标題: Physics-based and data-driven hybrid modelling and optimisation of stirred-slurry reactors for CO2 capture via enhanced weathering of dolomite mineral

作者: Zhao, YL (Zhao, Yalun); Wang, ML (Wang, Mingliang); Xuan, J (Xuan, Jin); Chang, DG (Chang, Dengao); Li, ZM (Li, Ziming); Wang, SY (Wang, Shiyu); Ou, Y (Ou, Yun); Wang, X (Wang, Xu); Xing, L (Xing, Lei)

來源出版物: CARBON CAPTURE SCIENCE & TECHNOLOGY  卷: 14  文獻号: 100363  DOI: 10.1016/j.ccst.2025.100363  Early Access Date: JAN 2025  Published Date: 2025 MAR  

摘要: The natural enhanced weathering (EW) must be significantly accelerated by optimizing the local triple-phase environment prior to practical large-scale carbon dioxide removal (CDR). The implementation of stirred-slurry reactor (SSR) for enhancing mass transport and reaction rates of the EW-based CO2 capture process has not yet been reported. We conducted a hybrid modelling approach, in which mechanistic and data-driven models are integrated, for the scaled-up batch SSRs designed for EW-based CO2 capture. It is revealed that CO2 mass transport into the aqueous phase has significant impact on the overall capture performance. The scaled-up batch system is found to perform comparably to the continuous system in terms of CO2 capture rate, energy and water consumption. The energy consumption for gas enrichment in the batch system is expected to be less than 50% of that in continuous systems. Multi-objective optimisation reveals the efficacy and accuracy of the hybrid modeling within low energy consumption ranges.

作者關鍵詞: Enhanced weathering; Stirred-slurry reactor; Surrogate model; Multi-objective optimisation; CO2 capture

KeyWords Plus: RESPONSE-SURFACE METHODOLOGY; LIFE-CYCLE ASSESSMENT; DIRECT AIR CAPTURE; MASS-TRANSFER; REMOVAL; LIQUID; SEQUESTRATION; DISSOLUTION; KINETICS; ENERGY

地址: [Zhao, Yalun; Chang, Dengao; Li, Ziming; Wang, Shiyu; Ou, Yun; Wang, Xu] Wuhan Univ, Sch Resources & Environm Sci, Hubei Int Sci & Technol Cooperat Base Sustainable, Wuhan 430079, Peoples R China.

[Wang, Mingliang] China Commun construct Co Ltd, Beijing 100088, Peoples R China.

[Xuan, Jin; Xing, Lei] Univ Surrey, Fac Engn & Phys Sci, Sch Chem & Chem Engn, Guildford GU2 7XH, England.

通訊作者地址: Wang, X (通訊作者)，Wuhan Univ, Sch Resources & Environm Sci, Hubei Int Sci & Technol Cooperat Base Sustainable, Wuhan 430079, Peoples R China.

Xing, L (通訊作者)，Univ Surrey, Fac Engn & Phys Sci, Sch Chem & Chem Engn, Guildford GU2 7XH, England.

電子郵件地址: xu.wang@whu.edu.cn; l.xing@surrey.ac.uk

影響因子：10.4