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Adaptive-Compression Based Congestion Control Technique for Wireless Sensor Networks

机译:无线传感器网络中基于自适应压缩的拥塞控制技术

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摘要

Congestion in a wireless sensor network causes an increase in the amount of data loss and delays in data transmission. In this paper, we propose a new congestion control technique (ACT, Adaptive Compression-based congestion control Technique) based on an adaptive compression scheme for packet reduction in case of congestion. The compression techniques used in the ACT are Discrete Wavelet Transform (DWT), Adaptive Differential Pulse Code Modulation (ADPCM), and Run-Length Coding (RLC). The ACT first transforms the data from the time domain to the frequency domain, reduces the range of data by using ADPCM, and then reduces the number of packets with the help of RLC before transferring the data to the source node. It introduces the DWT for priority-based congestion control because the DWT classifies the data into four groups with different frequencies. The ACT assigns priorities to these data groups in an inverse proportion to the respective frequencies of the data groups and defines the quantization step size of ADPCM in an inverse proportion to the priorities. RLC generates a smaller number of packets for a data group with a low priority. In the relaying node, the ACT reduces the amount of packets by increasing the quantization step size of ADPCM in case of congestion. Moreover, in order to facilitate the back pressure, the queue is controlled adaptively according to the congestion state. We experimentally demonstrate that the ACT increases the network efficiency and guarantees fairness to sensor nodes, as compared with the existing methods. Moreover, it exhibits a very high ratio of the available data in the sink.
机译:无线传感器网络中的拥塞导致数据丢失量的增加和数据传输的延迟。在本文中,我们提出了一种新的拥塞控制技术(ACT,基于自适应压缩的拥塞控制技术),该技术基于自适应压缩方案,可以在拥塞情况下减少数据包。 ACT中使用的压缩技术是离散小波变换(DWT),自适应差分脉冲编码调制(ADPCM)和行程编码(RLC)。 ACT首先将数据从时域转换到频域,通过使用ADPCM缩小数据范围,然后在将数据传输到源节点之前借助RLC减少数据包的数量。它引入了DWT来进行基于优先级的拥塞控制,因为DWT将数据分为频率不同的四个组。 ACT以与数据组各自频率成反比的方式为这些数据组分配优先级,并以与优先级成反比例的方式定义ADPCM的量化步长。 RLC为低优先级的数据组生成较少数量的数据包。在中继节点中,ACT通过在拥塞情况下增加ADPCM的量化步长来减少数据包的数量。此外,为了促进背压,根据拥塞状态来自适应地控制队列。我们通过实验证明,与现有方法相比,ACT可提高网络效率并确保传感器节点的公平性。此外,它在接收器中展现出非常高的可用数据比率。

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