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Optimization, Nonlinear Control, and Estimation Toolbox

by John Hedengren

 

04 Jul 2011 (Updated 23 Dec 2011)

APM MATLAB toolbox for nonlinear control and estimation of DAE models with IPOPT

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Description

This toolbox allows large-scale nonlinear models to be simulated or optimized. It allows high index DAEs, solves models with either IPOPT or APOPT solvers, and presents a web-interface to visualize solutions.

Additional information and documentation can be obtained here:

http://apmonitor.com/wiki

The attached files demonstrate the MATLAB interface for a simple 2nd order ODE system. More complex models such as a Fuel Cell Reactor, Bioreactor, Electric Vehicle, and Financial Analytics are available on the documentation site.

Acknowledgements

The author wishes to acknowledge the following in the creation of this submission:
Model Replay
This submission has inspired the following:
Model Predictive Control

MATLAB release MATLAB 7.13 (2011b)
Other requirements The optimization problems are solved on a remote server so there is little actual CPU consumed on the local computer.
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Comments and Ratings (1)
28 Dec 2011 John Hedengren

Here is a link to a demonstration of APM MATLAB and a couple example problems:

http://youtu.be/OTtL1ogWUsQ

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Updates
23 Dec 2011

Updated with example applications

Tag Activity for this File
Tag Applied By Date/Time
nonlinear John Hedengren 05 Jul 2011 15:51:58
simulation John Hedengren 05 Jul 2011 15:51:58
control John Hedengren 05 Jul 2011 15:51:58
estimation John Hedengren 05 Jul 2011 15:51:58
optimization John Hedengren 05 Jul 2011 15:51:58
ipopt John Hedengren 05 Jul 2011 15:51:58
largescale John Hedengren 05 Jul 2011 15:51:58
differential John Hedengren 05 Jul 2011 15:51:58
algebraic John Hedengren 05 Jul 2011 15:51:58
openequation John Hedengren 05 Jul 2011 15:51:58

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