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A Reference Architecture for Cloud–Edge Meta-Operating Systems Enabling Cross-Domain, Data-Intensive, ML-Assisted Applications: Architectural Overview and Key Concepts
Future data-intensive intelligent applications are required to traverse across the cloud-to-edge-to-IoT continuum, where cloud and edge resources elegantly coordinate, alongside sensor networks and data. However, current technical solutions can only partially handle the data outburst associated with...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9692311/ https://www.ncbi.nlm.nih.gov/pubmed/36433599 http://dx.doi.org/10.3390/s22229003 |
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author | Trakadas, Panagiotis Masip-Bruin, Xavi Facca, Federico M. Spantideas, Sotirios T. Giannopoulos, Anastasios E. Kapsalis, Nikolaos C. Martins, Rui Bosani, Enrica Ramon, Joan Prats, Raül González Ntroulias, George Lyridis, Dimitrios V. |
author_facet | Trakadas, Panagiotis Masip-Bruin, Xavi Facca, Federico M. Spantideas, Sotirios T. Giannopoulos, Anastasios E. Kapsalis, Nikolaos C. Martins, Rui Bosani, Enrica Ramon, Joan Prats, Raül González Ntroulias, George Lyridis, Dimitrios V. |
author_sort | Trakadas, Panagiotis |
collection | PubMed |
description | Future data-intensive intelligent applications are required to traverse across the cloud-to-edge-to-IoT continuum, where cloud and edge resources elegantly coordinate, alongside sensor networks and data. However, current technical solutions can only partially handle the data outburst associated with the IoT proliferation experienced in recent years, mainly due to their hierarchical architectures. In this context, this paper presents a reference architecture of a meta-operating system (RAMOS), targeted to enable a dynamic, distributed and trusted continuum which will be capable of facilitating the next-generation smart applications at the edge. RAMOS is domain-agnostic, capable of supporting heterogeneous devices in various network environments. Furthermore, the proposed architecture possesses the ability to place the data at the origin in a secure and trusted manner. Based on a layered structure, the building blocks of RAMOS are thoroughly described, and the interconnection and coordination between them is fully presented. Furthermore, illustration of how the proposed reference architecture and its characteristics could fit in potential key industrial and societal applications, which in the future will require more power at the edge, is provided in five practical scenarios, focusing on the distributed intelligence and privacy preservation principles promoted by RAMOS, as well as the concept of environmental footprint minimization. Finally, the business potential of an open edge ecosystem and the societal impacts of climate net neutrality are also illustrated. |
format | Online Article Text |
id | pubmed-9692311 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-96923112022-11-26 A Reference Architecture for Cloud–Edge Meta-Operating Systems Enabling Cross-Domain, Data-Intensive, ML-Assisted Applications: Architectural Overview and Key Concepts Trakadas, Panagiotis Masip-Bruin, Xavi Facca, Federico M. Spantideas, Sotirios T. Giannopoulos, Anastasios E. Kapsalis, Nikolaos C. Martins, Rui Bosani, Enrica Ramon, Joan Prats, Raül González Ntroulias, George Lyridis, Dimitrios V. Sensors (Basel) Article Future data-intensive intelligent applications are required to traverse across the cloud-to-edge-to-IoT continuum, where cloud and edge resources elegantly coordinate, alongside sensor networks and data. However, current technical solutions can only partially handle the data outburst associated with the IoT proliferation experienced in recent years, mainly due to their hierarchical architectures. In this context, this paper presents a reference architecture of a meta-operating system (RAMOS), targeted to enable a dynamic, distributed and trusted continuum which will be capable of facilitating the next-generation smart applications at the edge. RAMOS is domain-agnostic, capable of supporting heterogeneous devices in various network environments. Furthermore, the proposed architecture possesses the ability to place the data at the origin in a secure and trusted manner. Based on a layered structure, the building blocks of RAMOS are thoroughly described, and the interconnection and coordination between them is fully presented. Furthermore, illustration of how the proposed reference architecture and its characteristics could fit in potential key industrial and societal applications, which in the future will require more power at the edge, is provided in five practical scenarios, focusing on the distributed intelligence and privacy preservation principles promoted by RAMOS, as well as the concept of environmental footprint minimization. Finally, the business potential of an open edge ecosystem and the societal impacts of climate net neutrality are also illustrated. MDPI 2022-11-21 /pmc/articles/PMC9692311/ /pubmed/36433599 http://dx.doi.org/10.3390/s22229003 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Trakadas, Panagiotis Masip-Bruin, Xavi Facca, Federico M. Spantideas, Sotirios T. Giannopoulos, Anastasios E. Kapsalis, Nikolaos C. Martins, Rui Bosani, Enrica Ramon, Joan Prats, Raül González Ntroulias, George Lyridis, Dimitrios V. A Reference Architecture for Cloud–Edge Meta-Operating Systems Enabling Cross-Domain, Data-Intensive, ML-Assisted Applications: Architectural Overview and Key Concepts |
title | A Reference Architecture for Cloud–Edge Meta-Operating Systems Enabling Cross-Domain, Data-Intensive, ML-Assisted Applications: Architectural Overview and Key Concepts |
title_full | A Reference Architecture for Cloud–Edge Meta-Operating Systems Enabling Cross-Domain, Data-Intensive, ML-Assisted Applications: Architectural Overview and Key Concepts |
title_fullStr | A Reference Architecture for Cloud–Edge Meta-Operating Systems Enabling Cross-Domain, Data-Intensive, ML-Assisted Applications: Architectural Overview and Key Concepts |
title_full_unstemmed | A Reference Architecture for Cloud–Edge Meta-Operating Systems Enabling Cross-Domain, Data-Intensive, ML-Assisted Applications: Architectural Overview and Key Concepts |
title_short | A Reference Architecture for Cloud–Edge Meta-Operating Systems Enabling Cross-Domain, Data-Intensive, ML-Assisted Applications: Architectural Overview and Key Concepts |
title_sort | reference architecture for cloud–edge meta-operating systems enabling cross-domain, data-intensive, ml-assisted applications: architectural overview and key concepts |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9692311/ https://www.ncbi.nlm.nih.gov/pubmed/36433599 http://dx.doi.org/10.3390/s22229003 |
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