Clover: Toward sustainable ai with carbon-aware machine learning inference service
This paper presents a solution to the challenge of mitigating carbon emissions from hosting
large-scale machine learning (ML) inference services. ML inference is critical to modern …
large-scale machine learning (ML) inference services. ML inference is critical to modern …
Adapting datacenter capacity for greener datacenters and grid
Cloud providers are adapting datacenter (DC) capacity to reduce carbon emissions. With
hyperscale datacenters exceeding 100 MW individually, and in some grids exceeding 15 …
hyperscale datacenters exceeding 100 MW individually, and in some grids exceeding 15 …
[HTML][HTML] Stochastic optimization for capacity configuration of data center microgrid thermal energy management equipment considering flexible resources
Y Cui, Y Cheng, H Zhu, Y Zhao, W Zhong - International Journal of …, 2024 - Elsevier
The rapid development of Internet and cloud computing technologies has led to the
expansion of the scale of data centers, resulting in a continuous increase in the demand for …
expansion of the scale of data centers, resulting in a continuous increase in the demand for …
Dynamic locational marginal emissions via implicit differentiation
LF Valenzuela, A Degleris, A El Gamal… - … on Power Systems, 2023 - ieeexplore.ieee.org
Locational marginal emissions rates (LMEs) estimate the rate of change in emissions due to
a small change in demand in a transmission network, and are an important metric for …
a small change in demand in a transmission network, and are an important metric for …
Using geographic load shifting to reduce carbon emissions
An increasing focus on the electricity use and carbon emissions associated with computing
has lead to pledges by major cloud computing companies to lower their carbon footprint …
has lead to pledges by major cloud computing companies to lower their carbon footprint …
Long-term carbon-efficient planning for geographically shiftable resources: A monte carlo tree search approach
The global climate challenge is demanding urgent actions for decarbonization, while electric
power systems take the major roles in the clean energy transition. Due to the existence of …
power systems take the major roles in the clean energy transition. Due to the existence of …
Beyond PUE: Flexible datacenters empowering the cloud to decarbonize
Traditional datacenter design and optimization for TCO and PUE is based on static views of
power grids as well as computational loads. Power grids exhibit increasingly variable price …
power grids as well as computational loads. Power grids exhibit increasingly variable price …
When green computing meets performance and resilience SLOs
This paper addresses the urgent need to transition to global net-zero carbon emissions by
2050 while retaining the ability to meet joint performance and resilience objectives. The …
2050 while retaining the ability to meet joint performance and resilience objectives. The …
Carbon Efficient Placement of Data Center Locations
Y Abdennadher, J Lindberg… - 2022 North American …, 2022 - ieeexplore.ieee.org
The demand for computing is projected to grow rapidly over the next decade. At the same
time, technology companies have pledged to reduce carbon emissions associated with the …
time, technology companies have pledged to reduce carbon emissions associated with the …
Carbon footprint and service coverage tradeoffs in geo-diverse sites
L Kong, Z Xu, Q Zhang, Y Wang - Future Generation Computer Systems, 2023 - Elsevier
Data centers are growing hulks on energy consumption, thus carbon emissions. It is critical
to maintain the services, ie, data intensive computing, while preserving the greenness in the …
to maintain the services, ie, data intensive computing, while preserving the greenness in the …