DocumentCode
191236
Title
Real-timefastest path algorithm using bidirectional point-to-point search on a Fuzzy Time-Dependent transportation network
Author
Laarabi, M.H. ; Boulmakoul, A. ; Mabrouk, Abdelfettah ; Sacile, Roberto ; Garbolino, E.
Author_Institution
Dept. of Comput. Sci., Bioeng., Robot. & Syst. Eng., Univ. of Genoa, Genoa, Italy
fYear
2014
fDate
1-3 May 2014
Firstpage
78
Lastpage
84
Abstract
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.
Keywords
computational geometry; fuzzy set theory; network theory (graphs); traffic engineering computing; transportation; Voronoi diagrams; Zadeh fuzzy concept; bidirectional point-to-point search; border-to-border label; border-to-node label; fleet management; fuzzy time-dependent transportation network; heuristic cost function; information system management; network partitioning; node-to-border label; polynomial time; real-time fastest path algorithm; road segment; single-source algorithm; traffic monitoring; traffic simulation; transport industry; weighted graph; Cost function; Electronic mail; Heuristic algorithms; Libraries; Measurement; Real-time systems; Roads; A-star; Bidirectional Point-to-Point Search; Boost Graph Library; Fuzzy Time-Dependent Network; Fuzzy Travel-Time; Network Voronoi; Triangular Fuzzy Number;
fLanguage
English
Publisher
ieee
Conference_Titel
Advanced Logistics and Transport (ICALT), 2014 International Conference on
Conference_Location
Hammamet
Type
conf
DOI
10.1109/ICAdLT.2014.6864086
Filename
6864086
Link To Document