IEEE Communications Letters · 2014 · 66 citations · 11 references
Sensor NetworksEnergy ConsumptionDistributed Source CodingDevised AlgorithmEngineeringWireless Sensor SystemEnergy EfficiencyEdge ComputingWireless Sensor NetworksComputer EngineeringInternet Of ThingsComputer ScienceSensor ConnectivityData CompressionSignal ProcessingLossless CompressionEnergy-efficient Networking
Data compression is a useful technique in the deployments of resource-constrained wireless sensor networks (WSNs) for energy conservation. In this letter, we present a new lossless data compression algorithm in WSNs. Compared to existing WSN data compression algorithms, our proposed algorithm is not only efficient but also highly robust for diverse WSN data sets with very different characteristics. Using various real-world WSN data sets, we show that the proposed algorithm significantly outperforms existing popular lossless compression algorithms for WSNs such as LEC and S-LZW. The robustness of our algorithm has been demonstrated, and the insight is provided. The energy consumption of our devised algorithm is also analyzed.
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A Technique for High-Performance Data Compression
Deploying a wireless sensor network on an active volcano
G. Werner-Allen, Konrad Lorincz, Mario Ruiz et al. · IEEE Internet Computing · 2006 · 1.2K citations
Peter Eliaš · IEEE Transactions on Information Theory · 1955 · 447 citations
Distributed Source Coding, Engineering, Machine Learning +13
SensorScope: Out-of-the-Box Environmental Monitoring
Guillermo Barrenetxea, F. Ingelrest, Gunnar Schaefer et al. · 2008 · 272 citations · Full text