Document - A novel approach to distributed model aggregation using Apache Kafka

2022

Conference article Open Access

A novel approach to distributed model aggregation using Apache Kafka

Bano S., Carlini E., Cassarà P., Coppola M., Dazzi P., Gotta A.

Ubiquitous and mobile computing Computer systems organization Human-centered computing Network architectures

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

Source: FRAME '22 - 2nd Workshop on Flexible Resource and Application Management on the Edge, pp. 33–36, Minneapolis, Minnesota, USA, 27/06-01/07/2022

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@inproceedings{oai:it.cnr:prodotti:471811,
	title = {A novel approach to distributed model aggregation using Apache Kafka},
	author = {Bano S. and Carlini E. and Cassarà P. and Coppola M. and Dazzi P. and Gotta A.},
	doi = {10.1145/3526059.3533621},
	booktitle = {FRAME '22 - 2nd Workshop on Flexible Resource and Application Management on the Edge, pp. 33–36, Minneapolis, Minnesota, USA, 27/06-01/07/2022},
	year = {2022}
}