TY - GEN
T1 - From Individuals to Collectives
T2 - 27th International Computer Science and Engineering Conference, ICSEC 2023
AU - Chumworathayee, Pongrawee
AU - Jatuviriyapornchai, Watthanan
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - The Totally Asymmetric Exclusion Process (TASEP), a well-known model in stochastic particle systems, has gained popularity in transportation research due to its ability to capture insights into individual interactions. In our study, we adapted the TASEP to model traffic flow, incorporating modified rates based on driver behaviour. This model allows us to examine not only the microscopic dynamics and interactions of individual vehicles but also the macroscopic behaviour of traffic through mean-field analysis. The results obtained from Monte Carlo simulations of the model align with the traffic datasets from Bangkok and Manchester, providing evidence that the model accurately captures driver behaviour in both light and heavy traffic scenarios.
AB - The Totally Asymmetric Exclusion Process (TASEP), a well-known model in stochastic particle systems, has gained popularity in transportation research due to its ability to capture insights into individual interactions. In our study, we adapted the TASEP to model traffic flow, incorporating modified rates based on driver behaviour. This model allows us to examine not only the microscopic dynamics and interactions of individual vehicles but also the macroscopic behaviour of traffic through mean-field analysis. The results obtained from Monte Carlo simulations of the model align with the traffic datasets from Bangkok and Manchester, providing evidence that the model accurately captures driver behaviour in both light and heavy traffic scenarios.
KW - Monte-Carlo simulation
KW - TASEP
KW - traffic modelling
UR - https://www.scopus.com/pages/publications/85180154196
U2 - 10.1109/ICSEC59635.2023.10329723
DO - 10.1109/ICSEC59635.2023.10329723
M3 - Conference contribution
AN - SCOPUS:85180154196
T3 - 27th International Computer Science and Engineering Conference 2023, ICSEC 2023
SP - 169
EP - 177
BT - 27th International Computer Science and Engineering Conference 2023, ICSEC 2023
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 13 September 2023 through 15 September 2023
ER -