Congestion-aware system optimal route choice for shared autonomous vehicles

Abstract We study the shared autonomous vehicle (SAV) routing problem while considering congestion. SAVs essentially provide a dial-a-ride service to travelers, but the large number of vehicles involved (tens of thousands of SAVs to replace personal vehicles) results in SAV routing causing significant congestion. We combine the dial-a-ride service constraints with the linear program for system optimal dynamic traffic assignment, resulting in a congestion-aware formulation of the SAV routing problem. Traffic flow is modeled through the link transmission model, an approximate solution to the kinematic wave theory of traffic flow. SAVs interact with travelers at origins and destinations. Due to the large number of vehicles involved, we use a continuous approximation of flow to formulate a linear program. Optimal solutions demonstrate that peak hour demand is likely to have greater waiting and in-vehicle travel times than off-peak demand due to congestion. SAV travel times were only slightly greater than system optimal personal vehicle route choice. In addition, solutions can determine the optimal fleet size to minimize congestion or maximize service.

[1]  I Yperman,et al.  The link transmission model: an efficient implementation of kinematic wave theory in traffic networks , 2005 .

[2]  Dirk Helbing,et al.  Enhanced intelligent driver model to access the impact of driving strategies on traffic capacity , 2009, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[3]  Carlos F. Daganzo,et al.  Queue Spillovers in Transportation Networks with a Route Choice , 1998, Transp. Sci..

[4]  Carlos F. Daganzo,et al.  THE CELL TRANSMISSION MODEL, PART II: NETWORK TRAFFIC , 1995 .

[5]  Gilbert Laporte,et al.  The dial-a-ride problem: models and algorithms , 2006, Ann. Oper. Res..

[6]  G. Laporte,et al.  Transportation Demand , 2019, Energy: Supply and Demand.

[7]  P. I. Richards Shock Waves on the Highway , 1956 .

[8]  Kara M. Kockelman,et al.  Operations of a Shared, Autonomous Electric Vehicle Fleet: Implications of Vehicle & Charging Infrastructure Decisions , 2016 .

[9]  Bart van Arem,et al.  Preferences of travellers for using automated vehicles as last mile public transport of multimodal train trips , 2016 .

[10]  Athanasios K. Ziliaskopoulos,et al.  A Linear Programming Model for the Single Destination System Optimum Dynamic Traffic Assignment Problem , 2000, Transp. Sci..

[11]  Daniel J. Fagnant,et al.  Preparing a Nation for Autonomous Vehicles: Opportunities, Barriers and Policy Recommendations , 2015 .

[12]  Stephen D. Boyles,et al.  On Optimizing Reservation-Based Intersection Controls , 2017, IEEE Transactions on Intelligent Transportation Systems.

[13]  Hokey Min,et al.  A dial-a-ride problem for client transportation in a health-care organization , 2007, Comput. Oper. Res..

[14]  Kara M. Kockelman,et al.  Operations of Shared Autonomous Vehicle Fleet for Austin, Texas, Market , 2015 .

[15]  Stephen D. Boyles,et al.  A general framework for modeling shared autonomous vehicles with dynamic network-loading and dynamic ride-sharing application , 2017, Comput. Environ. Urban Syst..

[16]  Jean-François Cordeau,et al.  Branch and Cut and Price for the Pickup and Delivery Problem with Time Windows , 2009, Transp. Sci..

[17]  M J Lighthill,et al.  On kinematic waves II. A theory of traffic flow on long crowded roads , 1955, Proceedings of the Royal Society of London. Series A. Mathematical and Physical Sciences.

[18]  Emilio Frazzoli,et al.  Toward a Systematic Approach to the Design and Evaluation of Automated Mobility-on-Demand Systems: A Case Study in Singapore , 2014 .

[19]  Stephen D. Boyles,et al.  Effects of Autonomous Vehicle Ownership on Trip, Mode, and Route Choice , 2015 .

[20]  Alberto Colorni,et al.  An effective and fast heuristic for the Dial-a-Ride problem , 2007, 4OR.

[21]  Nigel H. M. Wilson,et al.  A heuristic algorithm for the multi-vehicle advance request dial-a-ride problem with time windows , 1986 .

[22]  Bart van Arem,et al.  Effects of Cooperative Adaptive Cruise Control on traffic flow stability , 2010, 13th International IEEE Conference on Intelligent Transportation Systems.

[23]  Jacques Desrosiers,et al.  The Pickup and Delivery Problem with Time Windows , 1989 .

[24]  Sai Ho Chung,et al.  Survey of Green Vehicle Routing Problem: Past and future trends , 2014, Expert Syst. Appl..

[25]  Jean-François Cordeau,et al.  A Branch-and-Cut Algorithm for the Dial-a-Ride Problem , 2006, Oper. Res..

[26]  Gilbert Laporte,et al.  Dynamic pickup and delivery problems , 2010, Eur. J. Oper. Res..

