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Improving Optimization performance with Parallel Computing

by Linda Webb

 

26 Mar 2009

No BSD License  

Parallel computing can accelerate the solution of computationally expensive optimization problems

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Description

Engineers, scientists, and financial analysts frequently use optimization methods to solve computationally expensive problems such as smoothing the large computational meshes used in fluid dynamic simulations, performing image registration, or analyzing high-dimensional financial portfolios. However, computing a solution can take anywhere from hours to days.

This article describes two ways to use the inherent parallelism in optimization problems to reduce the time to solution. The first example solves a mathematical problem using the parallel computing option in Optimization Toolbox™, and requires no code modification. The second, a practical engineering optimization problem, requires a single-line change in code. Both examples use Parallel Computing Toolbox™ and MATLAB Distributed Computing Server™ to automate and manage the parallel computing tasks.

By Stuart Kozola, The MathWorks

This article was published in MATLAB Digest, March 2009, which you can read at http://www.mathworks.com/company/newsletters/?s_cid=nws_flex

MATLAB release MATLAB 7.8 (R2009a)
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Comments and Ratings (2)
05 Apr 2009 Shahab Anbarjafari

It was interesting :) quite useful (at least for me)

11 Aug 2009 Rody Oldenhuis

Useful indeed. Just out of curiosity: did you make the PDF yourself? How do you do that? It looks awesome!

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Tag Activity for this File
Tag Applied By Date/Time
whitepaper Linda Webb 27 Mar 2009 16:13:42
article Linda Webb 27 Mar 2009 16:13:42
paper Linda Webb 27 Mar 2009 16:13:42
parallel Linda Webb 27 Mar 2009 16:13:42
parallel computing Linda Webb 27 Mar 2009 16:13:42
optimization Linda Webb 27 Mar 2009 16:13:42
parallel computing toolbox Linda Webb 27 Mar 2009 16:13:42
gradient estimation Linda Webb 27 Mar 2009 16:13:42
fmincon Linda Webb 27 Mar 2009 16:13:42
matlab Linda Webb 27 Mar 2009 16:13:42
optimization toolbox Linda Webb 27 Mar 2009 16:13:42
montecarlo simulation Linda Webb 27 Mar 2009 16:13:42
parfor Linda Webb 27 Mar 2009 16:13:42
parallel for loop Linda Webb 27 Mar 2009 16:13:42
 

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