TY - JOUR
T1 - Potential of carpool for network traffic management
AU - Nie, Yu (Marco)
AU - Li, Ruijie
N1 - Funding Information:
This paper was written at the encouragement of Professor Kelvin Cheu at University of Texas at El Paso, who taught and advised the first author between 1999 and 2001, then a graduate student at National University of Singapore. The first author would like to take this opportunity to express his gratitude and appreciation to Professor Cheu for his help, guidance and friendship in the past twenty years. The efforts of the first and the second author were partially supported, respectively, by the US National Science Foundation under the award number CMMI 1922665, Sichuan Provincial Science and Technology Planning Project under the award number 2020YFH0026, and the Fundamental Research Funds for the Central Uiversity (Grant No. 2682021CX057).
Publisher Copyright:
© 2021 Tongji University and Tongji University Press
PY - 2022/6
Y1 - 2022/6
N2 - This study examines the impact of carpool on network traffic in a highly idealized futuristic world, where all travelers are willing to participate in carpool arranged by a Transportation Network Company. We build a parsimonious carpool model that focuses on the trade-off between inconvenience costs and travel cost savings. Underlying the model is a nonlinear bipartite matching problem that seeks to maximize commuters’ welfare. By assuming the congestion effect is negligible, we derive several useful analytical results. When the inconvenience cost is less than the median trip valuation of a rider, the platform could always achieve an almost perfect match while maximizing commuters’ welfare, which corresponds to a 50% reduction in vehicular traffic flow. In the case of perfect match, if there is an even number of travelers, we propose a pricing policy that possesses all desired properties of the Vickrey-Clark-Groves (VCG) policy – a benchmark truthful policy for achieving socially optimal solution – but runs a lower deficit. Otherwise, we show the VCG policy always generates a profit. If the inconvenience cost is too high, the perfect match is no longer socially optimal, but the VCG policy still yields a positive profit. Solutions from numerical experiments generally agree with the analytical results. They also suggest that matching across O-D pairs occurs only when it has a significantly lower inconvenience cost than matching within, an unlikely event in reality. Moreover, when cross O-D matching does become prevalent, it leads to higher vehicle miles travelled, hence worse congestion. Thus, from the point of view of traffic management, cross O-D carpool should not be encouraged.
AB - This study examines the impact of carpool on network traffic in a highly idealized futuristic world, where all travelers are willing to participate in carpool arranged by a Transportation Network Company. We build a parsimonious carpool model that focuses on the trade-off between inconvenience costs and travel cost savings. Underlying the model is a nonlinear bipartite matching problem that seeks to maximize commuters’ welfare. By assuming the congestion effect is negligible, we derive several useful analytical results. When the inconvenience cost is less than the median trip valuation of a rider, the platform could always achieve an almost perfect match while maximizing commuters’ welfare, which corresponds to a 50% reduction in vehicular traffic flow. In the case of perfect match, if there is an even number of travelers, we propose a pricing policy that possesses all desired properties of the Vickrey-Clark-Groves (VCG) policy – a benchmark truthful policy for achieving socially optimal solution – but runs a lower deficit. Otherwise, we show the VCG policy always generates a profit. If the inconvenience cost is too high, the perfect match is no longer socially optimal, but the VCG policy still yields a positive profit. Solutions from numerical experiments generally agree with the analytical results. They also suggest that matching across O-D pairs occurs only when it has a significantly lower inconvenience cost than matching within, an unlikely event in reality. Moreover, when cross O-D matching does become prevalent, it leads to higher vehicle miles travelled, hence worse congestion. Thus, from the point of view of traffic management, cross O-D carpool should not be encouraged.
KW - Carpool
KW - Perfect match
KW - Pricing
KW - VCG policy
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U2 - 10.1016/j.ijtst.2021.04.006
DO - 10.1016/j.ijtst.2021.04.006
M3 - Article
AN - SCOPUS:85106378928
SN - 2046-0430
VL - 11
SP - 328
EP - 343
JO - International Journal of Transportation Science and Technology
JF - International Journal of Transportation Science and Technology
IS - 2
ER -