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Towards a Proactive Lightweight Serverless Edge Cloud for Internet-of-Things Applications

  • Ian Chin Wang
  • , Shixiong Qi
  • , Elizabeth Liri
  • , K. K. Ramakrishnan

Producción científica: Conference contributionrevisión exhaustiva

5 Citas (Scopus)

Resumen

Edge cloud solutions that bring the cloud closer to the sensors can be very useful to meet the low latency requirements of many Internet-of-Things (IoT) applications. However, IoT traffic can also be intermittent, so running applications constantly can be wasteful. Therefore, having a serverless edge cloud that is responsive and provides low-latency features is a very attractive option for a resource and cost-efficient IoT application environment.In this paper, we discuss the key components needed to support IoT traffic in the serverless edge cloud and identify the critical challenges that make it difficult to directly use existing serverless solutions such as Knative, for IoT applications. These include overhead from heavyweight components for managing the overall system and software adaptors for communication protocol translation used in off-the-shelf serverless platforms that are designed for large-scale centralized clouds. The latency imposed by 'cold start' is a further deterrent.To address these challenges we redesign several components of the Knative serverless framework. We use a streamlined protocol adaptor to leverage the MQTT IoT protocol in our serverless framework for IoT event processing. We also create a novel, event-driven proxy based on the extended Berkeley Packet Filter (eBPF), to replace the regular heavyweight Knative queue proxy. Our preliminary experimental results show that the event-driven proxy is a suitable replacement for the queue proxy in an IoT serverless environment and results in lower CPU usage and a higher request throughput.

Idioma originalEnglish
Título de la publicación alojada2021 IEEE International Conference on Networking, Architecture and Storage, NAS 2021 - Proceedings
ISBN (versión digital)9781728177441
DOI
EstadoPublished - 2021
Evento15th IEEE International Conference on Networking, Architecture and Storage, NAS 2021 - Riverside, United States
Duración: oct 24 2021oct 26 2021

Serie de la publicación

Nombre2021 IEEE International Conference on Networking, Architecture and Storage, NAS 2021 - Proceedings

Conference

Conference15th IEEE International Conference on Networking, Architecture and Storage, NAS 2021
País/TerritorioUnited States
CiudadRiverside
Período10/24/2110/26/21

Nota bibliográfica

Publisher Copyright:
© 2021 IEEE.

Financiación

ACKNOWLEDGMENTS We thank US National Science Foundation for their generous support through grants CNS-1619441 and CNS-1763929.

FinanciadoresNúmero del financiador
National Science Foundation Arctic Social Science ProgramCNS-1763929, CNS-1619441

    ASJC Scopus subject areas

    • Computer Networks and Communications
    • Hardware and Architecture
    • Information Systems
    • Information Systems and Management

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