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对于压缩传感的集中合作方案的性能分析
1Department of Engineering, University of Perugia, 06125 Perugia, Italy.
Sensors (Basel, Switzerland)
|January 26, 2024
概括
这项研究分析了使用压缩测量的集中频谱传感. 它为合作传感提供了准确的性能计算,特别是在使用少数传感器或样本时.
科学领域:
- 无线通信无线通信
- 信号处理 信号处理
- 频谱传感 频谱传感
背景情况:
- 集中式频谱传感依赖于聚变中心来检测许可信号.
- 压缩传感为频谱传感提供了高效的数据采集.
- 合作传感通过结合单个传感器数据来提高检测准确性.
研究的目的:
- 通过使用压缩测量进行集中频谱传感的性能分析.
- 为了获得关键性能参数的简化闭式表达式.
- 在低传感器数量和样本大小条件下评估性能.
主要方法:
- 合作传感框架,由未经许可的用户进行个人压缩传感.
- 对各种合作方案的分析:and-rule,or-rule,多数投票,软等效组合 (EGC).
- 使用精确的近似测试统计数据的能量探测器在传感器和融合中心.
主要成果:
- 对于所需的传感器,样品,压缩比和SNR的简化闭式表达式.
- 精确的性能计算低传感器数量和样本大小,超过基于CLT的方法.
- 降低了用于自动计算传感器和融合中心性能的复杂性.
结论:
- 拟议的分析为压缩集中式频谱传感提供了准确和高效的性能评估.
- 衍生的表达式对于资源有限的场景特别有价值.
- 这项工作促进了认知无线电系统的优化设计和部署.
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