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Fast Localization With Unknown Transmit Power and Path-Loss Exponent in WSNs Based on RSS Measurements

机译:基于RSS测量的WSN中未知的发射功率和路径损耗指数的快速定位

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摘要

Unlike most studies assuming exact knowledge of the transmit power and path-loss exponent, we address the localization problem under a more practical assumption that the exact values of the transmit power and/or path-loss exponent are unavailable. We propose an algorithm based on the differential evolution, opposition based learning, and adaptive redirection that jointly estimates the position of the target node and the parameters. Results from simulation and indoor experiments show that the proposed algorithm provides higher localization accuracy and requires less computational time than conventional algorithms especially when the exact values of the transmit power and path-loss exponent are unavailable simultaneously.
机译:与假设关于传输权力和路径损失指数的确切知识的大多数研究不同,我们在更实际的假设下解决定位问题,即发射功率和/或路径丢失指数的确切值不可用。我们提出了一种基于差分演进,相反的基于学习的算法,以及共同估计目标节点和参数的位置的自适应重定向。仿真和室内实验的结果表明,该算法提供了更高的定位精度,并且需要比传统算法更少的计算时间,特别是当发送功率和路径损耗指数的确切值同时不可用时。

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