학술논문

Networking of Sensors With Fixed Transmission Ranges: Distributed Data Processing Over Graphs
Document Type
Periodical
Source
IEEE Networking Letters IEEE Netw. Lett. Networking Letters, IEEE. 5(2):76-80 Jun, 2023
Subject
Communication, Networking and Broadcast Technologies
Computing and Processing
Sensors
Wireless sensor networks
Mathematical models
Graphical models
Approximation algorithms
Sensor phenomena and characterization
Protocols
Sensor networks
data aggregation
energy efficiency
graphical framework
approximation algorithm
Language
ISSN
2576-3156
Abstract
In this letter, we address the data gathering problem in low-power wireless sensor networks (WSNs) with sensors of fixed transmission ranges. We model the NP-hard problem as an integer linear program that can be applied to networks of small sizes. Further, we propose a novel graphical model that apprehends the features of such networks, and design a polynomial-time approximation algorithm using the proposed graphical model for networks of large sizes. The performance is evaluated under data compaction strategies based on compressive sensing. Simulation results demonstrate the superior performance of the proposed method over its peer protocols.