船舶雷达航迹的前馈网络方法研究

L. Yonghong, Qiu Fuxiang, Yang Guangzhi
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摘要

本文提出了一种新颖的方法,利用前馈神经网络来解决船舶雷达跟踪中的平滑和实时预测问题,该方法能够处理任何类型的目标数据。除了动量因子外,在网络训练中还采用了不同的步骤。仿真结果表明,该预测跟踪误差收敛速度快,稳定跟踪精度足以满足船舶雷达数据处理的要求,特别是对于航速低于20 nm/h的船舶。该网络还能及时跟踪突然转向的目标。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Research on the feedforward network method of marine radar track
This paper presents a novel method to solve the problem of smoothing and prediction in real-time in marine radar tracking by means of a feedforward neural network, which is able to deal with any kind of target data. Varying steps are employed in the network training in addition to the momentum factor. Simulation results show that the predictive track error is rapidly convergent and the accuracy of stable tracking is good enough for marine radar data processing, especially for a ship with a speed below 2O nm/h. The network can also track the target in time which takes a sudden turn.
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