Evidence map›Paper›PMID 41682316›Full record

ReviewSensors (Basel, Switzerland)2026

A Survey on the Computing Continuum and Meta-Operating Systems: Perspectives, Architectures, Outcomes, and Open Challenges.

Panagiotis K Gkonis, Anastasios Giannopoulos, Nikolaos Nomikos, Lambros Sarakis, Vasileios Nikolakakis, Gerasimos Patsourakis, Panagiotis Trakadas

Abstract readReview
In one paragraph

Review in Sensors (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Panagiotis K GkonisDepartment of Digital Industry Technologies, National and Kapodistrian University of Athens, Evripus Campus, 34400 Euboea, Greece.ORCID 0000-0001-8846-1044
Anastasios GiannopoulosDepartment of Ports Management and Shipping, National and Kapodistrian University of Athens, Evripus Campus, 34400 Euboea, Greece.ORCID 0000-0002-8602-7401
Nikolaos NomikosDepartment of Information and Communication Systems Engineering, University of the Aegean, 83200 Samos, Greece.ORCID 0000-0002-9210-9796
Lambros SarakisDepartment of Digital Industry Technologies, National and Kapodistrian University of Athens, Evripus Campus, 34400 Euboea, Greece.ORCID 0000-0002-3890-5476
Vasileios NikolakakisDepartment of Ports Management and Shipping, National and Kapodistrian University of Athens, Evripus Campus, 34400 Euboea, Greece.ORCID 0000-0002-6702-0124
Gerasimos PatsourakisDepartment of Ports Management and Shipping, National and Kapodistrian University of Athens, Evripus Campus, 34400 Euboea, Greece.
Panagiotis TrakadasDepartment of Ports Management and Shipping, National and Kapodistrian University of Athens, Evripus Campus, 34400 Euboea, Greece.ORCID 0000-0002-5146-5954

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The goal of the study presented in this work is to analyze all recent advances in the context of the computing continuum and meta-operating systems (meta-OSs). The term continuum includes a variety of diverse hardware and computing elements, as well as network protocols, ranging from lightweight Internet of Things (IoT) components to more complex edge or cloud servers. To this end, the rapid penetration of IoT technology in modern-era networks, along with associated applications, poses new challenges towards efficient application deployment over heterogeneous network infrastructures. These challenges involve, among others, the interconnection of a vast number of IoT devices and protocols, proper resource management, and threat protection and privacy preservation. Hence, unified access mechanisms, data management policies, and security protocols are required across the continuum to support the vision of seamless connectivity and diverse device integration. This task becomes even more important as discussions on sixth generation (6G) networks are already taking place, which they are envisaged to coexist with IoT applications. Therefore, in this work the most significant technological approaches to satisfy the aforementioned challenges and requirements are presented and analyzed. To this end, a proposed architectural approach is also presented and discussed, which takes into consideration all key players and components in the continuum. In the same context, indicative use cases and scenarios that are leveraged from a meta-OSs in the computing continuum are presented as well. Finally, open issues and related challenges are also discussed.

Indexed as

cloud continuumInternet of Thingsmachine learningMeta-Operating Systemssecurity and privacy

Identifiers

PMID41682316
PMCPMC12899337

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.