Machine Learning Analysis of the Structure‒Property Relationship of Amine-based Solid Adsorbents for Direct Air Capture

ZHOU Zhibin; ZHANG Zhiyuan; QIU Yuqing; DONG Yue; ZHAO Guojiang; ZENG Tonghao; WU Xiaoyu; GUO Benshuai; DAI Yiyang; ZHOU Li; LIU Chong; DAI Zhongde; JI Xu

doi:10.12454/j.jsuese.202400007

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Machine Learning Analysis of the Structure‒Property Relationship of Amine-based Solid Adsorbents for Direct Air Capture

CARBON NEUTRALITY AND CLEAN ENERGY | 更新时间：2026-01-25

- Machine Learning Analysis of the Structure‒Property Relationship of Amine-based Solid Adsorbents for Direct Air Capture
- “In the field of negative carbon technology, experts use the random forest algorithm to establish a prediction model for adsorbent characteristics and CO2 adsorption capacity, providing key parameters for the industrialization of DAC technology.”
- Advanced Engineering Sciences Vol. 57, Issue 5, Pages: 79-90(2025)
- 作者机构：
  
  1.中国石化南京化工研究院有限公司，江苏南京 210000
  2.四川大学化学工程学院，四川成都 610065
  3.四川大学碳中和未来技术学院，四川成都 610065
- 作者简介：
- 基金信息：
- DOI：10.12454/j.jsuese.202400007
  CLC： TQ028
- Received：03 January 2024，
  
  Revised：2024-05-03，
  
  Published Online：13 June 2024，
  
  Published：20 September 2025
- 稿件说明：
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周志斌,张智渊,邱雨晴,等.机器学习解析直接空气捕集用固体胺吸附剂的构效关系[J].工程科学与技术,2025,57(5):79‒90.

Zhou Zhibin,Zhang Zhiyuan,Qiu Yuqing,et al.Machine learning analysis of the structure‒property relationship of amine-based solid adsorbents for direct air capture[J].Advanced Engineering Sciences,2025,57(5):79‒90.
周志斌,张智渊,邱雨晴,等.机器学习解析直接空气捕集用固体胺吸附剂的构效关系[J].工程科学与技术,2025,57(5):79‒90. DOI： 10.12454/j.jsuese.202400007.

Zhou Zhibin,Zhang Zhiyuan,Qiu Yuqing,et al.Machine learning analysis of the structure‒property relationship of amine-based solid adsorbents for direct air capture[J].Advanced Engineering Sciences,2025,57(5):79‒90. DOI： 10.12454/j.jsuese.202400007.

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Machine Learning Analysis of the Structure‒Property Relationship of Amine-based Solid Adsorbents for Direct Air Capture

DOI：10.12454/j.jsuese.202400007