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DTSTAMP:20260422T000621Z
LOCATION:405-406-407
DTSTART;TZID=America/Denver:20231114T103000
DTEND;TZID=America/Denver:20231114T120000
UID:submissions.supercomputing.org_SC23_sess169@linklings.com
SUMMARY:Sustainable Computing
DESCRIPTION:GreenNFV: Energy-Efficient Network Function Virtualization wit
 h Service Level Agreement Constraints\n\nNetwork Function Virtualization (
 NFV) platforms consume significant energy, introducing high operational co
 sts in edge and data centers. This paper presents a novel framework called
  GreenNFV that optimizes resource usage for network function chains using 
 deep reinforcement learning. GreenNFV optimiz...\n\n\nMd S. Q. Zulkar Nine
  and Tevfik Kosar (University at Buffalo), Muhammed Fatih Bulut (IBM TJ Wa
 tson Research Center), and Jinho Hwang (Meta)\n---------------------\nTowa
 rd Sustainable HPC: Carbon Footprint Estimation and Environmental Implicat
 ions of HPC Systems\n\nThe rapid growth in demand for HPC systems has led 
 to a rise in carbon footprint, which requires urgent intervention. In this
  work, we present a comprehensive analysis of the carbon footprint of high
 -performance computing (HPC) systems, considering the carbon footprint dur
 ing both the hardware manuf...\n\n\nBaolin Li, Rohan Basu Roy, and Daniel 
 Wang (Northeastern University); Siddharth Samsi and Vijay Gadepally (Massa
 chusetts Institute of Technology (MIT), Lincoln Laboratory); and Devesh Ti
 wari (Northeastern University)\n---------------------\nClover: Toward Sust
 ainable AI with Carbon-Aware Machine Learning Inference Service\n\nThis pa
 per presents a solution to the challenge of mitigating carbon emissions fr
 om hosting large-scale machine learning (ML) inference services. ML infere
 nce is critical to modern technology products, but it is also a significan
 t contributor to carbon footprint. We introduce, Clover, a carbon-frien...
 \n\n\nBaolin Li (Northeastern University); Siddharth Samsi and Vijay Gadep
 ally (Massachusetts Institute of Technology (MIT), Lincoln Laboratory); an
 d Devesh Tiwari (Northeastern University)\n\nTag: Cloud Computing, Distrib
 uted Computing, Energy Efficiency, Green Computing, Programming Frameworks
  and System Software, State of the Practice, Sustainability\n\nRegistratio
 n Category: Tech Program Reg Pass\n\nSession Chair: Marco Aldinucci (Unive
 rsity of Torino, Italy; CINI HPC-KTT Laboratory)
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