Title :
General Methodology for Converting a Sequential Evolutionary Algorithm into Parallel Algorithm with MPI to Water Design Networks
Author :
Cruz-Chávez, Marco Antonio ; Avila-Melgar, E.Y. ; Barquera, Sergio A Serna ; Pérez, Fredy Juárez
Author_Institution :
CIICAp, Univ. Autonoma del Estado de Morelos, Cuernavaca, Mexico
fDate :
Sept. 28 2010-Oct. 1 2010
Abstract :
This paper presents a general methodology for the conversion of the sequential evolutionary algorithms into parallel evolutionary algorithms using MPI. The methodology is showed by applying it to a combinatorial optimization problem well-known as Water Distribution Networks. Also a comparison of two parallelization approaches is done, showing the advantages and disadvantages of each approach. The implementation of this parallel algorithm reduces the necessary time to obtain good solutions for NP-Complete problems as Water Distribution Networks.
Keywords :
combinatorial mathematics; evolutionary computation; parallel algorithms; MPI; combinatorial optimization; parallel evolutionary algorithm; sequential evolutionary algorithm; water design network; water distribution network; Algorithm design and analysis; Data structures; Evolutionary computation; Heuristic algorithms; Program processors; Reservoirs;
Conference_Titel :
Electronics, Robotics and Automotive Mechanics Conference (CERMA), 2010
Conference_Location :
Morelos
Print_ISBN :
978-1-4244-8149-1
DOI :
10.1109/CERMA.2010.29