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首页> 外文期刊>Journal of Theoretical and Applied Information Technology >ANALYSIS AND MODIFICATION OF RICE GOLOMB CODING LOSSLESS COMPRESSION ALGORITHM FOR WIRELESS SENSOR NETWORKS
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ANALYSIS AND MODIFICATION OF RICE GOLOMB CODING LOSSLESS COMPRESSION ALGORITHM FOR WIRELESS SENSOR NETWORKS

机译:无线传感器网络的水稻谷粒编码无损压缩算法的分析与修改

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Wireless sensor networks (WSN) are network that are constructed using number of sensor nodes distributed and connected wirelessly to perform some specific applications. These networks are strictly restricted in the usage of energy as they use batteries with finite amount of power. This necessitates the need for data compression at each sensor node in a WSN so as to overcome the resource constraints of the network and increase its lifetime. Various functions carried out by each node are sensing, processing, communicating and storing the data, among which the communication consumes much energy than the other functions. Data compression is one technique that extends the network lifetime by reducing the energy consumed at each node during communication. The proposed work comprises of 5 different methods that suggests modification of lossless Rice Golomb Coding (RGC) compression algorithm with respect to the decision of tunable parameter based on preprocessing of the input data. Simulation results on various modifications of RGC using different datasets in MATLAB software is analyzed and compared with respect to root mean square error (RMSE) and saving percentage (SP). The modified lossless compression algorithm EMARGC_D with better saving percentage is applied and executed in real time using NI WSN nodes interfaced with LabVIEW.
机译:无线传感器网络(WSN)是使用多个无线分布并连接以执行某些特定应用程序的传感器节点构建的网络。这些网络使用的电池电量有限,因此在能源使用上受到严格限制。这需要在WSN中的每个传感器节点处进行数据压缩,以克服网络的资源限制并延长其寿命。每个节点执行的各种功能是传感,处理,通信和存储数据,其中通信比其他功能消耗更多的能量。数据压缩是一种通过减少通信过程中每个节点消耗的能量来延长网络寿命的技术。拟议的工作包括5种不同的方法,这些方法建议根据输入数据的预处理对可调参数的决策进行无损莱斯Golomb编码(RGC)压缩算法的修改。分析了在MATLAB软件中使用不同数据集对RGC进行的各种修改的模拟结果,并就均方根误差(RMSE)和节省百分比(SP)进行了比较。改进的无损压缩算法EMARGC_D使用与LabVIEW接口的NI WSN节点实时应用并执行。

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