分布式序列检测用于在认知物联网中的合作频谱传感
Jun Wu1,2, Zhaoyang Qiu1, Mingyuan Dai1
1School of Communication Engineering, Hangzhou Dianzi University, Hangzhou 310018, China.
Sensors (Basel, Switzerland)
|January 26, 2024
概括
为了解决物联网 (IoT) 设备的频谱短缺问题,开发了一个协作频谱传感 (CSS) 框架. 这一框架优化了物联网设备的传感时间和决策成本,以有效地识别可用频谱,而不干扰主要用户.
科学领域:
- 无线通信无线通信
- 物联网 (IoT) 的物联网 (IoT) 的物联网.
- 频谱管理 频谱管理
背景情况:
- 由于物联网设备的普及,对无线频谱的需求不断增加.
- 频谱稀缺对物联网设备的连接和性能构成重大挑战.
- 现有的方法缺乏对物联网网络的高效频谱利用策略.
研究的目的:
- 为物联网设备引入一个协作频谱传感 (CSS) 框架.
- 解决频谱传感感知时间和决策成本的挑战.
- 为物联网设备优化频谱访问,同时避免对主要用户 (PU) 的干扰.
主要方法:
- 开发一个分布式认知物联网模型,使用顺序决策规则.
- 对物联网设备的传感时间和成本函数的定义.
- 在CSS中制定一个平均成本优化问题.
- 应用人对人优化 (PBPO) 和动态编程来解决最佳传感时间问题.
主要成果:
- 数字模拟验证了拟议框架的有效性.
- 该框架成功地将全球虚假报警和错误检测概率降到最低.
- 在各种观测成本和门中实现了最小的平均成本.
结论:
- 拟议的CSS框架为物联网环境中的频谱稀缺提供了有效的解决方案.
- 优化的传感策略可以降低物联网设备的运营成本.
- 该模型确保物联网设备可靠的频谱访问,而不会影响主要用户的通信.
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