic heterogeneity and shockwaves. Reduced visibility of the single probe does not proportionately increase the error. Multiple probes do not tend to increase accuracy significantly, which suggests that the data will be still useful even if probes are sparsely distributed. Finally, probes can measure the conditions of oncoming traffic more accurately than concurrent traffic. Further research is expected to consider more complex road networks and develop methods to improve the accuracy of moving array samples.