The information age has brought earth-shaking changes. For interconnection of all things, the data transmission has widely employed the Internet of Things (IoT). The IoT transmission faces complex environments. The secure data transmission is very important for mobile IoT networks. The secure data transmission quality prediction is investigated for mobile IoT networks. The probability of strictly positive secrecy capacity (SPSC) is used to evaluate the secure data transmission quality, and the expressions are first derived. Then, employing Elman network, a secure data transmission quality intelligent prediction approach is proposed. The extensive simulations are run to evaluate the proposed approach. The simulation results show that the Elman-based approach can achieve a higher quality precision than other methods. The Elman-based approach also can achieve a lower time complexity.

中文翻译：

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基于 Elman 的复杂物联网网络安全数据传输质量预测

信息时代带来了翻天覆地的变化。为了万物互联，数据传输广泛采用了物联网（IoT）。物联网传输面临复杂的环境。安全的数据传输对于移动物联网网络非常重要。研究了移动物联网网络的安全数据传输质量预测。使用严格正保密容量概率(SPSC)来评价安全数据传输质量，并首先推导出表达式。然后，利用Elman网络，提出了一种安全的数据传输质量智能预测方法。运行广泛的模拟来评估所提出的方法。仿真结果表明，与其他方法相比，基于 Elman 的方法可以获得更高的质量精度。