Feedback-based cooperative primary channel activity estimation for dynamic spectrum access

Wenbo Wang, Andres Kwasinski
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引用次数: 3

Abstract

In dynamic spectrum access networks, spectrum sensing plays a key role in determining the reliability and efficiency of opportunistic spectrum utilization. However, when treating the transmission over a licensed bandwidth as a black box, most energy detection-based sensing methods lack the ability of adapting the sensor to the changes in channel condition. This paper introduces a feedback mechanism into the cooperative sensing framework for estimating the channel SNR and adapting the detector's parameters. The feedback mechanism provides information to local nodes that is used to dynamically control the decision threshold and maintain a stable performance level when channel condition changes. In this framework, the problem of balancing the channel detection opportunity and the interference risk is formulated by an optimization procedure based on a proposed weighted cost function. A queuing model of the primary user activity is employed to predict the channel state and assist grouping the detection samples for estimating the channel characteristics. Such an estimation mechanism requires no complex design and little a priori knowledge of the primary network. Simulation results show that the cooperative scheme improve performance from local decisions and that the introduction of a feedback mechanism results in a notable performance improvement over all schemes.
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基于反馈的动态频谱接入合作主信道活动估计
在动态频谱接入网络中,频谱感知对机会频谱利用的可靠性和效率起着关键作用。然而,当将许可带宽上的传输视为黑匣子时,大多数基于能量检测的传感方法缺乏使传感器适应信道条件变化的能力。本文将反馈机制引入到协同感知框架中,用于估计信道信噪比和自适应检测器参数。反馈机制向本地节点提供信息,用于在信道条件发生变化时动态控制决策阈值并保持稳定的性能水平。在该框架中,通过基于加权代价函数的优化过程来平衡信道检测机会和干扰风险问题。使用主用户活动的排队模型来预测通道状态,并协助对检测样本进行分组以估计通道特征。这种估计机制不需要复杂的设计,也不需要对主网络有多少先验知识。仿真结果表明,协作方案从局部决策的角度提高了性能,并且引入了反馈机制,使得所有方案的性能都有了显著的提高。
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