in Prof. Bhattacharyya's Advanced Process and Energy Systems Engineering Group, both past and current. I have enjoyed the opportunity to get to know many of you, and to have the opportunity to discuss research work and share ideas with many of you. I maintain fond memories of all of the adventures we have had outside of the work setting, particularly on travels for AIChE conferences. I would especially like to acknowledge the honor of working directly with Anderson Soares Chinen on the development of the MEA solvent model and various other projects; without his contributions, most of the work contained herein would not be possible. Similarly, I would like to thank Ben Omell for his very valuable guidance throughout the development of these process models, and for providing the results for the validation of our model with TCM data. There are many collaborators that I have been privileged to work with, and who have contributed much to the work described in this document. I would like to thank the National Carbon Capture Center (NCCC) and all of the involved staff for providing data for the 2014 and 2017 test campaigns for the MEA solvent system. I would like to thank Charles Tong from Lawrence Livermore National Laboratory for providing much assistance and advice for the uncertainty quantification phase of this work, particularly with respect to use of the PSUADE software, and for his patience while I learned to use these tools. I have also enjoyed the opportunity to collaborate with Sham Bhat and Christine Anderson-Cook from Los Alamos National vi Laboratory on the design of experiments for the 2017 NCCC test campaign, and acknowledge their contributions to the success of this project. I would like to thank Bill Buschle from the University of Edinburgh for his work on the measurement uncertainty in the solvent at NCCC, which has yielded results that have greatly improved the comparison between our MEA model and the pilot plant data. I would like to thank Prof. Gary Rochelle from the University of Texas at Austin for sharing the "Phoenix Model", which was used as a precursor to the model developed in this work, and members of his research team, specifically Brent Sherman, for being very helpful as I was starting out in the solvent modeling work. I would like to thank all involved in the high viscosity solvent model project for the opportunity to be involved with this collaborative effort. I am grateful for the CCSI and CCSI 2 research programs, and for the leadership of David Miller and Michael Matuszewski, that have made these collaborations possible. While pursuing a Ph.D. at West Virginia University, I have been privileged to be able to supplement my research with excellent coursework from within the Department of Chemical and Biomedical Engineering (CBE) and elsewhere. From CBE, I would like to acknowledge the following professors for offering excellent courses that have contributed to my research and professional development in some way: Prof. Charter Stinespring (thermodynamics and statistical and molecular t...