Real-timefastest path algorithm using bidirectional point-to-point search on a Fuzzy Time-Dependent transportation network

Nowadays management of information systems within the transport industry for effective and efficient decision making requires the use of latest technological development such real-time monitoring and traffic simulation. This will lead to the development of methods and algorithms, for instance, of fleet management, routing within a specified time windows and risk assessment. In this paper we will focus on proposing a method for finding itineraries that has the fastest travel-time on a time-dependent transportation network. It is modelled as a weighted graph, whose weight are time duration that depends on the time at which the road segment is traversed. This problem can be solved in polynomial time with a Single-Source algorithm, by the definition of some restrictions on the edge weights. However, its application on a graph with several millions nodes and edges is highly memory and time consuming. Alternatively, a bidirectional Point-to-Point path search, using A-star, offers far better performance. The novelty of the proposed approach is based on the modelling of an appropriate degree of dynamics of a real-world network by considering the fuzzy nature of the travel-time using Zadeh's fuzzy concept. In addition, we speed-up search by integrating a pre-computation phase, which consists in network partitioning using network Voronoi diagrams with implicit calculation of the lower-bound travel-time label for each node-to-border, border-to-border and border-to-node. Those labels should never overestimate the travel-time at any moment, to ensure the reliability of the suggested heuristic cost function.

[1]  Karine Zeitouni,et al.  Spatial monitoring and routing system for the transportation of hazardous materials , 2001 .

[2]  E. Denardo,et al.  Shortest-Route Methods: 1. Reaching, Pruning, and Buckets , 1979, Oper. Res..

[3]  Azedine Boulmakoul,et al.  An overview of a multiagent-based simulation system for dynamic management of risk related to Dangerous Goods Transport , 2013, 2013 IEEE International Systems Conference (SysCon).

[4]  Giacomo Nannicini,et al.  Bidirectional Core-Based Routing in Dynamic Time-Dependent Road Networks , 2008, ISAAC.

[5]  Maurizio Bielli,et al.  Fuzzy spatial network Voronoï diagram: a spatial decision support for transportation planning , 2009 .

[6]  Peter Sanders,et al.  Time-Dependent Contraction Hierarchies , 2009, ALENEX.

[7]  Stuart E. Dreyfus,et al.  An Appraisal of Some Shortest-Path Algorithms , 1969, Oper. Res..

[8]  Farnoush Banaei Kashani,et al.  Online Computation of Fastest Path in Time-Dependent Spatial Networks , 2011, SSTD.

[9]  Davide Giglio,et al.  A Spatial Decision Support System Prototype for Assessing Road Hazmat Accident Impacts on the Population in a Dense Urban Area: a Case Study of the City of Nice, French Riviera , 2007 .

[10]  Siegfried Gottwald,et al.  Fuzzy Sets and Fuzzy Logic , 1993 .

[11]  Andrew V. Goldberg,et al.  Shortest paths algorithms: Theory and experimental evaluation , 1994, SODA '94.

[12]  Andrew V. Goldberg,et al.  Computing the shortest path: A search meets graph theory , 2005, SODA '05.

[13]  大嶋 達也 A Landmark Algorithm for the Time-Dependent Shortest Path Problem , 2008 .

[14]  George J. Klir,et al.  Fuzzy sets and fuzzy logic , 1995 .

[15]  M Sam Mannan,et al.  Utilization of accident databases and fuzzy sets to estimate frequency of HazMat transport accidents. , 2009, Journal of hazardous materials.

[16]  Hemanta K. Baruah,et al.  Construction of Normal Fuzzy Numbers Using the Mathematics of Partial Presence , 2012 .

[17]  Lenore Cowen,et al.  Compact roundtrip routing in directed networks , 2004, J. Algorithms.

[18]  Emmanuel Garbolino,et al.  Risk evaluation of real-time accident scenarios in the transport of hazardous material on road , 2010 .

[19]  Azedine Boulmakoul,et al.  Fuzzy graphs modelling for HazMat telegeomonitoring , 2006, Eur. J. Oper. Res..

[20]  Roberto Sacile,et al.  Intelligent Transport Systems (ITS) applications on dangerous good transport on road in Italy , 2012, 2012 7th International Conference on System of Systems Engineering (SoSE).

[21]  Atsuyuki Okabe,et al.  Network Voronoi Diagrams , 2012 .

[22]  Azedine Boulmakoul,et al.  Ranking Triangular Fuzzy Numbers Using Fuzzy Set Inclusion Index , 2013, WILF.

[23]  George B. Dantzig,et al.  Linear programming and extensions , 1965 .

[24]  Lenore Cowen,et al.  Compact roundtrip routing in directed networks (extended abstract) , 2000, PODC '00.