Latent class model for car following behavior
Haris N. Koutsopoulos and
Haneen Farah
Transportation Research Part B: Methodological, 2012, vol. 46, issue 5, 563-578
Abstract:
Car-following behavior, which describes the behavior of a vehicle while following the vehicle in front of it, has a significant impact on traffic performance, safety, and air pollution. In addition, car-following is an essential component of micro-simulation models. Over the last decade the use of microscopic simulation models as a tool for investigating traffic systems, ITS applications, and emission impacts, is becoming increasingly popular. The paper presents a flexible framework for modeling car-following behavior that relaxes some limitations and assumptions of the most commonly used car following models. The proposed approach recognizes different regimes in driving such as car-following, free-flow, emergency stopping, and incorporates different decisions in each regime, such as acceleration, deceleration, and do-nothing depending on the situation. A case study using NGSIM vehicle trajectory data is used to illustrate the proposed model structure. Statistical tests suggest that the model performs better than previous models.
Keywords: Car-following behavior; Microscopic simulation; Calibration; Psycho-physical (search for similar items in EconPapers)
Date: 2012
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Citations: View citations in EconPapers (7)
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Persistent link: https://EconPapers.repec.org/RePEc:eee:transb:v:46:y:2012:i:5:p:563-578
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DOI: 10.1016/j.trb.2012.01.001
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