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Abstract

Three-dimensional (3D) wireless sensor networks (WSNs) are gaining increasing significance in applications across complex environments, including underwater monitoring, mountainous terrains, and smart cities. Compared to two-dimensional (2D) WSNs, 3D WSNs introduce unique challenges in coverage, connectivity, map construction, and blind area detection. This paper provides a comprehensive survey of node deployment strategies in 3D WSNs. We summarize several key design aspects: sensing models, occlusion detection, coverage and connectivity, sensor mobility, signal and protocol effects, and simulation map construction. Deployment algorithms are categorized into six main types: classical algorithms, computational geometry algorithms, virtual force algorithms, evolutionary algorithms, swarm intelligence algorithms, and approximation algorithms. For each category, we review representative works, analyze their design principles, and evaluate their advantages and limitations. Comparative summaries are included to facilitate algorithm selection based on specific deployment requirements. Recent advancements in these strategies have led to significant improvements in network performance, with some algorithms achieving up to 12.5% lower cost and 30% higher coverage compared to earlier methods, and even reaching 100% coverage in certain cases. Thus, this survey aims to present the current research status and highlight practical improvements, offering a reference for understanding existing approaches and selecting appropriate algorithms for diverse deployment scenarios.

Details

1009240
Business indexing term
Title
A Survey of Three-Dimensional Wireless Sensor Networks Deployment Techniques
Author
Cao Tingting 1 ; Yang, Fan 1   VIAFID ORCID Logo  ; Fan Chensiyu 1 ; Han, Ru 2 ; Yang, Xing 3   VIAFID ORCID Logo  ; Shu Lei 2   VIAFID ORCID Logo 

 School of Electrical Engineering and Automation, Jiangsu Normal University, Xuzhou 221116, China; [email protected] (T.C.); [email protected] (C.F.) 
 School of Smart Agriculture (Artificial Intelligence), Nanjing Agricultural University, Nanjing 210031, China; [email protected] 
 College of Intelligent Manufacturing, Anhui Science and Technology University, Chuzhou 233100, China; [email protected] 
Volume
14
Issue
5
First page
94
Number of pages
43
Publication year
2025
Publication date
2025
Publisher
MDPI AG
Place of publication
Basel
Country of publication
Switzerland
e-ISSN
22242708
Source type
Scholarly Journal
Language of publication
English
Document type
Journal Article
Publication history
 
 
Online publication date
2025-09-24
Milestone dates
2025-08-09 (Received); 2025-09-22 (Accepted)
Publication history
 
 
   First posting date
24 Sep 2025
ProQuest document ID
3265913874
Document URL
https://www.proquest.com/scholarly-journals/survey-three-dimensional-wireless-sensor-networks/docview/3265913874/se-2?accountid=208611
Copyright
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Last updated
2026-01-20
Database
ProQuest One Academic