Projects
~~ ~~ J.D. Hedengren, R. Asgharzadeh Shishavan, K.M. Powell, T.F. Edgar, Nonlinear Modeling, Estimation and Predictive Control in APMonitor, Computers & Chemical Engineering, 2014. [[http://dx.doi.org/10.1016/j.compchemeng.2014.04.013|Publication Link]]

(:html:)<iframe width="560" height="315" src="http://www.youtube.com/embed/ZVUtVf8wOkg?rel=0" frameborder="0" allowfullscreen></iframe>(:htmlend:)

[[Attach:apm_uolab_poster.pdf|Attach:apm_uolab_poster.png]]

Additional information and tutorials are found in archives of the [[http://apmonitor.com/wiki/index.php/Main/UsersGroup|User's Group Seminar]] or in the [[http://apmonitor.com/wiki|APM Documentation]]. Another source of support is the [[http://groups.google.com/group/apmonitor|APM Google Group Discussion Forum]]. Forum members include graduate students, industrial sponsors, interested observers, and others interested in optimization and control technology.
~~Background on APC~~

Development of new algorithms

Web-based services for ~~collaboration~~

## Advanced Process Control Development

## Projects.APCDevelopment History

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* J.D. Hedengren, R. Asgharzadeh Shishavan, K.M. Powell, T.F. Edgar, Nonlinear Modeling, Estimation and Predictive Control in APMonitor, Computers & Chemical Engineering, 2014. [[http://dx.doi.org/10.1016/j.compchemeng.2014.04.013|Publication Link]]

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The [[http://apmonitor.com|APMonitor Modeling Language]] is optimization software for differential and algebraic equations. It is coupled with large-scale nonlinear programming solvers for data reconciliation, real-time optimization, dynamic simulation, and nonlinear predictive control. It is available as a free web service through [[http://apmonitor.com/wiki/index.php/Main/MATLAB|APM MATLAB]], [[http://apmonitor.com/wiki/index.php/Main/PythonApp|APM Python]], or with a [[http://apmonitor.com/online/view_pass.php|web browser interface]].

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The [[http://apmonitor.com|APMonitor Modeling Language]] is optimization software for differential and algebraic equations. It is coupled with large-scale nonlinear programming solvers for data reconciliation, real-time optimization, dynamic simulation, and nonlinear predictive control. It is available as a free web service through [[http://apmonitor.com/wiki/index.php/Main/MATLAB|APM MATLAB]], [[http://apmonitor.com/wiki/index.php/Main/PythonApp|APM Python]], or with a [[http://apmonitor.com/online/view_pass.php|web browser interface]]. A technical description of the algorithms used in APMonitor is given in the following reference:

J.D. Hedengren, R. Asgharzadeh Shishavan, K.M. Powell, T.F. Edgar, Nonlinear Modeling, Estimation and Predictive Control in APMonitor, Computers & Chemical Engineering, 2014. [[http://dx.doi.org/10.1016/j.compchemeng.2014.04.013|Publication Link]]

J.D. Hedengren, R. Asgharzadeh Shishavan, K.M. Powell, T.F. Edgar, Nonlinear Modeling, Estimation and Predictive Control in APMonitor, Computers & Chemical Engineering, 2014. [[http://dx.doi.org/10.1016/j.compchemeng.2014.04.013|Publication Link]]

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* [[Attach:apm_simulink.zip|Demonstration Files ~~in~~ Simulink]]

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* [[Attach:apm_simulink.zip|Demonstration Files for Simulink and MATLAB]]

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(:html:)<iframe width="560" height="315" src="http://www.youtube.com/embed/ZVUtVf8wOkg?rel=0" frameborder="0" allowfullscreen></iframe>(:htmlend:)

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* [[Attach:apm_simulink.zip|Demonstration Files in Simulink~~ - v1]]~~

* [[Attach:apm_simulink2.zip|Demonstration Files in Simulink - v2]]

* [[Attach:apm_simulink3.zip|Demonstration Files in Simulink - v3]]

* [[Attach:apm_simulink2.zip|Demonstration Files in Simulink - v2]]

* [[Attach:apm_simulink3.zip|Demonstration Files in Simulink - v3

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* [[Attach:apm_simulink.zip|Demonstration Files in Simulink]]

