Development of a framework for sequential Bayesian design of experiments: Application to a pilot-scale solvent-based CO2 capture process
- Authors:
- Publication Date:
- Sponsoring Org.:
- USDOE
- OSTI Identifier:
- 1595157
- Resource Type:
- Publisher's Accepted Manuscript
- Journal Name:
- Applied Energy
- Additional Journal Information:
- Journal Name: Applied Energy Journal Volume: 262 Journal Issue: C; Journal ID: ISSN 0306-2619
- Publisher:
- Elsevier
- Country of Publication:
- United Kingdom
- Language:
- English
Citation Formats
Morgan, Joshua C., Chinen, Anderson Soares, Anderson-Cook, Christine, Tong, Charles, Carroll, John, Saha, Chiranjib, Omell, Benjamin, Bhattacharyya, Debangsu, Matuszewski, Michael, Bhat, K. Sham, and Miller, David C. Development of a framework for sequential Bayesian design of experiments: Application to a pilot-scale solvent-based CO2 capture process. United Kingdom: N. p., 2020.
Web. doi:10.1016/j.apenergy.2020.114533.
Morgan, Joshua C., Chinen, Anderson Soares, Anderson-Cook, Christine, Tong, Charles, Carroll, John, Saha, Chiranjib, Omell, Benjamin, Bhattacharyya, Debangsu, Matuszewski, Michael, Bhat, K. Sham, & Miller, David C. Development of a framework for sequential Bayesian design of experiments: Application to a pilot-scale solvent-based CO2 capture process. United Kingdom. https://doi.org/10.1016/j.apenergy.2020.114533
Morgan, Joshua C., Chinen, Anderson Soares, Anderson-Cook, Christine, Tong, Charles, Carroll, John, Saha, Chiranjib, Omell, Benjamin, Bhattacharyya, Debangsu, Matuszewski, Michael, Bhat, K. Sham, and Miller, David C. Sun .
"Development of a framework for sequential Bayesian design of experiments: Application to a pilot-scale solvent-based CO2 capture process". United Kingdom. https://doi.org/10.1016/j.apenergy.2020.114533.
@article{osti_1595157,
title = {Development of a framework for sequential Bayesian design of experiments: Application to a pilot-scale solvent-based CO2 capture process},
author = {Morgan, Joshua C. and Chinen, Anderson Soares and Anderson-Cook, Christine and Tong, Charles and Carroll, John and Saha, Chiranjib and Omell, Benjamin and Bhattacharyya, Debangsu and Matuszewski, Michael and Bhat, K. Sham and Miller, David C.},
abstractNote = {},
doi = {10.1016/j.apenergy.2020.114533},
journal = {Applied Energy},
number = C,
volume = 262,
place = {United Kingdom},
year = {Sun Mar 01 00:00:00 EST 2020},
month = {Sun Mar 01 00:00:00 EST 2020}
}
Free Publicly Available Full Text
Publisher's Version of Record
https://doi.org/10.1016/j.apenergy.2020.114533
https://doi.org/10.1016/j.apenergy.2020.114533
Other availability
Cited by: 12 works
Citation information provided by
Web of Science
Web of Science
Save to My Library
You must Sign In or Create an Account in order to save documents to your library.
Works referenced in this record:
Novel full height pilot plant for solvent development and model validation
journal, January 2011
- Mejdell, Thor; Vassbotn, Terje; Juliussen, Olav
- Energy Procedia, Vol. 4
Performance evaluation of the machine learning approaches in modeling of CO 2 equilibrium absorption in Piperazine aqueous solution
journal, April 2018
- Yarveicy, Hamidreza; Ghiasi, Mohammad M.; Mohammadi, Amir H.
- Journal of Molecular Liquids, Vol. 255
Test results of CO2 spray scrubbing with Monoethanolamine
journal, January 2011
- Koller, M.; Wappel, D.; Trofaier, N.
- Energy Procedia, Vol. 4
Sensitivity of Process Design to Phase Equilibrium—A New Perturbation Method Based Upon the Margules Equation
journal, October 2013
- Mathias, Paul M.
