Evidence map›Paper›PMID 42324285›Full record

ArticleScientific reports2026

An energy-trust balanced and attack-resilient cluster head election scheme for resource-constrained wireless sensor networks.

R Gopi, C Gunasundari, B Bazeer Ahamed, G Sathya, K B Bhaskar, T R Priyadharshini

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

6 authors.

R GopiFaculty of Computer Science and Engineering, Dhanalakshmi Srinivasan Engineering College, Perambalur, TamilNadu, 621 212, India. gopi.r@dsengg.ac.in.
C GunasundariSchool of Computing, SRM Institute of Science and Technology, Tiruchirapalli, TamilNadu, India.
B Bazeer AhamedDepartment of Information Technology, Faculty of Information Technology, University of Technology and Applied Sciences, Muladdah, PO Box 191, 314, Mussanah, Oman.
G SathyaFaculty of Computer Science and Engineering, Oxford Engineering College, Pirattiyur, Trichy, Tamil Nadu, 620009, India.
K B BhaskarFaculty of Electrical and Electronics Engineering, Adhi College of Engineering and Technology, Oragadam, Chennai, Tamil Nadu, 631606, India.
T R PriyadharshiniDepartment of Computer Science and Engineering, Dhanalakshmi Srinivasan College of Engineering, Coimbatore, Tamil Nadu, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Wireless Sensor Networks (WSNs) demand optimized Cluster Head (CH) election mechanisms to balance energy efficiency and communication security. Traditional protocols such as LEACH and ISSA rely on probabilistic, or metaheuristic approaches that do not fully integrate security metrics into CH selection, leading to increased vulnerability and uneven energy depletion. This paper proposes an Energy-Driven Cluster Head Secure Selection (ED-CHSS) algorithm that integrates residual-energy modeling, node trust-index evaluation, and lightweight symmetric cryptographic primitives for secure intra-cluster communication. The election process of CH is designed based on an optimization model of multiple parameters, including the residual energy ratio, communication cost and trust weight coefficient. CH candidacy probability is dynamically adapted by the node density and link stability. The simulation results show that ED-CHSS decreases average energy dissipation by 28-32%, increases network lifetime by about 38-42%, and increases the attack resistance of the network against selective forwarding and sinkhole attacks. The proposed model provides secure and energy balanced clustering for mission critical WSN deployments.

Indexed as

Cluster head selectionEnergy efficiencyNetwork performanceReal-time adaptabilitySecurity mechanismsWireless sensor networks

Identifiers

PMID42324285
PMCPMC13562678

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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.