Evidence map›Paper›PMID 41767185›Full record

ArticleData in brief2026

RFID-ExSim: A multi-scenario experimental dataset for collision timing, tag cloning, replay injection, and flooding stress in passive RFID systems.

Yasser Hmimou, Mohammed Boutlane, Mohamed Tabaa, Azeddine Khiat, Zineb Hidila

Abstract read
In one paragraph

Article in Data in brief, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

5 authors.

Yasser HmimouMultidisciplinary Laboratory of Research and Innovation (LPRI), Moroccan School of Engineering Sciences (EMSI), Casablanca 20250, Morocco.
Mohammed BoutlaneMultidisciplinary Laboratory of Research and Innovation (LPRI), Moroccan School of Engineering Sciences (EMSI), Casablanca 20250, Morocco.
Mohamed TabaaMultidisciplinary Laboratory of Research and Innovation (LPRI), Moroccan School of Engineering Sciences (EMSI), Casablanca 20250, Morocco.
Azeddine Khiat2IACS Laboratory, ENSET, Hassan II University of Casablanca, Casablanca 20360, Morocco.
Zineb HidilaMultidisciplinary Laboratory of Research and Innovation (LPRI), Moroccan School of Engineering Sciences (EMSI), Casablanca 20250, Morocco.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

RFID-ExSim is an experimental dataset designed for studying passive RFID systems under normal operating conditions and in adversarial attack scenarios. The dataset was collected in a controlled laboratory environment using two synchronized ESP32-based MFRC522 RFID readers interacting with twelve passive RFID tags. In total, >400,000 raw RFID read events were recorded and stored in a structured JSONL format with millisecond-level timestamp resolution. The dataset is structured around five well-defined acquisition scenarios: (i) basic single-reader operation, (ii) dual-reader collision interference, (iii) tag cloning at the UID level, (iv) replay and software injection attacks, and (v) high-throughput stress sessions simulating denial-of-service conditions. Each recorded event includes the reader ID, local tag ID, hashed UID, raw payload, scenario label, and physical acquisition parameters, including tag-to-reader distance and angular orientation. RFID-ExSim offers a reproducible and fully documented benchmark for analyzing RFID reliability, collision dynamics, identity cloning, replay behavior, and system robustness under high load conditions. The dataset is designed to support research in the areas of RFID security, physical layer analysis, anomaly detection, intrusion detection systems, and machine learning-based RFID authentication.

Indexed as

Collision timingFlooding stressIntrusion detectionIoT authenticationReplay injectionRFID security datasetUID cloning

Identifiers

PMID41767185
PMCPMC12936520

What OpenQuestion holds

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LicenceCC BY
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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 OpenQuestion graph.