- Journal of Chemical & Engineering Data, Vol. 59, Issue 4
Rate-Based Process Modeling Study of CO 2 Capture with Aqueous Monoethanolamine Solution
journal, October 2009
- Zhang, Ying; Chen, Hern; Chen, Chau-Chyun
- Industrial & Engineering Chemistry Research, Vol. 48, Issue 20
Performance of MEA and amine-blends in the CSIRO PCC pilot plant at Loy Yang Power in Australia
journal, November 2012
- Artanto, Yuli; Jansen, James; Pearson, Pauline
- Fuel, Vol. 101
Demonstrating flexible operation of the Technology Centre Mongstad (TCM) CO2 capture plant
journal, February 2020
- Bui, Mai; Flø, Nina E.; de Cazenove, Thomas
- International Journal of Greenhouse Gas Control, Vol. 93
Dynamic Process Model Validation and Control of the Amine Plant at CO2 Technology Centre Mongstad
journal, October 2017
- Montañés, Rubén; Flø, Nina; Nord, Lars
- Energies, Vol. 10, Issue 10
Effects of Uncertainties in Thermodynamic Data and Models on Process Calculations †
journal, January 1996
- Whiting, Wallace B.
- Journal of Chemical & Engineering Data, Vol. 41, Issue 5
Optimal Bayesian Experimental Design for Priors of Compact Support with Application to Shock-Tube Experiments for Combustion Kinetics: Optimal Bayesian Experimental Design for Priors of Compact Support
journal, February 2016
- Bisetti, Fabrizio; Kim, Daesang; Knio, Omar
- International Journal for Numerical Methods in Engineering, Vol. 108, Issue 2
Greenhouse Gas Emissions from Biofuels’ Indirect Land Use Change Are Uncertain but May Be Much Greater than Previously Estimated
journal, November 2010
- Plevin, Richard J.; Jones, Andrew D.; Torn, Margaret S.
- Environmental Science & Technology, Vol. 44, Issue 21
Bayesian Treed Multivariate Gaussian Process With Adaptive Design: Application to a Carbon Capture Unit
journal, April 2014
- Konomi, Bledar; Karagiannis, Georgios; Sarkar, Avik
- Technometrics, Vol. 56, Issue 2
Bayesian Design of Experiments Applied to a Complex Polymerization System: Nitrile Butadiene Rubber Production in a Train of CSTRs: Bayesian Design of Experiments Applied to NBR Production
journal, October 2014
- Scott, Alison J.; Nabifar, Afsaneh; Madhuranthakam, Chandra Mouli R.
- Macromolecular Theory and Simulations, Vol. 24, Issue 1
Systematic study of aqueous monoethanolamine‐based CO 2 capture process: model development and process improvement
journal, November 2015
- Li, Kangkang; Cousins, Ashleigh; Yu, Hai
- Energy Science & Engineering, Vol. 4, Issue 1
Dynamic Data Reconciliation and Model Validation of a MEA-Based CO2 Capture System using Pilot Plant Data
journal, January 2016
- Chinen, Anderson S.; Morgan, Joshua C.; Omell, Benjamin P.
- IFAC-PapersOnLine, Vol. 49, Issue 7
Prediction of storage efficiency on CO2 sequestration in deep saline aquifers using artificial neural network
journal, January 2017
- Kim, Youngmin; Jang, Hochang; Kim, Junggyun
- Applied Energy, Vol. 185
Performance of MEA in a long-term test at the post-combustion capture pilot plant in Niederaussem
journal, July 2011
- Moser, Peter; Schmidt, Sandra; Sieder, Georg
- International Journal of Greenhouse Gas Control, Vol. 5, Issue 4
Modelling of a post-combustion CO2 capture process using neural networks
journal, July 2015
- Li, Fei; Zhang, Jie; Oko, Eni
- Fuel, Vol. 151
Fully Bayesian Experimental Design for Pharmacokinetic Studies
journal, March 2015
- Ryan, Elizabeth; Drovandi, Christopher; Pettitt, Anthony
- Entropy, Vol. 17, Issue 3
Uncertainty quantification of property models: Methodology and its application to CO 2 -loaded aqueous MEA solutions
journal, March 2015
- Morgan, Joshua C.; Bhattacharyya, Debangsu; Tong, Charles
- AIChE Journal, Vol. 61, Issue 6
Post combustion CO2 capture by reactive absorption: Pilot plant description and results of systematic studies with MEA
journal, January 2012
- Notz, Ralf; Mangalapally, Hari Prasad; Hasse, Hans
- International Journal of Greenhouse Gas Control, Vol. 6
Experimental validation of a rigorous absorber model for CO2 postcombustion capture
journal, January 2007
- Tobiesen, Finn Andrew; Svendsen, Hallvard F.; Juliussen, Olav
- AIChE Journal, Vol. 53, Issue 4
Thermodynamic modeling and uncertainty quantification of CO2-loaded aqueous MEA solutions
journal, August 2017
- Morgan, Joshua C.; Chinen, Anderson Soares; Omell, Benjamin
- Chemical Engineering Science, Vol. 168
Dynamic operation and modelling of amine-based CO2 capture at pilot scale
journal, December 2018
- Bui, Mai; Tait, Paul; Lucquiaud, Mathieu
- International Journal of Greenhouse Gas Control, Vol. 79
Dynamic Data Reconciliation and Validation of a Dynamic Model for Solvent-Based CO 2 Capture Using Pilot-Plant Data
journal, January 2019
- Chinen, Anderson Soares; Morgan, Joshua C.; Omell, Benjamin
- Industrial & Engineering Chemistry Research, Vol. 58, Issue 5
From neural network to neuro-fuzzy modeling: Applications to the carbon dioxide capture process
journal, January 2011
- Zhou, Qing; Wu, Yuxiang; Chan, Christine W.
