Evidence map›Paper›PMID 42515433›Full record

ArticleSensors (Basel, Switzerland)2026

A Multi-Agent-Based Approach for Semantic Conformance and Interoperability Testing in IoV Environments.

Widad Zerzzari, Lalla Amina Charaf, Salma Azzouzi, My El Hassan Charaf

Abstract read
In one paragraph

Article 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

4 authors.

Widad ZerzzariLaboratory of Research in Informatics, Faculty of Sciences, Ibn Tofail University, Kenitra 14000, Morocco.ORCID 0009-0002-6407-2591
Lalla Amina CharafLaboratory of Research in Informatics, Faculty of Sciences, Ibn Tofail University, Kenitra 14000, Morocco.
Salma AzzouziLaboratory of Research in Informatics, Faculty of Sciences, Ibn Tofail University, Kenitra 14000, Morocco.
My El Hassan CharafLaboratory of Research in Informatics, Faculty of Sciences, Ibn Tofail University, Kenitra 14000, Morocco.ORCID 0000-0002-0388-461X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

As part of a successful IoV implementation, testing of IoV-based systems is essential for detecting errors related to device availability, communication reliability, quality of service, and system security. However, this remains a challenge due to the dynamic nature of IoV susceptibility to failures, heterogeneity, and large data streams associated with remotely distributed IoV system components. This paper proposes an intelligent agent-based architecture with a special focus on semantic interoperability testing in order to ensure better interaction and coherence between the various components of the IoV-based system. As a proof of concept, the proposed architecture is implemented in the NetLogo (v6.4.0) multi-agent environment and applied to a case study that detects semantic interoperability issues at both the data and query levels.

Indexed as

internet of vehiclesinteroperability testingmulti-agent systemsontologysemantic interoperability

Identifiers

PMID42515433
PMCPMC13417608

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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 OpenQuestion graph.