Parallelization of a controller parameter tuning task using an aerospace system model as an example
| Date | Contributor | Description | Rating |
|---|---|---|---|
| 23 Sep 2009 | Linda Webb |
Estimating plant model parameters and tuning controllers are challenging tasks. Optimization-based methods help to systematically accelerate the tun¬ing process and let engineers tune multiple parameters at the same time. Further efficiencies can be gained by running the optimization in a parallel setting and distributing the computational load across multiple MATLAB workers—but how do you know when an optimization problem is a good candidate for parallelization? Using an aerospace system model as an example, this article describes the paral¬lelization of a controller parameter tuning task using Parallel Computing Toolbox and Simulink Design Optimization. Topics covered include setting up an optimiza¬tion problem for parallel computing, the types of models that benefit from parallel optimization, and the typical optimization speed-up that can be achieved. By Alec Stothert and Arkadiy Turevskiy, The MathWorks This article was published in MATLAB Digest, May 2009, which you can read at http://www.mathworks.com/company/newsletters/?s_cid=nws_flex |
| Tag | Applied By | Date/Time |
|---|---|---|
| matlabpool | Lan | 7 Nov 2009 at 11:51pm |
| paper | Linda Webb | 23 Sep 2009 at 10:58am |
| tuning | Linda Webb | 23 Sep 2009 at 10:58am |
| simulation | Linda Webb | 23 Sep 2009 at 10:58am |
| parameter tuning | Linda Webb | 23 Sep 2009 at 10:58am |
| parallel optimization | Linda Webb | 23 Sep 2009 at 10:58am |
| parallel | Linda Webb | 23 Sep 2009 at 10:58am |
| whitepaper | Linda Webb | 23 Sep 2009 at 10:58am |
| optimization | Linda Webb | 23 Sep 2009 at 10:58am |
| modeling | Linda Webb | 23 Sep 2009 at 10:58am |
| matlabpool | Linda Webb | 23 Sep 2009 at 10:58am |
| matlab | Linda Webb | 23 Sep 2009 at 10:58am |
| glide slope controller | Linda Webb | 23 Sep 2009 at 10:58am |
| controller parameters | Linda Webb | 23 Sep 2009 at 10:58am |
| article | Linda Webb | 23 Sep 2009 at 10:58am |