4.7 Article

Toward a Systematic Survey for Carbon Neutral Data Centers

Journal

IEEE COMMUNICATIONS SURVEYS AND TUTORIALS
Volume 24, Issue 2, Pages 895-936

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/COMST.2022.3161275

Keywords

Data centers; Carbon dioxide; Carbon footprint; Waste heat; Renewable energy sources; Heat recovery; Optimization; Carbon neutrality; data center; digital twin; artificial intelligence

Funding

  1. National Research Foundation, Prime Minister's Office, Singapore, through Energy Research Testbed and Industry Partnership Funding Initiative of the Energy Grid (EG) 2.0 Programme, its Central Gap Fund (Central Gap) [NRF2020NRFCG001-027]
  2. Ministry of Education, Singapore [RG96/20]
  3. NTUitive Gap Fund

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This survey paper proposes a roadmap towards carbon-neutral data centers, considering both policy instruments and technological methodologies. It introduces the carbon footprint of data centers and the major sources of carbon emissions, and summarizes the carbon neutrality plans of major global cloud providers. On the technological front, it suggests increasing renewable energy penetration, improving energy efficiency, and boosting energy circulation to achieve carbon-neutral data centers. A comprehensive review of existing technologies is provided, and a digital twin-powered industrial AI framework is proposed. The paper discusses three key scientific challenges for implementing this framework and presents several applications to demonstrate its potential.
Data centers are experiencing unprecedented growth as the fourth industrial revolution's supporting pillars and the engine for the future digitalized world. However, data centers are carbon-intensive enterprises due to their massive energy consumption, and it is estimated that data center industry will account for 8% of global carbon emissions by 2030. Meanwhile, both technological and policy instruments for reducing or even neutralizing data center carbon emissions have not been thoroughly investigated, despite the fact that several global cloud providers including Google and Facebook, have pledged to achieve carbon neutrality in their hyperscale data centers. To bridge this gap, this survey paper proposes a roadmap towards carbon-neutral data centers that takes into account both policy instruments and technological methodologies. We begin by presenting the carbon footprint of data centers, as well as some insights into the major sources of carbon emissions. Following that, carbon neutrality plans for major global cloud providers are discussed to summarize current industrial efforts in this direction. In what follows, we introduce the carbon market as a policy instrument to explain how to offset data center carbon emissions in a cost-efficient manner. On the technological front, we propose achieving carbon-neutral data centers by increasing renewable energy penetration, improving energy efficiency, and boosting energy circulation simultaneously. A comprehensive review of existing technologies on these three topics is elaborated subsequently. Based on this, a multi-pronged approach towards carbon neutrality is envisioned and a digital twin-powered industrial artificial intelligence (AI) framework is proposed to make this solution a reality. Furthermore, three key scientific challenges for putting such a framework in place are discussed. Finally, several applications for this framework are presented to demonstrate its enormous potential.

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