Evidence map›Paper›PMID 41981015›Full record

ArticleScientific reports2026

Wireless sensor network design with reliable and long network lifetime.

Esra Çelik, Muhammed Emre Keskin

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. 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

2 authors.

Esra ÇelikDepartment of Industrial Engineering, Faculty of Engineering, Ataturk University, Erzurum, Turkey. esraaclk64@gmail.com.
Muhammed Emre KeskinDepartment of Industrial Engineering, Faculty of Engineering, Ataturk University, Erzurum, Turkey.

Funding

the Atatürk University Scientific Research Projects Coordination Unit AU BAP-FDK-2023-11657
6 · The paper itself

Abstract

In Wireless Sensor Networks (WSNs), sensors transmit collected data to a sink using limited battery power. Deployment in remote or inaccessible areas often necessitates networks that remain operational for long periods. Since replacing batteries in numerous sensors is often unfeasible, extending network lifetime is a primary design goal. This is typically addressed by solving four key design problems: coverage, sink placement/routing, sensor activity scheduling, and data routing. These are usually studied individually, or rarely in combination. Network reliability is also crucial for protecting against attacks or failures, preventing coverage holes and data loss. Unlike most studies, this work addresses all four design problems and network reliability in an integrated manner. We propose strategies such as Single Copy (SC) for single-path data transmission, Double Copy (DC) for multi-copy transmission, and a Hybrid (H) strategy where copying occurs in sensors transmitting to central nodes. Tests under various scenarios reveal that the SC strategy is superior for network lifetime, while the DC strategy excels in reliability. The H strategy provides a balanced performance in both lifetime and reliability. Furthermore, to enable the H strategy to find solutions efficiently in large-scale scenarios, we apply a Lagrangian Heuristic (LH) approach. The Lagrangian subproblem is solved using a Dantzig-Wolfe column generation algorithm and a feasible solution is constructed from the Lagrangian subproblem solution at each step. The performance of this heuristic is demonstrated by comparing its results to those obtained with the Gurobi solver. The results show that the LH method provides higher network lifetime compared to Gurobi, especially for medium and large-scale networks.

Indexed as

Lagrangian relaxationMulti-copyNetwork lifetimeOptimization algorithmsReliabilityWireless sensor networks

Identifiers

PMID41981015
PMCPMC13083951

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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.