[27]  Byong-Hun Ahn,et al.  Vehicle-routeing with Time Windows and Time-varying Congestion , 1991 .

[28]  Martin W. P. Savelsbergh,et al.  Optimization for dynamic ride-sharing: A review , 2012, Eur. J. Oper. Res..

[29]  S. Travis Waller,et al.  A Decomposition Scheme for System Optimal Dynamic Traffic Assignment Models , 2003 .

[30]  Michel Gendreau,et al.  Planned Route Optimization For Real-Time Vehicle Routing , 2007 .

[31]  Stefan Irnich,et al.  Effective Handling of Dynamic Time Windows and Its Application to Solving the Dial-a-Ride Problem , 2015, Transp. Sci..

[32]  Stephen D. Boyles,et al.  A cell transmission model for dynamic lane reversal with autonomous vehicles , 2016 .

[33]  Sophie N. Parragh,et al.  A heuristic two-phase solution approach for the multi-objective dial-a-ride problem , 2009 .

[34]  Kara M. Kockelman,et al.  The Travel and Environmental Implications of Shared Autonomous Vehicles, Using Agent-Based Model Scenarios , 2014 .

[35]  Stephen D. Boyles,et al.  Intersection Auctions and Reservation-Based Control in Dynamic Traffic Assignment , 2015 .

[36]  Erwin W. Hans,et al.  Vehicle routing under time-dependent travel times: The impact of congestion avoidance , 2012, Comput. Oper. Res..

[37]  Bart van Arem,et al.  Solving the User Optimum Privately Owned Automated Vehicles Assignment Problem (UO-POAVAP): A model to explore the impacts of self-driving vehicles on urban mobility , 2016 .

[38]  Burak Eksioglu,et al.  The vehicle routing problem: A taxonomic review , 2009, Comput. Ind. Eng..

[39]  Gilbert Laporte,et al.  Static pickup and delivery problems: a classification scheme and survey , 2007 .

[40]  Mike McDonald,et al.  Towards an understanding of adaptive cruise control , 2001 .

[41]  Kara M. Kockelman,et al.  Dynamic Ride-Sharing and Optimal Fleet Sizing for a System of Shared Autonomous Vehicles , 2015 .

[42]  Stephen D. Boyles,et al.  Effects of Autonomous Vehicle Behavior on Arterial and Freeway Networks , 2016 .

[43]  C. Daganzo THE CELL TRANSMISSION MODEL.. , 1994 .

[44]  Gilbert Laporte,et al.  The vehicle routing problem: An overview of exact and approximate algorithms , 1992 .

[45]  Meikang Qiu,et al.  Public Vehicles for Future Urban Transportation , 2016, IEEE Transactions on Intelligent Transportation Systems.

[46]  Chengbin Chu,et al.  The study of a dynamic dial-a-ride problem under time-dependent and stochastic environments , 2008, Eur. J. Oper. Res..

[47]  Gilbert Laporte,et al.  A Hybrid Tabu Search and Constraint Programming Algorithm for the Dynamic Dial-a-Ride Problem , 2012, INFORMS J. Comput..

[48]  Stephen D. Boyles,et al.  Practice Summary: Improving Bus Routing for KIPP Charter Schools , 2016, Interfaces.

[49]  Emilio Frazzoli,et al.  Robotic load balancing for mobility-on-demand systems , 2012, Int. J. Robotics Res..

[50]  Rico Krueger,et al.  Preferences for shared autonomous vehicles , 2016 .

[51]  Oli B. G. Madsen,et al.  A heuristic algorithm for a dial-a-ride problem with time windows, multiple capacities, and multiple objectives , 1995, Ann. Oper. Res..

[52]  G. F. Newell A simplified theory of kinematic waves in highway traffic, part I: General theory , 1993 .

[53]  Jean-François Cordeau,et al.  Models and algorithms for the heterogeneous dial-a-ride problem with driver-related constraints , 2012, OR Spectr..

[54]  Michael W. Levin,et al.  Improving the Convergence of Simulation-based Dynamic Traffic Assignment Methodologies , 2015 .

[55]  Gilbert Laporte,et al.  Chapter 7 Transportation on Demand , 2007, Transportation.

[56]  Emilio Frazzoli,et al.  On-demand high-capacity ride-sharing via dynamic trip-vehicle assignment , 2017, Proceedings of the National Academy of Sciences.

[57]  Miguel A. Figliozzi,et al.  Vehicle Routing Problem for Emissions Minimization , 2010 .

[58]  Dietrich Braess,et al.  Über ein Paradoxon aus der Verkehrsplanung , 1968, Unternehmensforschung.

[59]  Stephen D. Boyles,et al.  Impact of Autonomous Vehicles on Traffic Management: Case of Dynamic Lane Reversal , 2016 .

[60]  Liping Fu,et al.  Scheduling dial-a-ride paratransit under time-varying, stochastic congestion , 2002 .