Evidence map›Paper›PMID 41829516›Full record

ArticleSensors (Basel, Switzerland)2026

PSO-Based Dynamic RSU Role Assignment Framework for Scalable and Reliable Content Delivery in VANETs.

Yongje Shin, Hyunseok Choi, Youngju Nam, Euisin Lee

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.

Yongje ShinSchool of Information and Communication Engineering, Chungbuk National University, Cheongju 28644, Republic of Korea.ORCID 0000-0001-7105-6026
Hyunseok ChoiDepartment of Computer Engineering, Seowon University, Cheongju 28674, Republic of Korea.ORCID 0000-0001-9410-7244
Youngju NamSchool of Software, Kunsan National University, Kunsan 54150, Republic of Korea.ORCID 0000-0003-3971-0715
Euisin LeeSchool of Information and Communication Engineering, Chungbuk National University, Cheongju 28644, Republic of Korea.ORCID 0000-0002-0422-0647

Funding

(Ministry of Science and ICT (MSIT) No. 2022R1A2C1010121
6 · The paper itself

Abstract

Vehicular Ad-hoc Networks (VANETs) must sustain heterogeneous real-time content services, yet static roadside-unit (RSU) roles lead to congestion, coverage voids, and inefficient content delivery under bursty, concurrent demand. To address this issue, we propose a PSO-Based dynamic RSU role assignment framework named PDRA that dynamically adapts roles, coverage, and replication of RSU to current network conditions. A telemetry-based suitability estimator aggregates location, link stability, resource availability, traffic load, and content sensitivity at each RSU and feeds a Particle Swarm Optimization routine that assigns RSUs to Leader/Helper/Inactive roles while enforcing spatial separation between Leaders. An adaptive sectoring mechanism then resizes each cluster RSU's communication scope-contracting under overload to protect local latency and expanding during slack to assist neighbors-thereby suppressing void areas and balancing service density. On top of the physical layer of RSUs, Leader RSUs cooperatively form a virtual Replication Layer that maintains global visibility of load and content locality to steer requests and replicate popular data near demand, reducing backhaul reliance. Finally, a load- and energy-aware reconfiguration policy orchestrates staged assist/offload, selective Helper activation, PSO-based Leader reassignment, and sleep scheduling for underutilized RSUs, preserving resilience and sustainability. NS-3 urban scenarios corroborate that PDRA improves packet delivery, lowers end-to-end delay, reduces backhaul traffic, and increases fairness over strong baselines. By jointly optimizing role assignment, coverage control, and replication, PDRA offers a scalable and robust solution for VANET content delivery under dynamic, multi-user conditions.

Indexed as

cluster RSUdynamic content replicationmulti-user content deliveryparticle swarm optimizationvehicular ad-hoc networks

Identifiers

PMID41829516
PMCPMC12987376

What OpenQuestion holds

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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 OpenQuestion graph.