- Energy Procedia, Vol. 4
Response Surface Methodology—Current Status and Future Directions
journal, January 1999
- Myers, Raymond H.
- Journal of Quality Technology, Vol. 31, Issue 1
Experimental validation of a rigorous desorber model for CO 2 post-combustion capture
journal, May 2008
- Tobiesen, Finn Andrew; Juliussen, Olav; Svendsen, Hallvard F.
- Chemical Engineering Science, Vol. 63, Issue 10
Results of Amine Plant Operations from 30 wt% and 40 wt% Aqueous MEA Testing at the CO2 Technology Centre Mongstad
journal, January 2014
- Brigman, Natasha; Shah, Muhammad I.; Falk-Pedersen, Olav
- Energy Procedia, Vol. 63
Bayesian estimation of parametric uncertainties, quantification and reduction using optimal design of experiments for CO2 adsorption on amine sorbents
journal, October 2015
- Kalyanaraman, Jayashree; Fan, Yanfang; Labreche, Ying
- Computers & Chemical Engineering, Vol. 81
The use of Artificial Neural Network models for CO2 capture plants
journal, July 2011
- Sipöcz, Nikolett; Tobiesen, Finn Andrew; Assadi, Mohsen
- Applied Energy, Vol. 88, Issue 7
Absorber model for CO2 capture by monoethanolamine — application to CASTOR pilot results
journal, February 2009
- Dugas, Ross; Alix, Pascal; Lemaire, Eric
- Energy Procedia, Vol. 1, Issue 1
Robust optimization of a post-combustion CO2 capture absorber column under process uncertainty
journal, April 2019
- Cerrillo-Briones, Ilse M.; Ricardez-Sandoval, Luis A.
- Chemical Engineering Research and Design, Vol. 144
An optimization framework to combine operable space maximization with design of experiments
journal, September 2018
- Chen, Qi; Paulavičius, Remigijus; Adjiman, Claire S.
- AIChE Journal, Vol. 64, Issue 11
Space-filling designs for computer experiments: A review
journal, January 2016
- Joseph, V. Roshan
- Quality Engineering, Vol. 28, Issue 1
Advances in CO2 capture technology—The U.S. Department of Energy's Carbon Sequestration Program
journal, January 2008
- Figueroa, José D.; Fout, Timothy; Plasynski, Sean
- International Journal of Greenhouse Gas Control, Vol. 2, Issue 1, p. 9-20
A new pilot absorber for CO2 capture from flue gases: Measuring and modelling capture with MEA solution
journal, January 2013
- Sønderby, Tim L.; Carlsen, Kim B.; Fosbøl, Philip L.
