The invention relates to the technical field of wireless communication. The invention discloses a train wireless network time delay compensation control method, which comprises the following steps of: acquiring time delay data from a central control unit to a traction control unit to form a time delay sequence; processing the time delay sequence to obtain a residual error and a component value; constructing a time delay prediction model, and inputting the obtained residual and component values into the time delay prediction model to obtain a time delay prediction value at the next moment; the obtained time delay prediction value at the next moment is input into a train operation controller, and operation control over the train is achieved through the train operation controller; and constructing an evaluation index for evaluating the control performance of the train operation controller. According to the method, the collected time delay sequence with high complexity is decomposed into the sub-sequences with low complexity, the data complexity is reduced, the parameters of the LSSVM prediction model are optimized through the chaos particle swarm algorithm, the prediction accuracy is improved, the parameters required by the controller can be automatically optimized, and it is guaranteed that the control effect is optimal.
本发明涉及无线通信技术领域。一种列车无线网络时延补偿控制方法,包括以下步骤:采集中央控制单元到牵引控制单元间的时延数据形成时延序列;对时延序列进行处理得到残差和分量数值;构建时延预测模型,并将得到的残差和分量数值输入时延预测模型中,得到下一时刻时延预测值;将得到的下一时刻时延预测值输入列车运行控制器内,并通过列车运行控制器实现列车的运行控制;构建评价列车运行控制器控制性能的评价指标。本发明通过将采集到的复杂度高的时延序列分解成复杂度低的子序列,降低了数据的复杂度,通过混沌粒子群算法优化LSSVM预测模型的参数,提高了预测的准确性,能够自动寻优控制器所需的参数,保障了控制效果达到最优。
Train wireless network time delay compensation control method
一种列车无线网络时延补偿控制方法
2023-10-10
Patent
Electronic Resource
Chinese
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