Title :
Comparative study of parallel vs. distributed genetic algorithm implementation for ATM networking environment
Author :
Sleem, AlaaEldin ; Ahmed, Moumen ; Kumar, Anup ; Kame, Khaled
Author_Institution :
Dept. of Comput. Eng. & Comput. Sci., Louisville Univ., KY, USA
Abstract :
The objectives of this effort are: (1) to provide a faster (parallel) implementation to a previously implemented ATM network design simulator, and (2) to compare two different parallel and distributed computing (PDC) architectures in order to select one to be the architecture for this new parallel version. To improve the performance of the previously implemented GA, two parallel versions are developed using two different approaches. The first uses message passing interface (MPI) function calls embedded in C++ programs on a network of workstations. The second version is developed for a multiprocessor system using a C/C++ parallel compiler. This paper describes the approaches used to develop the parallel versions, the design of parallel applications and the results of all the experiments that were done to study the effect of all the design parameters on system performance
Keywords :
C++ language; asynchronous transfer mode; computer networks; digital simulation; genetic algorithms; message passing; network interfaces; parallel algorithms; parallel architectures; performance evaluation; program compilers; telecommunication computing; workstations; ATM network design simulator; ATM networking environment; C++ programs; C/C++ parallel compiler; PDC architectures; design parameters; distributed genetic algorithm; experiments; multiprocessor system; parallel and distributed computing; parallel applications; parallel genetic algorithm; parallel implementation; performance; system performance; workstations network; Algorithm design and analysis; Application software; Asynchronous transfer mode; Computer architecture; Computer networks; Concurrent computing; Cost function; Distributed computing; Genetic algorithms; Message passing;
Conference_Titel :
Computers and Communications, 2000. Proceedings. ISCC 2000. Fifth IEEE Symposium on
Conference_Location :
Antibes-Juan les Pins
Print_ISBN :
0-7695-0722-0
DOI :
10.1109/ISCC.2000.860632