- International Journal of Greenhouse Gas Control, Vol. 12
Simulation-Based Optimal Design Using a Response Variance Criterion
journal, January 2012
- Solonen, Antti; Haario, Heikki; Laine, Marko
- Journal of Computational and Graphical Statistics, Vol. 21, Issue 1
Pilot plant study of post-combustion carbon dioxide capture by reactive absorption: Methodology, comparison of different structured packings, and comprehensive results for monoethanolamine
journal, August 2011
- Mangalapally, Hari Prasad; Hasse, Hans
- Chemical Engineering Research and Design, Vol. 89, Issue 8
A Framework for Optimization and Quantification of Uncertainty and Sensitivity for Developing Carbon Capture Systems
journal, January 2014
- Eslick, John C.; Ng, Brenda; Gao, Qianwen
- Energy Procedia, Vol. 63
The National Carbon Capture Center: Cost-effective test bed for carbon capture R&D
journal, January 2013
- Morton, Frank; Laird, Roxann; Northington, John
- Energy Procedia, Vol. 37
Predicting CO2 capture of ionic liquids using machine learning
journal, October 2017
- Venkatraman, Vishwesh; Alsberg, Bjørn Kåre
- Journal of CO2 Utilization, Vol. 21
Analysis of CO2 equilibrium solubility of seven tertiary amine solvents using thermodynamic and ANN models
journal, August 2019
- Liu, Helei; Chan, Christine; Tontiwachwuthikul, Paitoon
- Fuel, Vol. 249
Systems biology: experimental design: Experimental design in systems biology
journal, January 2009
- Kreutz, Clemens; Timmer, Jens
- FEBS Journal, Vol. 276, Issue 4
Using rate based simulation, sensitivity analysis and response surface methodology for optimization of an industrial CO2 capture plant
journal, February 2019
- Hemmati, Abbas; Rashidi, Hamed; Hemmati, Abdollsaleh
- Journal of Natural Gas Science and Engineering, Vol. 62
Multilevel Monte Carlo applied to chemical engineering systems subject to uncertainty
journal, December 2017
- Kimaev, Grigoriy; Ricardez‐Sandoval, Luis A.
- AIChE Journal, Vol. 64, Issue 5
Part 8: Post-combustion CO 2 capture: pilot plant operation issues
journal, April 2013
- Gelowitz, Don; Supap, Teeradet; Abdulaziz, Naami
- Carbon Management, Vol. 4, Issue 2
Carbon Capture Simulation Initiative: A Case Study in Multiscale Modeling and New Challenges
journal, June 2014
- Miller, David C.; Syamlal, Madhava; Mebane, David S.
- Annual Review of Chemical and Biomolecular Engineering, Vol. 5, Issue 1
Results from 30 wt% MEA Performance Testing at the CO2 Technology Centre Mongstad
journal, July 2017
- Gjernes, Erik; Pedersen, Steinar; Cents, Toine
- Energy Procedia, Vol. 114
Bayesian Experimental Design: A Review
journal, August 1995
- Chaloner, Kathryn; Verdinelli, Isabella
- Statistical Science, Vol. 10, Issue 3
Accurate prediction of miscibility of CO2 and supercritical CO2 in ionic liquids using machine learning
journal, May 2018
- Mesbah, Mohammad; Shahsavari, Shohreh; Soroush, Ebrahim
- Journal of CO2 Utilization, Vol. 25
Results from MEA Testing at the CO2 Technology Centre Mongstad: Verification of Baseline Results in 2015
journal, July 2017
- Faramarzi, Leila; Thimsen, David; Hume, Scott
- Energy Procedia, Vol. 114
Development of a Rigorous Modeling Framework for Solvent-Based CO 2 Capture. Part 2: Steady-State Validation and Uncertainty Quantification with Pilot Plant Data
journal, July 2018
- Morgan, Joshua C.; Soares Chinen, Anderson; Omell, Benjamin
- Industrial & Engineering Chemistry Research, Vol. 57, Issue 31
Development of a Rigorous Modeling Framework for Solvent-Based CO 2 Capture. 1. Hydraulic and Mass Transfer Models and Their Uncertainty Quantification
journal, July 2018
- Soares Chinen, Anderson; Morgan, Joshua C.; Omell, Benjamin
- Industrial & Engineering Chemistry Research, Vol. 57, Issue 31
Density and Viscosity of Monoethanolamine + Water + Carbon Dioxide from (25 to 80) °C
journal, November 2009
- Amundsen, Trine G.; Øi, Lars E.; Eimer, Dag A.
- Journal of Chemical & Engineering Data, Vol. 54, Issue 11
Dynamic modelling and optimisation of flexible operation in post-combustion CO2 capture plants—A review
journal, February 2014
- Bui, Mai; Gunawan, Indra; Verheyen, Vincent
- Computers & Chemical Engineering, Vol. 61