Published June 27, 2022 | Version v1
Conference paper Open

A Novel Approach to Distributed Model Aggregation Using Apache Kafka

  • 1. University of Pisa, Italy
  • 2. CNR-ISTI, Pisa, Italy

Description

Multi-Access Edge Computing (MEC) is attracting a lot of interest because it complements cloud-based approaches. Indeed, MEC is opening up in the direction of reducing both interaction delays and data sharing, called Cyber-Physical Systems (CPSs). In the near fu- ture, edge technologies will be a fundamental tool to better support time-dependent and data-intensive applications. In this context, this work explores existing and emerging platforms for MEC and human-centric applications, and proposes a suitable architecture that can be used in the context of autonomous vehicle systems.The proposed architecture will support scalable communication among sensing devices and edge/cloud computing platforms, as well as orchestrate services for computing, storage, and learning with the use of an Information-centric paradigm such as Apache Kafka

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Funding

TEACHING – A computing toolkit for building efficient autonomous applications leveraging humanistic intelligence 871385
European Commission