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An enhanced cooperative MAC protocol based on perceptron training

机译:基于感知器训练的增强型协作MAC协议

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Cooperation among wireless nodes at the medium access control (MAC) layer has attracted a lot of research attention in recent years. Most of existing cooperative MAC protocols focus on the scenarios with static helpers (relay nodes). However, when the helpers are moving around, the source node may choose a leaving helper with out-of-date information, which could cause performance deterioration. Hence, an optimal helper should not only support a high transmission rate but also have a low mobility. It can be a challenging problem to distinguish such an optimal helper when there are moving helpers of various mobility. In this paper, we extend the cooperative MAC protocol in [1] by means of perceptron training, referred to as PTCoopMAC. Making use of the handshaking messages in the original CoopMAC protocol, PTCoopMAC collects history data on the signal strength of overheard packets. Then, PTCoopMAC applies the perceptron training technique to obtain a weight vector to examine the stability of the helpers. Extending the CoopTable, PTCoopMAC selects the optimal helper depending on the achievable data rate as well as the prediction on whether a helper is reliable. The simulations results well demonstrate the throughput improvement of PTCoopMAC and its robustness to high mobility of helper nodes.
机译:近年来,在媒体访问控制(MAC)层的无线节点之间的合作吸引了许多研究关注。现有的大多数协作MAC协议都将重点放在具有静态助手(中继节点)的场景上。但是,当助手在四处移动时,源节点可能会选择带有过期信息的离开助手,这可能会导致性能下降。因此,最佳助手不仅应支持高传输速率,而且还应具有较低的移动性。当存在各种移动性的移动助手时,区分这样的最佳助手可能是一个具有挑战性的问题。在本文中,我们通过感知器训练(称为PTCoopMAC)扩展了[1]中的协作MAC协议。 PTCoopMAC利用原始CoopMAC协议中的握手消息,收集有关监听到的数据包的信号强度的历史数据。然后,PTCoopMAC应用感知器训练技术来获得权重向量,以检查辅助者的稳定性。通过扩展CoopTable,PTCoopMAC根据可达到的数据速率以及对辅助程序是否可靠的预测来选择最佳的辅助程序。仿真结果很好地证明了PTCoopMAC的吞吐量提高及其对辅助节点的高移动性的鲁棒性。

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