Title :
Fuzzy constrained shortest path algorithm using circumcenter of centroids
Author :
Verma, Manish ; Shukla, K.K.
Author_Institution :
Comput. Eng. Dept., IIT-BHU, Varanasi, India
Abstract :
The constrained shortest path problem (CSPP) is a well known NP-Complete problem where the task is to determine the shortest path that satisfies certain constrains like delay and cost. Other than the straight-forward implementation in the area of networking, this problem also finds application in the field of multimedia, crew scheduling etc. In these kinds of applications it is important to take into consideration the uncertainty involved in the network environment to provide the Quality of Service (QoS) assurance which can be modeled by the use of fuzzy numbers for the representation of the parameters involved. In this paper, we extend the algorithm stated by Sahni et al to deal with the fuzzy constrained shortest path problem (FCSPP) by fuzzifying one of the constraints i.e. cost and representing it as a trapezoidal fuzzy number. Fuzzy numbers cannot be ordered like real numbers so the Circumcenter of Centroid method is used to rank the trapezoidal fuzzy numbers and determine the fuzzy constrained shortest path also taking into account the delay involved.
Keywords :
computational complexity; delays; fuzzy set theory; number theory; optimisation; quality assurance; quality of service; FCSPP; NP-complete problem; QoS assurance; circumcenter of centroid method; crew scheduling; fuzzy constrained shortest path algorithm; multimedia; parameter representation; quality of service assurance; straight-forward implementation; trapezoidal fuzzy numbers; Approximation algorithms; Approximation methods; Delays; Heuristic algorithms; Indexes; Shortest path problem; Uncertainty; circumcenter of centroid method; constrained shortest path; fuzzy constrained shortest path; path delay discretization; trapezoidal fuzzy numbers;
Conference_Titel :
Advance Computing Conference (IACC), 2013 IEEE 3rd International
Conference_Location :
Ghaziabad
Print_ISBN :
978-1-4673-4527-9
DOI :
10.1109/IAdCC.2013.6514304