Marginal cost pricing for system optimal traffic assignment with recourse under supply-side uncertainty

•Supply-side uncertainty is modeled using probabilistic link performance functions.•Travelers select links en route using adaptive routing policies.•An equilibrium model is formulated assuming users minimize their expected costs.•State-dependent marginal cost tolls are shown to lead to a system opti...

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Published inTransportation research. Part B: methodological Vol. 110; pp. 104 - 121
Main Authors Rambha, Tarun, Boyles, Stephen D., Unnikrishnan, Avinash, Stone, Peter
Format Journal Article
LanguageEnglish
Published Oxford Elsevier Ltd 01.04.2018
Elsevier Science Ltd
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ISSN0191-2615
1879-2367
DOI10.1016/j.trb.2018.02.008

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Abstract •Supply-side uncertainty is modeled using probabilistic link performance functions.•Travelers select links en route using adaptive routing policies.•An equilibrium model is formulated assuming users minimize their expected costs.•State-dependent marginal cost tolls are shown to lead to a system optimum.•Suboptimality of static tolls is demonstrated using the Sioux Falls test network. Transportation networks are often subject to fluctuations in supply-side parameters such as capacity and free-flow travel time due to factors such as incidents, poor weather, and bottlenecks. In such scenarios, assuming that network arcs exist in a finite number of states with different delay functions with different probabilities, a marginal cost pricing scheme that leads to a socially optimal outcome is proposed. The suggested framework makes the behavioral assumption that travelers do not just choose paths but follow routing policies that respond to en route information. Specifically, it is assumed that travelers are fully-rational and that they compute the optimal online shortest path assuming full-reset. However, such policies may involve cycling, which is unrealistic in practice. Hence, a network transformation that helps restrict cycles up to a certain length is devised and the problem is reformulated as a convex optimization problem with symmetric delay functions. The results of numerical tests on the Sioux Falls test network are presented using the Frank–Wolfe algorithm.
AbstractList Transportation networks are often subject to fluctuations in supply-side parameters such as capacity and free-flow travel time due to factors such as incidents, poor weather, and bottlenecks. In such scenarios, assuming that network arcs exist in a finite number of states with different delay functions with different probabilities, a marginal cost pricing scheme that leads to a socially optimal outcome is proposed. The suggested framework makes the behavioral assumption that travelers do not just choose paths but follow routing policies that respond to en route information. Specifically, it is assumed that travelers are fully-rational and that they compute the optimal online shortest path assuming full-reset. However, such policies may involve cycling, which is unrealistic in practice. Hence, a network transformation that helps restrict cycles up to a certain length is devised and the problem is reformulated as a convex optimization problem with symmetric delay functions. The results of numerical tests on the Sioux Falls test network are presented using the Frank–Wolfe algorithm.
•Supply-side uncertainty is modeled using probabilistic link performance functions.•Travelers select links en route using adaptive routing policies.•An equilibrium model is formulated assuming users minimize their expected costs.•State-dependent marginal cost tolls are shown to lead to a system optimum.•Suboptimality of static tolls is demonstrated using the Sioux Falls test network. Transportation networks are often subject to fluctuations in supply-side parameters such as capacity and free-flow travel time due to factors such as incidents, poor weather, and bottlenecks. In such scenarios, assuming that network arcs exist in a finite number of states with different delay functions with different probabilities, a marginal cost pricing scheme that leads to a socially optimal outcome is proposed. The suggested framework makes the behavioral assumption that travelers do not just choose paths but follow routing policies that respond to en route information. Specifically, it is assumed that travelers are fully-rational and that they compute the optimal online shortest path assuming full-reset. However, such policies may involve cycling, which is unrealistic in practice. Hence, a network transformation that helps restrict cycles up to a certain length is devised and the problem is reformulated as a convex optimization problem with symmetric delay functions. The results of numerical tests on the Sioux Falls test network are presented using the Frank–Wolfe algorithm.
Author Rambha, Tarun
Boyles, Stephen D.
Unnikrishnan, Avinash
Stone, Peter
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Keywords Equilibrium with recourse
Marginal cost pricing
Supply-side uncertainty
Online shortest paths
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Snippet •Supply-side uncertainty is modeled using probabilistic link performance functions.•Travelers select links en route using adaptive routing policies.•An...
Transportation networks are often subject to fluctuations in supply-side parameters such as capacity and free-flow travel time due to factors such as...
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SubjectTerms Bottlenecks
Computational geometry
Convexity
Delay
Equilibrium with recourse
Marginal cost pricing
Online shortest paths
Optimization
Parameter uncertainty
Policies
Pricing
Shortest-path problems
Studies
Supply chains
Supply-side uncertainty
Transportation
Transportation networks
Travel time
Variation
Weather
Title Marginal cost pricing for system optimal traffic assignment with recourse under supply-side uncertainty
URI https://dx.doi.org/10.1016/j.trb.2018.02.008
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Volume 110
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