Optimal Lane Reservation in Transportation Network

This work studies a lane reservation problem in a transportation network. It aims to design task paths and optimally select lanes to be reserved in a transportation network. In this problem, each lane has limited residual capacity, which is the lane capacity that can be used for the tasks causing no delay in this lane. If the residual capacity of a lane is not large enough to allow tasks to use it, the reservation of this lane is necessary. Once reserved, the lane can be used by the tasks only. Therefore, the travel time in this reserved lane is less than that when it is not reserved. Such lane reservation strategy ensures that each task can transport the commodity from its source to destination within a given travel time. However, this reserved lane generates traffic impact on nonreserved lanes. The objective of the problem is to minimize the total impact of all reserved lanes on nonreserved lanes subject to the timely completion of all the concerned tasks. In this paper, two integer linear programming models are, for the first time, formulated. The complexity of the problem is demonstrated to be non-deterministic polynomial-time hard. Then, an optimal algorithm based on the cut-and-solve method is developed for the problem. The computational results of randomly generated network instances up to 120 nodes and 468 arcs show that the proposed algorithm significantly outperforms the direct use of an optimization solver of CPLEX.

[1]  MengChu Zhou,et al.  Short-Term Schedulability Analysis of Multiple Distiller Crude Oil Operations in Refinery With Oil Residency Time Constraint , 2009, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[2]  MengChu Zhou,et al.  Deadlock Resolution in Computer-Integrated Systems , 2004 .

[3]  Fei-Yue Wang,et al.  Toward a Revolution in Transportation Operations: AI for Complex Systems , 2008, IEEE Intelligent Systems.

[4]  MengChu Zhou,et al.  Modeling, Simulation, and Control of Flexible Manufacturing Systems - A Petri Net Approach , 1999, Series in Intelligent Control and Intelligent Automation.

[5]  Richard T. Wong,et al.  A dual ascent approach for steiner tree problems on a directed graph , 1984, Math. Program..

[6]  Vittorio Maniezzo,et al.  A distributed geographic information system for the daily car pooling problem , 2004, Comput. Oper. Res..

[7]  Weixiong Zhang,et al.  Cut-and-solve: An iterative search strategy for combinatorial optimization problems , 2006, Artif. Intell..

[8]  Osama Masoud,et al.  Detection and classification of vehicles , 2002, IEEE Trans. Intell. Transp. Syst..

[9]  MengChu Zhou,et al.  Hybrid Petri Net Modeling and Schedulability Analysis of High Fusion Point Oil Transportation Under Tank Grouping Strategy for Crude Oil Operations in Refinery , 2010, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[10]  Jianling Li,et al.  Explaining high-occupancy-toll lane use , 2001 .

[11]  Fei-Yue Wang,et al.  Parallel Control and Management for Intelligent Transportation Systems: Concepts, Architectures, and Applications , 2010, IEEE Transactions on Intelligent Transportation Systems.

[12]  Luis Ferreira,et al.  PUBLIC TRANSPORTATION ACCESS , 1998 .

[13]  Mohan M. Trivedi,et al.  Video-based lane estimation and tracking for driver assistance: survey, system, and evaluation , 2006, IEEE Transactions on Intelligent Transportation Systems.

[14]  Ricardo Morla Vision of Congestion-Free Road Traffic and Cooperating Objects , 2005 .

[15]  MengChu Zhou,et al.  M-M Role-Transfer Problems and Their Solutions , 2009, IEEE Trans. Syst. Man Cybern. Part A.

[16]  MengChu Zhou,et al.  Short-Term Schedulability Analysis of Crude Oil Operations in Refinery With Oil Residency Time Constraint Using Petri Nets , 2008, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[17]  Roberto Baldacci,et al.  An Exact Method for the Car Pooling Problem Based on Lagrangean Column Generation , 2004, Oper. Res..

[18]  Hideo Konishi,et al.  Carpooling and congestion pricing: HOV and HOT lanes , 2010 .

[19]  Liviu Iftode,et al.  Lane Reservation for Highways (Position Paper) , 2007, 2007 IEEE Intelligent Transportation Systems Conference.

[20]  Jing Wang,et al.  An Introduction to Parallel Control and Management for High-Speed Railway Systems , 2011, IEEE Transactions on Intelligent Transportation Systems.

[21]  Kajal Lahiri,et al.  Economic Indicators for the US Transportation Sector , 2006 .

[22]  Feng Chu,et al.  Heuristic for lane reservation problem in time constrained transportation , 2009, 2009 IEEE International Conference on Automation Science and Engineering.

[23]  Marcus P. Enoch,et al.  Transport practice and policy in Mauritius , 2003 .

[24]  Naiqi Wu,et al.  System Modeling and Control with Resource-Oriented Petri Nets , 2009 .

[25]  Feng Chu,et al.  Iterative algorithm for lane reservation problem on transportation network , 2011, 2011 International Conference on Networking, Sensing and Control.

[26]  Fei-Yue Wang Driving into the Future with ITS , 2006, IEEE Intelligent Systems.

[27]  Petros A. Ioannou,et al.  Integrated Roadway/Adaptive Cruise Control System: Safety, Performance, Environmental and Near Term Deployment Considerations , 2004 .

[28]  Jon Obenberger,et al.  Development of High-Occupancy Vehicle Facilities: Review of National Trends , 2002 .

[29]  Douglas C. Schmidt,et al.  The managed motorway: real-time vehicle scheduling: a research agenda , 2008, HotMobile '08.

[30]  Azim Eskandarian,et al.  Research advances in intelligent collision avoidance and adaptive cruise control , 2003, IEEE Trans. Intell. Transp. Syst..

[31]  Barbara Kanninen,et al.  INTELLIGENT TRANSPORTATION SYSTEMS: AN ECONOMIC AND ENVIRONMENTAL POLICY ASSESSMENT , 1996 .

[32]  MengChu Zhou,et al.  Schedulability Analysis of Short-Term Scheduling for Crude Oil Operations in Refinery With Oil Residency Time and Charging-Tank-Switch-Overlap Constraints , 2011, IEEE Transactions on Automation Science and Engineering.

[33]  Xia Liu,et al.  Pedestrian detection and tracking with night vision , 2005, IEEE Transactions on Intelligent Transportation Systems.

[34]  Zhiheng Li,et al.  Benefit Evaluation Framework of Intelligent Transportation Systems , 2010 .

[35]  Herbert S Levinson,et al.  Bus Rapid Transit: Synthesis of Case Studies , 2003 .

[36]  MengChu Zhou,et al.  Role Transfer Problems and Algorithms , 2008, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[37]  BERNARD M. WAXMAN,et al.  Routing of multipoint connections , 1988, IEEE J. Sel. Areas Commun..