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Journal ArticleDOI

A Simple Algorithm for Data Compression in Wireless Sensor Networks

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TLDR
This Letter proposes a simple and efficient data compression algorithm particularly suited to be used on available commercial nodes of a WSN, where energy, memory and computational resources are very limited.
Abstract
Power saving is a critical issue in wireless sensor networks (WSNs) since sensor nodes are powered by batteries which cannot be generally changed or recharged. As radio communication is often the main cause of energy consumption, extension of sensor node lifetime is generally achieved by reducing transmissions/receptions of data, for instance through data compression. Exploiting the natural correlation that exists in data typically collected by WSNs and the principles of entropy compression, in this Letter we propose a simple and efficient data compression algorithm particularly suited to be used on available commercial nodes of a WSN, where energy, memory and computational resources are very limited. Some experimental results and comparisons with, to the best of our knowledge, the only lossless compression algorithm previously proposed in the literature to be embedded in sensor nodes and with two well- known compression algorithms are shown and discussed.

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Citations
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Journal ArticleDOI

Big Data Meet Green Challenges: Greening Big Data

TL;DR: This paper studies the relevance between big data and green metrics and proposes two new metrics, effective energy efficiency and effective resource efficiency in order to bring new views and potentials of green metrics for the future times of big data.
Journal ArticleDOI

An Ant Colony Optimization Approach for Maximizing the Lifetime of Heterogeneous Wireless Sensor Networks

TL;DR: An ACO-based approach that can maximize the lifetime of heterogeneous WSNs by finding the maximum number of disjoint connected covers that satisfy both sensing coverage and network connectivity is proposed.

Technologies and Architectures of the Internet-of-Things (IoT) for Health and Well-being

Zhibo Pang
TL;DR: The emerging technology breakthrough of the Internet-of-Things (IoT) is expected to offer promising solutions for food supply chain (FSC) and in-home healthcare (IHH), which may significantly improve the quality of life of consumers in the coming years.
Journal ArticleDOI

A survey on data compression techniques: From the perspective of data quality, coding schemes, data type and applications

TL;DR: Insight is gained to various open issues and research directions to explore the promising areas for future developments in data compression techniques and its applications.
Journal ArticleDOI

Enabling energy-efficient and lossy-aware data compression in wireless sensor networks by multi-objective evolutionary optimization

TL;DR: This work proposes an approach to perform lossy compression on single node based on a differential pulse code modulation scheme with quantization of the differences between consecutive samples, and discusses how this approach outperforms LTC, a lossy compressed algorithm purposely designed to be embedded in sensor nodes, in terms of compression rate and complexity.
References
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Proceedings ArticleDOI

Wireless sensor networks for habitat monitoring

TL;DR: An in-depth study of applying wireless sensor networks to real-world habitat monitoring and an instance of the architecture for monitoring seabird nesting environment and behavior is presented.
Book

JPEG: Still Image Data Compression Standard

TL;DR: This chapter discusses JPEG Syntax and Data Organization, the history of JPEG, and some of the aspects of the Human Visual Systems that make up JPEG.
Journal ArticleDOI

A Technique for High-Performance Data Compression

Welch
- 01 Jun 1984 - 
TL;DR: A new compression algorithm is introduced that is based on principles not found in existing commercial methods in that it dynamically adapts to the redundancy characteristics of the data being compressed, and serves to illustrate system problems inherent in using any compression scheme.
Journal ArticleDOI

In-network aggregation techniques for wireless sensor networks: a survey

TL;DR: A comprehensive review of the existing literature on techniques and protocols for in-network aggregation in wireless sensor networks is provided, and suitable criteria to classify existing solutions are defined.
Proceedings ArticleDOI

Data compression algorithms for energy-constrained devices in delay tolerant networks

TL;DR: This paper discusses the design issues involved with implementing, adapting, and customizing compression algorithms specifically geared for sensor nodes and shows how different amounts of compression can lead to energy savings on both the compressing node and throughout the network.
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