Biblio

Cozad A, Sahinidis N, Miller DC.  2015.  A combined first-principles and data-driven approach to model building. Computers & Chemical Engineering. 73:116–127.

Cozad A, Biegler LT, Wilson Z.  2015.  Learning Models of Unspecified Functional Form through Symbolic Regression. AIChE Annual Meeting.

Cozad A, Sahinidis N, Wilson Z.  2015.  A Reduced-Order Building Approach to Simulation-Based Optimization of Complex Energy Systems. AIChE Annual Meeting.

Cozad A.  2014.  Data- and Theory-driven Techniques for Surrogate-based Optimization.

Sahinidis NV, Cozad A, Miller DC, Wilson Z.  2014.  Extending the Scope of Algebraic MINLP Solvers to Black- and Grey-box Optimization. AIChE Annual Meeting.

Cozad A, Sahinidis N, Miller DC.  2014.  Learning Surrogate Models for Simulation-Based Optimization. AIChE Journal. 60:2211-2227.

Cozad A, Sahinidis N, Miller DC.  2013.  ALAMO: Automatic Learning of Algebraic Models for Optimization. AIChE Annual Meeting.

Cozad A, Sahinidis N.  2013.  Automatic Learning of Algebraic Models for Optimization. INFORMS Annual Meeting.

Miller DC, Sahinidis N, Cozad A, Lee A, Kim H, Morinelly JE, Eslick JC, Yuan Z.  2013.  Computational Tools for Accelerating Carbon Capture Process Development. The 38th International Technical Conference on Clean Coal & Fuel Systems.

Cozad A, Sahinidis N, Yuan Z, Miller DC.  2013.  Optimizing Simulations and Black-boxes using a Surrogated-based Approach.

Cozad A, Sahinidis N, Miller DC.  2013.  Strengthened Regression Models through Response Variable Bounds. Energy Systems Initiative Annual Meeting.

Cozad A, Sahinidis N, Miller DC.  2012.  ALAMO: Automatic Learning of Algebraic Models for Optimization. AIChE Annual Meeting.

Sahinidis N, Cozad A, Miller DC.  2012.  Derivative-Free Optimization Enhanced-Surrogate Model Development for Optimization. INFORMS Annual Meeting.

Sahinidis N, Cozad A, Miller DC.  2012.  Derivative-Free Optimization Enhanced-Surrogate Models for Energy Systems Optimization. 9th International Conference on Computational Management Science (CMS 2012).

Cozad A, Sahinidis N, Miller DC.  2012.  Learning Process Models from Simulations.

Yuan Z, Cozad A, Sahinidis N, Miller DC.  2012.  Surrogate Model Based Optimal Synthesis of Solid Sorbent Carbon Capture. AIChE Annual Meeting.

Cozad A, Sahinidis N, Miller DC.  2012.  Surrogate-Based Optimization of Simulated Energy Systems. AIChE Annual Meeting. Paper 54g

Miller DC, Sahinidis N, Kim H, Cozad A, Yuan Z, Konda M, Eslick JC, Morinelly JE.  2012.  Synthesis of Optimal Capture Processes using Advanced Optimization. 11th Annual Conference on Carbon Capture & Sequestration.

Cozad A, Sahinidis N, Miller DC.  2011.  A Computational Methodology for Learning Low-Complexity Surrogate Models of Processes from Experiments or Simulations. AIChE Annual Meeting.

Cozad A, Sahinidis N.  2011.  Derivative-Free Optimization Enhanced-Surrogate Models for Energy Systems Optimization. INFORMS Annual Meeting.

Cozad A, Sahinidis N, Miller DC.  2011.  Learning Surrogate Models for Simulation-Based Optimization. AIChE Annual Meeting.

Cozad A, Chang YJ, Sahinidis N, Miller DC.  2011.  Optimization of Carbon Capture Systems Using Surrogate Models of Simulated Processes. AIChE Annual Meeting.

Cozad A, Sahinidis N, Miller DC.  2010.  Optimization of Power Plant Simulations with Integrated Carbon Capture Systems Using Black-Box Algorithms. AIChE Annual Meeting.