2024 · 11 citations · 47 references
ComputingComputer EngineeringComputer SystemsCarbon ManagementSchedulingServerless ComputingCompute Resource ManagementCpu SchedulingEnergy-efficient DesignServerless ArchitectureServerless Platform ArchitectureWorkload SchedulingCarbon-aware SchedulingExecution EnvironmentFunction SchedulingHigh PerformanceParticle Swarm OptimizationScheduling In Serverless ComputingServerless Performance OptimizationServerless Scheduling
This work introduces ECOLIFE, the first carbon-aware serverless function scheduler to co-optimize carbon footprint and performance. ECOLIFE builds on the key insight of intelligently exploiting multi-generation hardware to achieve high performance and lower carbon footprint. ECOLIFE designs multiple novel extensions to Particle Swarm Optimization (PSO) in the context of serverless execution environment to achieve high performance while effectively reducing the carbon footprint.
47
Aligning artificial intelligence with climate change mitigation
Lynn H. Kaack, Priya L. Donti, Emma Strubell et al. · Nature Climate Change · 2022 · 461 citations · Full text
Greening geographical load balancing
Zhenhua Liu, Minghong Lin, Adam Wierman et al. · 2011 · 459 citations
The rise of serverless computing
Paul Castro, Vatche Ishakian, Vinod Muthusamy et al. · Communications of the ACM · 2019 · 336 citations