一种高效的相干分布式源DOA跟踪算法

Yinghua Han, Jinkuan Wang, Qiang Zhao, Jing Gao
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引用次数: 4

摘要

在无线通信环境中,由于多径衰落引起的时变信道和角扩展以及移动设备的移动性,降低了传统的DOA(到达方向)跟踪算法的性能。本文提出了一种基于支持向量回归方法的相干分布源DOA跟踪方案。利用一组支持向量机逼近阵列输出与未知平面波doa之间的映射关系。在考虑小样本集的情况下,给出了几个数值结果来验证所提出的方法。
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An efficient DOA tracking algorithm for coherently distributed source
In wireless communication environment, the time-varying channel and angular spread caused by multipath fading and the mobility of mobile degrade the performance of conventional direction of arrival (DOA) tracing algorithm. In this paper, we present a DOA tracking scheme for coherently distributed source based on support vector regression method. The mapping among the outputs of the array and the DOAs of unknown plane waves is approximated by means of a family of support vector machines. Several numerical results are provided for the validation of the proposed approach while considering a small sample set.
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