Low-overhead image compression in WMSN for post disaster situation analysis

Rajib Banerjee, S. Bit
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引用次数: 8

Abstract

Due to inherent limitations in terms of processing power, storage, and bandwidth, data processing is a challenge in wireless multimedia sensor network (WMSN). Transmitting raw data is very costly while limited processing power of the sensor nodes prevents sophisticated multimedia processing. Exploring low-overhead data compression technique is a solution towards this problem. In this work we propose an energy saving image compression technique for WMSN by partial discrete cosine transform (PDCT) considering the application of post-disaster situation analysis through image capturing of the affected area. Here the DCT coefficients of only the last two rows of macroblock of the sensory image are propagated thereby saves energy by transmitting reduced number of bits. Also an existing tree based routing scheme is modified to employ in-network aggregation at merging nodes along the tree saving energy further. Finally the design feasibility along with simulation results including statistical analysis is presented to evaluate efficacy of the scheme in terms of two conflicting parameters viz. energy consumption and peak signal to noise ratio (PSNR). The comparative results confirm our scheme's supremacy in WMSN application domain over existing methods.
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用于灾后形势分析的低开销WMSN图像压缩
由于在处理能力、存储和带宽方面的固有限制,数据处理是无线多媒体传感器网络(WMSN)中的一个挑战。传输原始数据非常昂贵,而传感器节点的处理能力有限,无法进行复杂的多媒体处理。探索低开销的数据压缩技术是解决这一问题的一种方法。本文提出了一种基于局部离散余弦变换(PDCT)的WMSN节能图像压缩技术,该技术通过对受灾地区的图像采集进行灾后情况分析。在这里,仅传播感官图像宏块的最后两行的DCT系数,从而通过传输减少的比特数来节省能量。改进了现有的基于树的路由方案,在沿树合并节点处采用网内聚合,进一步节约了能源。最后给出了设计可行性和仿真结果,包括统计分析,从能耗和峰值信噪比两个相互冲突的参数来评估方案的有效性。对比结果证实了该方案在WMSN应用领域的优越性。
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