Publications

If you wish to add publications to this list, please contact Jane Engel (jane.engel@netl.doe.gov) to help keep this publications list, and the corresponding EndNote library, synchronized. Thank you!

Miller, D. C., Agarwal D. A., Bhattacharyya D., Boverhof J., Cheah Y-W., Chen Y., 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.
Cozad, A., Sahinidis N., & Miller D. C. (2015).  A combined first-principles and data-driven approach to model building. Computers & Chemical Engineering. 73, 116–127.
Cozad, A., Sahinidis N., & Wilson Z. (2015).  A Reduced-Order Building Approach to Simulation-Based Optimization of Complex Energy Systems. AIChE Annual Meeting.
Miller, D. C., Eslick J. C., Boverhof J., Leek J., Tong C., Chen Y., et al. (2015).  FOQUS: A Framework for Optimization and Quantification of Uncertainty. AspenTech OPTIMIZE 2015 Conference.
Miller, D. C., Kress J. D., Mebane D. S., Sun X., Storlie C. B., Sundaresan S., et al. (2015).  Multi-scale modeling of carbon capture systems. IEAGHG Post-Combustion Capture Conference.
Sahinidis, N. (2015).  The ALAMO Software for Model Building, Constrained Regression, and Intelligent Experimental Design. AIChE Annual Meeting.
Cozad, A., Sahinidis N., & Miller D. C. (2014).  Learning Surrogate Models for Simulation-Based Optimization. AIChE Journal. 60, 2211-2227.
Miller, D. C., Syamlal M., Mebane D. S., Storlie C. B., Bhattacharyya D., Sahinidis N., et al. (2014).  Carbon Capture Simulation Initiative: A Case Study in Multiscale Modeling and New Challenges. Chemical and Biomolecular Engineering. 5, 301-323.
Wilson, Z., & Sahinidis N. (2014).  Subset Selection in Multiple Linear Regression. Mixed-Integer Nonlinear Programming (MNLP) Conference.
Cozad, A., & Sahinidis N. (2013).  Automatic Learning of Algebraic Models for Optimization. INFORMS Annual Meeting.
Cozad, A., Sahinidis N., & Miller D. C. (2013).  ALAMO: Automatic Learning of Algebraic Models for Optimization. AIChE Annual Meeting.
Cozad, A., Sahinidis N., & Miller D. C. (2013).  Strengthened Regression Models through Response Variable Bounds. Energy Systems Initiative Annual Meeting.
Cozad, A., Sahinidis N., Yuan Z., & Miller D. C. (2013).  Optimizing Simulations and Black-boxes using a Surrogated-based Approach.
Miller, D. C., Sahinidis N., Cozad A., Lee A., Kim H., Morinelly J. E., et al. (2013).  Computational Tools for Accelerating Carbon Capture Process Development. The 38th International Technical Conference on Clean Coal & Fuel Systems.
Sahinidis, N. (2013).  What's in the box? Systematic approaches for inferring algebraic models from experimental data or simulations. AIChE Annual Meeting.
Yuan, Z., Sahinidis N., & Miller D. C. (2013).  Superstructure Formulation and Optimization for Carbon Capture Process. AIChE Annual Meeting.
Yuan, Z., Sahinidis N., & Miller D. C. (2013).  Superstructure Release. Fall IAB Progress Meeting.
Cozad, A., Sahinidis N., & Miller D. C. (2012).  ALAMO: Automatic Learning of Algebraic Models for Optimization. AIChE Annual Meeting.
Cozad, A., Sahinidis N., & Miller D. C. (2012).  Learning Process Models from Simulations.
Cozad, A., Sahinidis N., & Miller D. C. (2012).  Surrogate-Based Optimization of Simulated Energy Systems. AIChE Annual Meeting. Paper 54g,
Miller, D. C., Sahinidis N., Kim H., Cozad A., Yuan Z., Konda M., et al. (2012).  Synthesis of Optimal Capture Processes using Advanced Optimization. 11th Annual Conference on Carbon Capture & Sequestration.
Sahinidis, N., Cozad A., & Miller D. C. (2012).  Derivative-Free Optimization Enhanced-Surrogate Model Development for Optimization. INFORMS Annual Meeting.
Sahinidis, N., Cozad A., & Miller D. C. (2012).  Derivative-Free Optimization Enhanced-Surrogate Models for Energy Systems Optimization. 9th International Conference on Computational Management Science (CMS 2012).
Yuan, Z., Cozad A., Sahinidis N., & Miller D. C. (2012).  Surrogate Model Based Optimal Synthesis of Solid Sorbent Carbon Capture. AIChE Annual Meeting.
Cozad, A., Chang YJ., Sahinidis N., & Miller D. C. (2011).  Optimization of Carbon Capture Systems Using Surrogate Models of Simulated Processes. 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 D. C. (2011).  A Computational Methodology for Learning Low-Complexity Surrogate Models of Processes from Experiments or Simulations. AIChE Annual Meeting.
Cozad, A., Sahinidis N., & Miller D. C. (2011).  Learning Surrogate Models for Simulation-Based Optimization. AIChE Annual Meeting.
Miller, D. C., Syamlal M., Meza J. C., Brown D. L., Fox M. M., Khaleel M., et al. (2011).  Overview of the US DOEs Carbon Capture Simulation Initiative for Accelerating the Commercialization of CCS Technology. 36th International Technical Conference on Clean Coal & Fuel Systems, Clearwater, Florida, June 5-9, 2011.
Miller, D. C., Syamlal M., Meza J. C., Brown D. L., Fox M. M., Khaleel M., et al. (2011).  The US Department of Energys Carbon Capture Simulation Initiative. 10th Annual Conference on Carbon Capture & Sequestration.
Cozad, A., Sahinidis N., & Miller D. C. (2010).  Optimization of Power Plant Simulations with Integrated Carbon Capture Systems Using Black-Box Algorithms. AIChE Annual Meeting.