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!! Simulink Tutorial on MHE and MPC

!! Simulink Tutorial on MHE and MPC

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* [[Attach:apm_simulink3.zip|Demonstration Files in Simulink - v3]]

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[[Attach:apm_simulink.zip|Demonstration Files in Simulink - v1]]

[[Attach:apm_simulink2.zip|Demonstration Files in Simulink - v2]]

[[Attach:apm_simulink2.zip|Demonstration Files in Simulink - v2]]

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* [[Attach:apm_simulink.zip|Demonstration Files in Simulink - v1]]

* [[Attach:apm_simulink2.zip|Demonstration Files in Simulink - v2]]

* [[Attach:apm_simulink2.zip|Demonstration Files in Simulink - v2]]

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[[Attach:apm_simulink.zip|Demonstration Files in Simulink]]

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[[Attach:apm_simulink.zip|Demonstration Files in Simulink - v1]]

[[Attach:apm_simulink2.zip|Demonstration Files in Simulink - v2]]

[[Attach:apm_simulink2.zip|Demonstration Files in Simulink - v2]]

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[[Attach:apm_simulink.zip|Demonstration Files in Simulink]]

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[[Attach:apm_uolab_poster.pdf|Attach:apm_uolab_poster.png]]

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(:title Advanced Process Control Development:)

(:keywords research group, Brigham Young University, Process System Engineering:)

(:description Process Research and Intelligent Systems Modeling (PRISM) Group at Brigham Young University:)

(:keywords research group, Brigham Young University, Process System Engineering:)

(:description Process Research and Intelligent Systems Modeling (PRISM) Group at Brigham Young University:)

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The [[http://apmonitor.com|APMonitor Modeling Language]] is optimization software for differential and algebraic equations. It is coupled with large-scale nonlinear programming solvers for data reconciliation, real-time optimization, dynamic simulation, and nonlinear predictive control. It is available as a free web service ~~that can be accessed through ~~[[http://apmonitor.com/wiki/index.php/Main/MATLAB|APM MATLAB]], [[http://apmonitor.com/wiki/index.php/Main/PythonApp|APM Python]], or with a ~~web-interface~~.

to:

The [[http://apmonitor.com|APMonitor Modeling Language]] is optimization software for differential and algebraic equations. It is coupled with large-scale nonlinear programming solvers for data reconciliation, real-time optimization, dynamic simulation, and nonlinear predictive control. It is available as a free web service through [[http://apmonitor.com/wiki/index.php/Main/MATLAB|APM MATLAB]], [[http://apmonitor.com/wiki/index.php/Main/PythonApp|APM Python]], or with a [[http://apmonitor.com/online/view_pass.php|web browser interface]].

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Additional information and tutorials are found in archives of the [[http://apmonitor.com/wiki/index.php/Main/UsersGroup|User's Group Seminar]] or in the [[http://apmonitor.com/wiki|APM Documentation]]. Another source of support is the [[http://groups.google.com/group/apmonitor|APM Google Group Discussion Forum]]. Forum members include graduate students, industrial sponsors, interested observers, and others interested in optimization and control technology.

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Development of new algorithms

Web-based services

to:

The [[http://apmonitor.com|APMonitor Modeling Language]] is optimization software for differential and algebraic equations. It is coupled with large-scale nonlinear programming solvers for data reconciliation, real-time optimization, dynamic simulation, and nonlinear predictive control. It is available as a free web service that can be accessed through [[http://apmonitor.com/wiki/index.php/Main/MATLAB|APM MATLAB]], [[http://apmonitor.com/wiki/index.php/Main/PythonApp|APM Python]], or with a web-interface.

New developments include improvements to large-scale Nonlinear Programming (NLP) solvers, parallelization of algorithms, new ways to visualize optimization solutions, multi-agent control architectures, and improved data reconciliation.

New developments include improvements to large-scale Nonlinear Programming (NLP) solvers, parallelization of algorithms, new ways to visualize optimization solutions, multi-agent control architectures, and improved data reconciliation.

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!! Advanced Process Control

Background on APC

Development of new algorithms

Web-based services for collaboration

Background on APC

Development of new algorithms

Web-based services for collaboration