3GC: A Deadline-Aware and Energy-Efficient Resource Allocation Scheme for Serverless Edge Computing

  • Zouhir Bellal
  • , Laaziz Lahlou
  • , Nadjia Kara
  • , Timothy Murphy
  • , Tan Phat Nguyen

Research output: Contribution to Book/Report typesContribution to conference proceedingspeer-review

2 Citations (Scopus)

Abstract

To align with sustainability goals, such as Net Zero Emissions, serverless providers must incorporate energy considerations into their resource management models. In edge computing environments, where resources are scarce and latency requirements are stringent, serverless frameworks like OpenFaaS and OpenWhisk commonly rely on Kubernetes for function allocation on edge nodes. However, these frameworks often overlook energy consumption as a critical decision factor, which leads to increased energy costs and higher operational expenses (OPEX). To address this gap, we introduce Go-Green-Go-Cheap (3GC) approach-a deadline-aware and cost-effective resource allocation strategy tailored for serverless service providers to minimize energy and execution costs. 3GC enables real-time resource allocation and leverages the per-core Dynamic Voltage and Frequency Scaling (DVFS) feature to finely tune the balance between execution time and energy consumption. Our evaluation demonstrates that 3GC surpasses existing allocation techniques, achieving cost savings of 39.35% up to 69.43%, while consistently meeting function latency requirements.

Original languageEnglish
Title of host publication2025 IEEE 22nd Consumer Communications and Networking Conference, CCNC 2025
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9798331508050
DOIs
Publication statusPublished - 2025
Event22nd IEEE Consumer Communications and Networking Conference, CCNC 2025 - Las Vegas, United States
Duration: 10 Jan 202513 Jan 2025

Publication series

NameProceedings - IEEE Consumer Communications and Networking Conference, CCNC
ISSN (Print)2331-9860

Conference

Conference22nd IEEE Consumer Communications and Networking Conference, CCNC 2025
Country/TerritoryUnited States
CityLas Vegas
Period10/01/2513/01/25

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 13 - Climate Action
    SDG 13 Climate Action

!!!Keywords

  • DVFS
  • energy efficiency
  • resource allocation
  • serverless

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