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基于WOA-LSTM的窄带通信网网络时延预测算法 被引量:5
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作者 苏鹏飞 徐松毅 于晓磊 《河北工业科技》 CAS 2022年第1期9-15,共7页
为了给窄带通信网的链路选择及协议的智能切换提供实时参考,设计了一种基于鲸鱼优化算法(WOA)和长短期记忆神经网络(LSTM)的窄带通信网网络时延预测算法。首先对实测数据样本进行标准化处理,以LSTM神经网络算法的均方根误差函数的倒数... 为了给窄带通信网的链路选择及协议的智能切换提供实时参考,设计了一种基于鲸鱼优化算法(WOA)和长短期记忆神经网络(LSTM)的窄带通信网网络时延预测算法。首先对实测数据样本进行标准化处理,以LSTM神经网络算法的均方根误差函数的倒数作为适应度函数;其次采用鲸鱼优化算法对LSTM神经网络的学习率、隐含层神经元个数进行优化,最后将全局最优解输出作为LSTM神经网络的初始参数对样本进行训练预测。结果表明,基于WOA-LSTM的网络时延预测算法预测精度相较于LSTM神经网络算法和BP神经网络算法分别提高了14.87%和78.89%,WOA-LSTM达到收敛时迭代次数相较于LSTM神经网络算法减少了11.11%。所提算法新颖可靠,可更准确地进行网络时延预测,为窄带通信网网络的智能化与自动化升级提供数据支持。 展开更多
关键词 计算机神经网络 鲸鱼优化算法 LSTM神经网络 窄带通信网 网络时延预测
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基于无线窄带数据通信网的配电自动化系统 被引量:8
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作者 唐良瑞 孙富华 许俊现 《中国电力》 CSCD 北大核心 2004年第3期91-94,共4页
配电自动化系统的实现需要借助有效可靠的通信手段,将控制中心的控制命令准确地传送到远方终端,并将远方终端采集的实时数据收集传回控制中心。针对目前配电自动化通信系统中存在的缺点,提出利用Mobitex无线窄带数据通信网建立电力系统... 配电自动化系统的实现需要借助有效可靠的通信手段,将控制中心的控制命令准确地传送到远方终端,并将远方终端采集的实时数据收集传回控制中心。针对目前配电自动化通信系统中存在的缺点,提出利用Mobitex无线窄带数据通信网建立电力系统窄带专网,实现电力系统内部无线数据通信,大幅度地提高了配电自动化水平、安全性和可靠性。 展开更多
关键词 配电自动化系统 无线数据通信网 配电网 电力系统
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Modelling of Impedance Matching Circuit with Digital Capacitor in Narrowband Power Line Communication
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作者 Chin Pin Rui Nader Nassif Barsoum +1 位作者 Arthur Wong Kok Ming Wong Kiing Ing 《Journal of Energy and Power Engineering》 2014年第1期201-207,共7页
Power line communication technology is used in various applications, from high voltage network to the low voltage network, as it is the only wired communication technology that is comparable with wireless communicatio... Power line communication technology is used in various applications, from high voltage network to the low voltage network, as it is the only wired communication technology that is comparable with wireless communication network. It works by injecting a modulated carrier wave into the electric cables from one transceiver to another. But still, the noise level and impedance mismatch are still the main concern of this technology, particularly in the low voltage network in residential area. Power line has additive non-white noise and extremely harsh environment for communication. At the same time, there is signal attenuation along the power line caused by the impedance mismatch in the power line network. Even though these problems can be controlled using a band-pass filter and an impedance matching circuit respectively, but the impedances in the power line are time and location variant and it is rather difficult to design a circuit that allows maximum power transfer in the system all the time. Thus in this paper, a new adaptive impedance matching circuits is proposed for narrowband power line communication. This methodology is derived based on the RLC band-pass filter circuit. This concept is designed to achieve simpler configuration and higher matching resolution. 展开更多
关键词 Impedance matching band-pass filter binary systems digital capacitor narrowband power line communication.
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