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March 30, 2026Chemical Engineering Journal AdvancesOpen Access

Quantitative analysis of operating conditions and performance trends in CO2 capture from large-scale literature

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Authors

SJSo Yun JeongKCKyuri ChoiJCJeongho Choi

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Overview

Quantitative analysis reveals performance trends in CO2 capture technologies using a large literature dataset, suggesting new research avenues.

Key Points

  • This work aims to systematically analyze trends in CO2 capture technologies by examining a large corpus of literature.
  • Analyzed 4,123 articles related to CO2 capture published from 2005 to 2025.
  • Developed an automated framework integrating topic modeling and named entity recognition for data extraction.
  • Extracted operating and energy performance data from scientific texts across absorption, adsorption, and membrane technologies.
  • Achieved an average F1 score of 81.9% for entity-level extraction of performance metrics.
  • Revealed distinct trends in research activity and technology-specific differences in performance.
  • Identified a strong concentration of studies near ambient operating regimes.

Cite This Study

Jeong et al. (2026) studied this question.

synapsesocial.com/papers/69ca134b883daed6ee09538ehttps://doi.org/10.1016/j.ceja.2026.101164
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