Biblio

Miller DC, Agarwal DA, Bhattacharyya D, Boverhof J, Cheah Y-W, Chen Y, Eslick JC, Leek J, Ma J, Mahapatra P et al..  2016.  Innovative computational tools and models for the design, optimization and control of carbon capture processes. 26th European Symposium on Computer Aided Process Engineering – ESCAPE 26. :2391-2396.

Sahinidis N.  2015.  The ALAMO Software for Model Building, Constrained Regression, and Intelligent Experimental Design. AIChE Annual Meeting.

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

Miller DC, Eslick JC, Boverhof J, Leek J, Tong C, Chen Y, Ng B, Ou J, Sahinidis N.  2015.  FOQUS: A Framework for Optimization and Quantification of Uncertainty. AspenTech OPTIMIZE 2015 Conference.

Miller DC, Kress JD, Mebane DS, Sun X, Storlie CB, Sundaresan S, Bhattacharyya D, Sahinidis N, Eslick JC, Tong C et al..  2015.  Multi-scale modeling of carbon capture systems. IEAGHG Post-Combustion Capture Conference.

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

Miller DC, Syamlal M, Mebane DS, Storlie CB, Bhattacharyya D, Sahinidis N, Agarwal DA, Tong C, Zitney SE, Sarkar A et al..  2014.  Carbon Capture Simulation Initiative: A Case Study in Multiscale Modeling and New Challenges. Chemical and Biomolecular Engineering. 5:301-323.

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

Wilson Z, Sahinidis N.  2014.  Subset Selection in Multiple Linear Regression. Mixed-Integer Nonlinear Programming (MNLP) Conference.

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.

Yuan Z, Sahinidis N, Miller DC.  2013.  Superstructure Formulation and Optimization for Carbon Capture Process. AIChE Annual Meeting.

Yuan Z, Sahinidis N, Miller DC.  2013.  Superstructure Release. Fall IAB Progress Meeting.

Sahinidis N.  2013.  What's in the box? Systematic approaches for inferring algebraic models from experimental data or simulations AIChE 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.