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Keywords: surrogate-based optimization
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Journal Articles

Carbon Capture and Storage Energy Consumption and Performance Optimization Using Metamodels and Response Surface Methodology

Ali Allahyarzadeh-Bidgoli, Nayereh Hamidishad, Jurandir Itizo Yanagihara
Journal: Journal of Energy Resources Technology
Article Type: Research Papers
J. Energy Resour. Technol. May 2022, 144(5): 050901.
Paper No: JERT-21-1293
DOI: https://doi.org/10.1115/1.4051679
Published Online: July 20, 2021
... 13 are responsible for more than 75% of the total effect. As presented in Fig. 6( c ) , the contribution of X 8 , X 10 , X 16 , X 17 , X 7 , X 3 , X 4 , X 12 , and X 15 is 23% of the total impact. Surrogate-based optimization significantly reduces computational effort...
View Article titled, Carbon Capture and Storage Energy Consumption and Performance Optimization Using Metamodels and Response Surface Methodology
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Topics: Carbon capture and storage, Carbon dioxide, Energy consumption, Heating and cooling, Metamodeling, Optimization, Separation (Technology), Heat, Design, Response surface methodology
Journal Articles

A Novel Active Optimization Approach for Rapid and Efficient Design Space Exploration Using Ensemble Machine Learning

Opeoluwa Owoyele, Pinaki Pal
Journal: Journal of Energy Resources Technology
Article Type: Research Papers
J. Energy Resour. Technol. March 2021, 143(3): 032307.
Paper No: JERT-20-1642
DOI: https://doi.org/10.1115/1.4049178
Published Online: December 16, 2020
.... Email: oowoyele@anl.gov Email: pal@anl.gov Contributed by the Internal Combustion Engine Division of ASME for publication in the J ournal of E nergy R esources T echnology . engine design optimization surrogate-based optimization ensemble machine learning active learning energy...
View Article titled, A Novel Active Optimization Approach for Rapid and Efficient Design Space Exploration Using Ensemble Machine Learning
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Topics: Algorithms, Combustion, Design, Machine learning, Optimization