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A Decentralized Positioning Method for Wireless Sensor Networks Based on Weighted Interpolation

机译:基于加权插值的无线传感器网络分散定位方法

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A decentralized sensor positioning algorithm is proposed using an adaptive weighted-interpolation method. The proposed method utilizes in-network processing among sensors to compute the location of the target, which is in contrast to most existing algorithms that rely on the joint processing of raw measurements from all sensors at a central server. Specifically, the target location is computed by taking the weighted average of the local estimates based on the sensors' reliability. The average is attained iteratively with each iteration being performed by a different sensor in the network. During each iteration, a sensor computes a new estimate of the target's location based on its own observation and the most recent update passed over by the sensor responsible for the previous iteration. The newest location estimate and the update process is circulated among the sensors in the close-vicinity of the target, similar to that of a token-ring topology. A message-passing protocol is proposed for the inter-sensor communication and is used to adaptively select the participating sensors as the target moves around the area. Energy and bandwidth efficiency is achieved since the system need not expend large amounts of resources in transmitting the raw data to the central server. Simulation results demonstrate the fast convergence of the iterative method and the effectiveness of the proposed positioning scheme compared to other methods.
机译:使用自适应加权插值方法提出分散的传感器定位算法。所提出的方法利用传感器之间的网络处理来计算目标的位置,这与大多数现有算法相反,这些算法与来自中央服务器处的所有传感器的RAW测量的联合处理相反。具体地,通过基于传感器的可靠性取得局部估计的加权平均值来计算目标位置。通过网络中的不同传感器执行的每次迭代来迭代地实现平均值。在每次迭代期间,传感器基于其自己的观察和由负责先前迭代的传感器传递的最新更新来计算目标位置的新估计。最新的位置估计和更新过程在目标附近的传感器中循环,类似于令牌环拓扑的近距离。为传感器间通信提出了一种消息传递协议,并且用于自适应地选择参与的传感器,因为目标在该区域周围移动。实现能量和带宽效率,因为系统不需要在将原始数据传输到中央服务器时的大量资源。模拟结果表明,与其他方法相比,迭代方法的快速收敛性和所提出的定位方案的有效性。

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