JOURNAL ARTICLE

ENERGY-EFFICIENT DATA COLLECTION IN CLUSTERED WIRELESS SENSOR NETWORKS EMPLOYING DISTRIBUTED DCT

Minh Tuấn NguyễnK.A. Teague

Year: 2016 Journal:   arXiv (Cornell University)   Publisher: Cornell University

Abstract

In this paper, a energy-efficient data collection method is proposed in which an integration between Discrete Cosine Transform (DCT) matrix and clustering in wireless sensor networks (WSNs) is exploited.Based on the fact that sensory data in WSNs is often highly correlated and is suitable to be transformed in DCT domain, we propose that each cluster from the networks only sends a small number of large DCT transformed coefficients to the base-station (BS) for data collection in two common ways, either directly or in multi-hop routing. All sensory data from the sensor network can be recovered based on the large coefficients received at the BS. We further analyze and formulate the communication cost as the power consumption for transmitting data in such networks based on stochastic problems. Some common clustering algorithms are applied and compared to verify the analysis and simulation results. Both noise and noiseless environments for the proposed method are considered.

Keywords:
Discrete cosine transform Wireless sensor network Cluster analysis Computer science Base station Data collection Energy consumption Real-time computing Computer network Mathematics Engineering Artificial intelligence

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Topics

Energy Efficient Wireless Sensor Networks
Physical Sciences →  Computer Science →  Computer Networks and Communications
Advanced Fiber Optic Sensors
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Semiconductor Lasers and Optical Devices
Physical Sciences →  Engineering →  Electrical and Electronic Engineering

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