Title :
A simulation tool for tuning IP network parameters based on fluid-flow models and parallel genetic algorithms
Author :
Barbera, Mario ; Busà, Andrea G. ; Di Nuovo, Alessandro G. ; Lombardo, Alfio ; Schembra, Giovanni
Author_Institution :
DIIT, Catania Univ., Italy
fDate :
28 Nov.-2 Dec. 2005
Abstract :
In the current Internet scenario increasing interest is being shown in quality of service (QoS) issues, so simulation and parameter tuning are becoming very hot topics. In this paper we present a user-friendly, easily expandable and time-saving tool, which is able to perform network simulation through fluid-flow models and parameter tuning with parallel genetic algorithms. All the network elements involved (TCP sources, links, routers and so on) are modeled with the fluid-flow approach as independent systems: their outputs only depend on their inputs and internal state variables. Network elements can be connected to each other by a powerful graphical interface. Subsequently the user can select network parameters to be optimized in order to achieve prearranged QoS guarantees. During this phase the tool adopts a parallel implementation of a genetic algorithm (GA) which reduces the execution time required for optimization. A case study is also presented.
Keywords :
IP networks; Internet; genetic algorithms; quality of service; telecommunication network planning; IP network design; IP network planning; Internet; QoS; fluid-flow models; graphical interface; parallel genetic algorithms; quality of service; tuning IP network parameters; Algorithm design and analysis; Analytical models; Computational modeling; Genetic algorithms; IP networks; Optimization methods; Power system modeling; Protocols; Quality of service; Web and internet services;
Conference_Titel :
Global Telecommunications Conference, 2005. GLOBECOM '05. IEEE
Print_ISBN :
0-7803-9414-3
DOI :
10.1109/GLOCOM.2005.1577808