DocumentCode
2397607
Title
Solving non-smooth unconstrained optimization problem with LAMGAC in a LAN-WLAN grid domain
Author
Macías, Elsa M. ; Suárez, Alvaro ; Ojeda-Guerra, C.N.
Author_Institution
Departamento de Ingenieria Telematica, Univ. de Las Palmas de Gran Canaria, Spain
fYear
2002
fDate
2002
Firstpage
471
Lastpage
478
Abstract
Traditionally, a local area network (LAN) has been used for parallel programming with PVM and MPI. The improvement of communications in wireless local area networks (WLANs) achieving up to 11 Mbps make them, according to some authors, candidates to be used as a resource for grid computing. In this paper we use our library based on LAM/MPI named LAMGAC in order to parallelize an algorithm that finds the global minimum of a nonlinear real valued continuous function. The algorithm uses a strategy based on the division of the domain into small boxes and it locates the extreme by means of a multiple start algorithm (MRS). The local minimizer is carried out by means of the steepest descent and the DFP method. The novelty of this approach is that we can vary the parallel virtual machine in runtime (spawning new processes using functions defined in MPI-2), we generate algorithms in which computations and communications are efficiently overlapped and we include a Web interface to offer our system as a grid resource. We have measured the execution time of some algorithms and the components of LAMGAC, obtaining interesting results
Keywords
application program interfaces; message passing; optimisation; parallel algorithms; parallel programming; software libraries; wireless LAN; workstation clusters; LAM/MPI; LAMGAC; LAMGAC library; LAN-wireless LAN grid domain; MPI; PVM; Web interface; execution time; global minimum; grid computing; multiple start algorithm; nonlinear real valued continuous function; nonsmooth unconstrained optimization problem; parallel algorithm; parallel programming; steepest descent method; Computer interfaces; Concurrent computing; Grid computing; Libraries; Local area networks; Mesh generation; Parallel programming; Runtime; Virtual machining; Wireless LAN;
fLanguage
English
Publisher
ieee
Conference_Titel
Parallel, Distributed and Network-based Processing, 2002. Proceedings. 10th Euromicro Workshop on
Conference_Location
Canary Islands
Print_ISBN
0-7695-1444-8
Type
conf
DOI
10.1109/EMPDP.2002.994335
Filename
994335
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