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The rapid proliferation of data centers in the US - driven partly by the adoption of artificial intelligence - has set off alarm bells about the industry's environmental impact.
Data center energy consumption modeling: A survey
M. Dayarathna, Y. Wen, R. Fan · 2015
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United states data center energy usage report (2016)
A. Shehabi, et al · 2016
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Energy and Policy Considerations for Deep Learning in NLP
E. Strubell, A. Ganesh, A. McCallum · 2019
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Recalibrating global data center energy-use estimates
E. Masanet, A. Shehabi, N. Lei, S. Smith, J. Koomey · 2020
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How much energy do data centers really use
E. Masanet, N. Lei · 2020
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Prototype energy models for data centers
K. Sun, N. Luo, X. Luo, T. Hong · 2021
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Carbon Emissions and Large Neural Network Training
D. Patterson, J. Gonzalez, Q. Le, C. Liang, L-M. Munguia, D. Rothchild, D. So, M. Texier, J. Dean · 2021
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The environmental footprint of data centers in the united states
M. A. B. Siddik, A. Shehabi, L. Marston · 2021
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The most important GHG accounting concept you may not have heard of: the attributional-consequential distinction
M. Brander · 2022
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Measuring the carbon intensity of ai in cloud instances
J. Dodge, T. Prewitt, R. Tachet Des Combes, E. Odmark, R. Schwartz, E. Strubell, A. S. Luccioni, N. A. Smith, N. DeCario, W. Buchanan · 2022
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Planning for the evolution of the electric grid with a long-run marginal emission rate
P. Gagnon, W. Cole · 2022
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A.I. Could Soon Need as Much Electricity as an Entire Country
D. Erdenesanaa · 2023
Earlier work this paper cites.
Mortality risk from united states coal electricity generation
L. Henneman, C. Choirat, I. Dedoussi, F. Dominici, J. Roberts, C. Zigler · 2023
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Carbon responder: Coordinating demand response for the datacenter fleet
J. Xing, B. Acun, A. Sundarrajan, D. Brooks, M. Chakkaravarthy, N. Avila, C-J. Wu, B. C. Lee · 2023
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Timeshifting strategies for carbon-efficient long-running large language model training
A. Jagannadharao, N. Beckage, D. Nafus, S. Chamberlin · 2023
Earlier work this paper cites.
Energy consumption in data centres and broadband communication networks in the EU
G. Kamiya, P. Bertoldi · 2024
Cited alongside, same era.
Generative AI’s Environmental Costs Are Soaring — and Mostly Secret
K. Crawford · 2024
Cited alongside, same era.
D. C. Map, Data center map: Colocation, cloud, and connectivity, https://www.datacentermap.com/ (2024). Accessed: 15-October-2024
2024
Cited alongside, same era.
International Energy Agency, Data Centres and Data Transmission Networks (2024). Accessed: 7-October-2024
2024
Cited alongside, same era.
Enerdata, Electricity Domestic Consumption Data (2024). Accessed: 7-October-2024
2024
Cited alongside, same era.
The New Stack, How Much Energy Is Really Being Consumed by Data Centers? (2023). Accessed: 7-October-2024
U.S. Energy Information Administration, Carbon dioxide emissions from energy consumption, https://www.eia.gov/environment/emissions/carbon/ (2023). Accessed: 15-October-2024
2024
Closest in time.
United States Environmental Protection Agency, Greenhouse gas inventory data explorer, https://cfpub.epa.gov/ghgdata/inventoryexplorer/ (2023). Accessed: 17-October-2024
2024
Closest in time.
Our World in Data, Carbon Intensity of Electricity (2024). Accessed: 7-October-2024
2024
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C. E. Commission, 2023 total system electric generation, https://www.energy.ca.gov/data-reports/energy-almanac/california-electricity-data/2023-total-system-electric-generation . Accessed: 28-October-2024
2024
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2024 Environmental Report - Google Sustainability, https://sustainability.google/reports/google-2024-environmental-report/ . Accessed 29-October-2024
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2024
Cited alongside, same era.
The generative ai race has a dirty secret
C. Stokel-Walker · 2024
Cited alongside, same era.
U.S. Environmental Protection Agency, About the u.s. electricity system and its impact on the environment, https://www.epa.gov/energy/about-us-electricity-system-and-its-impact-environment (2024). Accessed: 7-October-2024
2024
Cited alongside, same era.
The environmental burden of the united states’ bitcoin mining boom
G. Guidi, F. Dominici, N. Steinsultz, G. Dance, et al · 2024
Cited alongside, same era.
IBM, Hyperscale Data Centers (2024). Accessed: 7-October-2024
2024
Cited alongside, same era.
International Energy Agency, Data Centres and Data Transmission Networks (2024). Accessed: 7-October-2024
2024
Cited alongside, same era.
U.S. Energy Information Administration, How much electricity is consumed in the U.S. each year? (2024). Accessed: 7-October-2024
2024
Cited alongside, same era.
2024
Closest in time.
Microsoft, 2024 Environmental Sustainability Report, https://query.prod.cms.rt.microsoft.com/cms/api/am/binary/RW1lMjE . Accessed 29-October-2024
2024
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D. C. Knowledge, Tougher Reporting Mandates Ahead for Data Centers — datacenterknowledge.com, https://www.datacenterknowledge.com/regulations/tougher-reporting-mandates-ahead-for-data-centers . Accessed 29-October-2024
2024
Closest in time.
J. Dietrich, US mandates crypto energy reporting: will data centers be next? - Uptime Institute Blog, https://journal.uptimeinstitute.com/us-mandates-crypto-energy-reporting-will-data-centers-be-next/ . Accessed 29-October-2024
2024
Closest in time.
The environmental sustainability of digital content consumption
R. Istrate, et al · 2024
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D. Niewenhuis, S. Talluri, A. Iosup, T. De Matteis, Companion of the 15th ACM/SPEC International Conference on Performance Engineering
2024
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S. Sarkar, et al
2024
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Will ai accelerate or delay the race to net-zero emissions?
A. Luers, et al · 2024
Closest in time.
CC Tech Group, How much power does a data center use per square foot? (2024). Accessed: 10-October-2024
2024
Closest in time.
U.S. Environmental Protection Agency, egrid - emissions and generation resource integrated database (2024). Accessed: 10-October-2024
2024
Closest in time.