Behavioral-Based Pedestrian Modeling Approach: Formulation, Sensitivity Analysis, and Calibration. Issue 4 (April 2022)
- Record Type:
- Journal Article
- Title:
- Behavioral-Based Pedestrian Modeling Approach: Formulation, Sensitivity Analysis, and Calibration. Issue 4 (April 2022)
- Main Title:
- Behavioral-Based Pedestrian Modeling Approach: Formulation, Sensitivity Analysis, and Calibration
- Authors:
- Hani Hamdar, Samer
Talebpour, Alireza
D'Sa, Kyla
Knoop, Victor
Daamen, Winnie
Treiber, Martin - Abstract:
- Pedestrians are among the travelers most vulnerable to collisions that are associated with high fatality and injury rates. The increasing rate of urbanization and mixed land-use construction make walking (along with other non-motorized travel) a predominant transportation mode with a wide variety of behaviors expected. Because of the inherent safety concerns seen in pedestrian transportation infrastructures, especially those with conflicting multimodal movements expected (crosswalks, transit platforms, etc.), it is important that pedestrian behavior is modeled as a risk-taking stochastic behavior that may lead to errors and thus collision formation. In previous work, the complexity and cost associated with building pedestrian models in a cognitive-based environment weighted down the construction of simulation tools that can capture pedestrian-involved collisions, including those seen in shared space environments. In this paper, a tool that will help evaluate the safety of pedestrian traffic is initiated: an extended modeling framework of pedestrian walking behavior is adopted while incorporating different physiological, physical, and decision-making elements. The focus is on operational decisions (i.e., path choices defined by longitudinal and lateral trajectories) with a pre-specified set of origins and destinations. The model relies on the prospect theory paradigm where pedestrians evaluate their acceleration and directional alternatives while considering the possibilityPedestrians are among the travelers most vulnerable to collisions that are associated with high fatality and injury rates. The increasing rate of urbanization and mixed land-use construction make walking (along with other non-motorized travel) a predominant transportation mode with a wide variety of behaviors expected. Because of the inherent safety concerns seen in pedestrian transportation infrastructures, especially those with conflicting multimodal movements expected (crosswalks, transit platforms, etc.), it is important that pedestrian behavior is modeled as a risk-taking stochastic behavior that may lead to errors and thus collision formation. In previous work, the complexity and cost associated with building pedestrian models in a cognitive-based environment weighted down the construction of simulation tools that can capture pedestrian-involved collisions, including those seen in shared space environments. In this paper, a tool that will help evaluate the safety of pedestrian traffic is initiated: an extended modeling framework of pedestrian walking behavior is adopted while incorporating different physiological, physical, and decision-making elements. The focus is on operational decisions (i.e., path choices defined by longitudinal and lateral trajectories) with a pre-specified set of origins and destinations. The model relies on the prospect theory paradigm where pedestrians evaluate their acceleration and directional alternatives while considering the possibility of colliding with other "particles." Using a genetic algorithm method, the new model is calibrated using detailed trajectory data. This model can be extended to model the interactions between a variety of different modes that are present in different mixed land-use environments. … (more)
- Is Part Of:
- Transportation research record. Volume 2676:Issue 4(2022)
- Journal:
- Transportation research record
- Issue:
- Volume 2676:Issue 4(2022)
- Issue Display:
- Volume 2676, Issue 4 (2022)
- Year:
- 2022
- Volume:
- 2676
- Issue:
- 4
- Issue Sort Value:
- 2022-2676-0004-0000
- Page Start:
- 334
- Page End:
- 347
- Publication Date:
- 2022-04
- Subjects:
- pedestrians -- bicycles -- human factors -- analysis -- modeling and forecasting -- safety -- simulation
Transportation -- Periodicals
Roads
Transport -- Périodiques
Routes -- Périodiques
Routes -- Conception et construction -- Périodiques
Roads
Transportation
388.05 - Journal URLs:
- http://catalog.hathitrust.org/api/volumes/oclc/1259379.html ↗
http://trb.org/news/blurb_detail.asp?id=1676 ↗
http://trb.metapress.com/content/0361-1981/ ↗
https://journals.sagepub.com/home/trr ↗
http://www.uk.sagepub.com/home.nav ↗
http://bibpurl.oclc.org/web/31620 ↗ - DOI:
- 10.1177/03611981211059767 ↗
- Languages:
- English
- ISSNs:
- 0361-1981
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
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- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 20113.xml