DARTS: Distributed IoT Architecture for Real-Time, Resilient and AI-Compressed Workflows

Ragini Gupta, Bo Chen, Shengzhong Liu, Tianshi Wang, Sandeep Singh Sandha, Abel Souza, Klara Nahrstedt, Tarek Abdelzaher, Mani Srivastava, Prashant Shenoy, Jeffrey Smith, Maggie Wigness, Niranjan Suri

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

IoT (Internet of Things) sensor devices are becoming ubiquitous in diverse smart environments, including smart homes, smart cities, smart laboratories, and others. To handle their IoT sensor data, distributed edge-cloud infrastructures are emerging to capture, distribute, and analyze them and deliver important services and utilities to different communities. However, there are several challenges for these IoT-edge-cloud infrastructures to provide efficient and effective services to users: (1) how to deliver real-time distributed services under diverse IoT devices, including cameras, meteorological and other sensors; (2) how to provide robustness and resilience of distributed services within the IoT-edge-cloud infrastructures to withstand failures or attacks; (3) how to handle AI workloads are in an efficient manner under constrained network conditions. To address these challenges, we present DARTS, which is composed of different IoT, edge, cloud services addressing application portability, real-time robust data transfer and AI-driven capabilities. We benchmark and evaluate these services to showcase the practical deployment of DARTS catering to application-specific constraints.

Original languageEnglish (US)
Title of host publicationApPLIED 2022 - Proceedings of the 2022 Workshop on Advanced Tools, Programming Languages, and PLatforms for Implementing and Evaluating Algorithms for Distributed Systems
PublisherAssociation for Computing Machinery, Inc
Pages15-23
Number of pages9
ISBN (Electronic)9781450392808
DOIs
StatePublished - Jul 25 2022
Event2022 Workshop on Advanced Tools, Programming Languages, and PLatforms for Implementing and Evaluating Algorithms for Distributed Systems, ApPLIED 2022 - Salerno, Italy
Duration: Jul 25 2022 → …

Publication series

NameApPLIED 2022 - Proceedings of the 2022 Workshop on Advanced Tools, Programming Languages, and PLatforms for Implementing and Evaluating Algorithms for Distributed Systems

Conference

Conference2022 Workshop on Advanced Tools, Programming Languages, and PLatforms for Implementing and Evaluating Algorithms for Distributed Systems, ApPLIED 2022
Country/TerritoryItaly
CitySalerno
Period7/25/22 → …

Keywords

  • IoT
  • anomaly detection
  • computational offloading
  • distributed infrastructure
  • real-time data transfer
  • video compression

ASJC Scopus subject areas

  • Theoretical Computer Science
  • Artificial Intelligence
  • Computational Theory and Mathematics

Fingerprint

Dive into the research topics of 'DARTS: Distributed IoT Architecture for Real-Time, Resilient and AI-Compressed Workflows'. Together they form a unique fingerprint.

Cite this