| 神经网络在网络丢包预测中的应用 |
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| 引用本文： | 刘鑫.神经网络在网络丢包预测中的应用[J].渤海大学学报(自然科学版),2012,33(3):248-254. |
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| 作者姓名： | 刘鑫 |
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| 作者单位： | 渤海大学工学院,辽宁锦州,121013 |
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| 基金项目： | 国家自然科学基金(No:60974071) |
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| 摘 要： | 通过在网络控制系统中加入BP神经网络从而达到对网络丢包进行预测的目的,为进一步的丢包补偿做足准备.利用粒子群算法优化BP神经网络预测器.仿真结果表明：与BP神经网络相比,PSO-BP神经网络具有更好的网络丢包预测性能.
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| 关 键 词： | BP神经网络 数据丢包 网络控制系统 |
Application of neural network on predicting packet loss |
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| LIU Xin.Application of neural network on predicting packet loss[J].Journal of Bohai University:Natural Science Edition,2012,33(3):248-254. |
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| Authors: | LIU Xin |
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| Institution: | LIU Xin (College of Engineering,Bohai University,Jinzhou 121013,China) |
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| Abstract: | The purpose of the research is mainly to predict the packet loss through joining BP neural network on NCS,to prepare for the compensation of packet loss,and to use particle swarm algorithm to optimize the BP neural network predictor.The simulation results show that,compared with the BP neural network,PSO-BP neural network has better network packet loss prediction performance. |
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| Keywords: | BP neural network packet loss networked control system(NCS) |
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