Evidence map›Paper›PMID 41978057›Full record

ReviewSensors (Basel, Switzerland)2026

LEACH Protocol Evolution in WSN: A Review of Energy Consumption Optimization and Security Reinforcement.

Aijia Chu, Tianning Zhang, Chengyi Wang

Abstract readReview
In one paragraph

Review in Sensors (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

3 authors.

Aijia ChuCollege of Science, Jiangsu University of Science and Technology, Zhenjiang 212100, China.ORCID 0009-0005-0526-7278
Tianning ZhangCollege of Computer Science, Jiangsu University of Science and Technology, Zhenjiang 212100, China.ORCID 0009-0003-3337-7357
Chengyi WangCollege of Science, Jiangsu University of Science and Technology, Zhenjiang 212100, China.ORCID 0009-0008-9254-6233

Funding

the Jiangsu Province Science & Technology Deputy General Manager Project FZ20250055the Jiangsu Provincial Industry-University-Research Cooperation Project BY20250246the Natural Science Research of Jiangsu Higher Education Institutions of China 25KJB520009the Shuangchuang Program of Jiangsu Province JSSCBS0617
6 · The paper itself

Abstract

As a foundational protocol in wireless sensor networks (WSNs), LEACH has long contended with the dual challenges of energy load balancing and security defense. To clarify the protocol's evolutionary trajectory within the modern IoT context, this paper presents a systematic review and restructuring of LEACH's optimization mechanisms. The core contributions of this study are threefold: First, it establishes a taxonomy for energy optimization in LEACH. It provides an in-depth analysis of how intelligent algorithms-such as fuzzy logic and meta-heuristics-reshape cluster head election and data transmission paths in heterogeneous network environments, thereby resolving the inherent blindness of traditional mechanisms. Second, it elucidates the evolutionary patterns of LEACH security mechanisms. The paper details the transition of defense strategies from early static encryption and authentication to dynamic countermeasure mechanisms, offering a clear framework for understanding the protocol's defensive boundaries. Finally, addressing the bottleneck where high security levels often incur high energy costs, the paper explores the feasibility of incorporating zero-trust architecture (ZTA) into WSNs within the future outlook section. This discussion aims to provide a new theoretical perspective for future research on balancing enhanced defense capabilities with energy efficiency.

Indexed as

energy consumption optimizationLEACH protocolsecurity enhancementwireless sensor network

Identifiers

PMID41978057
PMCPMC13075257

What OpenQuestion holds

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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.