Harnessing the power of machine learning for carbon capture, utilisation, and storage (CCUS) – a state-of-the-art review

Author:

Yan Yongliang12ORCID,Borhani Tohid N.3ORCID,Subraveti Sai Gokul4,Pai Kasturi Nagesh4,Prasad Vinay4ORCID,Rajendran Arvind4,Nkulikiyinka Paula1ORCID,Asibor Jude Odianosen1ORCID,Zhang Zhien5,Shao Ding6ORCID,Wang Lijuan7ORCID,Zhang Wenbiao6ORCID,Yan Yong7ORCID,Ampomah William8,You Junyu89,Wang Meihong10ORCID,Anthony Edward J.1ORCID,Manovic Vasilije1ORCID,Clough Peter T.1ORCID

Affiliation:

1. Energy and Power Theme, Cranfield University, Bedfordshire, MK43 0AL, UK

2. Materials, Concept and Reaction Engineering (MatCoRE) Group, School of Engineering, Newcastle University, Merz Court, Newcastle Upon Tyne, NE1 7RU, UK

3. School of Engineering, Division of Chemical Engineering, University of Wolverhampton, Wolverhampton, WV1 1LY, UK

4. Department of Chemical and Materials Engineering, Donadeo Innovation Centre for Engineering, University of Alberta, 9211-116 Street NW, Edmonton, Alberta, T6G 1H9, Canada

5. Department of Chemical and Biomedical Engineering, West Virginia University, Morgantown, WV, 26506, USA

6. School of Control and Computer Engineering, North China Electric Power University, Beijing, 102206, P. R. China

7. School of Engineering, University of Kent, Canterbury, Kent, CT2 7NT, UK

8. Petroleum Recovery Research Centre, New Mexico Tech, Socorro NM, 87801, USA

9. School of Petroleum and Natural Gas Engineering, Chongqing University of Science and Technology, Chongqing, 401331, China

10. Department of Chemical and Biological Engineering, University of Sheffield, Sheffield S1 3JD, UK

Abstract

A review of the state-of-the-art applications of machine learning for CO2 capture, transport, storage, and utilisation.

Funder

U.S. Department of Energy

Engineering and Physical Sciences Research Council

Petroleum Technology Development Fund

Canada First Research Excellence Fund

National Natural Science Foundation of China

Publisher

Royal Society of Chemistry (RSC)

Subject

Pollution,Nuclear Energy and Engineering,Renewable Energy, Sustainability and the Environment,Environmental Chemistry

Reference275 articles.

1. Earth's CO 2 Home Page, https://www.co2.earth/ (accessed 28 April 2021)

2. United Nations, The Greatest Threat To Global Security: Climate Change Is Not Merely An Environmental Problem | United Nations, https://www.un.org/en/chronicle/article/greatest-threat-global-security-climate-change-not-merely-environmental-problem (accessed 21 July 2021)

3. HOME – UN Climate Change Conference (COP26) at the SEC – Glasgow 2021, https://ukcop26.org/ (accessed 28 April 2021)

4. Build Back Better: our plan for growth (HTML) – GOV.UK, https://www.gov.uk/government/publications/build-back-better-our-plan-for-growth/build-back-better-our-plan-for-growth-html (accessed 28 April 2021)

5. Executive Order on Protecting Public Health and the Environment and Restoring Science to Tackle the Climate Crisis | The White House, https://www.whitehouse.gov/briefing-room/presidential-actions/2021/01/20/executive-order-protecting-public-health-and-environment-and-restoring-science-to-tackle-climate-crisis/ (accessed 28 April 2021)

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