The invention provides a freight train operation control method and device, electronic equipment and a storage medium, and relates to the technical field of rail transit, and the method comprises the steps: carrying out the coding processing of the initial state of the operation of a freight train, and obtaining a feature code corresponding to the initial state; inputting the feature code into a reinforcement learning model, and obtaining a target control level output by the reinforcement learning model; controlling the operation of the freight train based on the target control level; wherein the reinforcement learning model is constructed by taking minimization of operation energy consumption and coupler force of the freight train as a target. According to the method, the operation of the freight train is controlled by acquiring the target control level based on the reinforcement learning model, and the reinforcement learning model is constructed by taking the minimization of the operation energy consumption and the coupler force of the freight train as the target; the target control level obtained by the reinforcement learning model can reduce the operation energy consumption of the freight train on the premise that the operation safety of the freight train is ensured, and the transportation efficiency of the freight train is improved.
本发明提供一种货运列车运行控制方法、装置、电子设备及存储介质,涉及轨道交通技术领域,所述方法包括:对货运列车运行的初始状态进行编码处理,获取与初始状态相对应的特征编码;将特征编码输入强化学习模型,获取强化学习模型输出的目标控制级位;基于目标控制级位控制货运列车运行;其中,强化学习模型是以最小化货运列车的运行能耗和车钩力为目标构建的。本发明通过基于强化学习模型获取目标控制级位来控制货运列车运行,由于强化学习模型是以最小化货运列车的运行能耗和车钩力为目标构建的,则由强化学习模型得到的目标控制级位可以保证货运列车在运行安全的前提下降低货运列车的运行能耗,并提高货运列车的运输效率。
Freight train operation control method and device, electronic equipment and storage medium
货运列车运行控制方法、装置、电子设备及存储介质
2023-04-25
Patent
Elektronische Ressource
Chinesisch
IPC: | B61L Leiten des Eisenbahnverkehrs , GUIDING RAILWAY TRAFFIC |
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