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SIGNAL CONTROL APPARATUS AND SIGNAL CONTROL METHOD BASED ON REINFORCEMENT LEARNING

机译:基于钢筋学习的信号控制装置和信号控制方法

摘要

A signal control apparatus and a signal control method are presented. According to an embodiment disclosed in the present specification, the signal control apparatus controls traffic signals at intersections, on the basis of a reinforcement learning model, and comprises: a photographing unit that acquires a plurality of intersection images by respectively photographing a plurality of intersections; a storage unit that stores a program for signal control; at least one processor; and a control unit that, by executing the program, calculates control information that controls traffic lights at each of the plurality of intersections, by using the intersection images acquired by the photographing unit. The control unit may calculate, by using a plurality of agents based on a reinforcement learning model that has been trained by outputting, by using status information and rewards as input values, action information for controlling the traffic lights, the control information that controls the traffic lights at each of the plurality of intersections, on the basis of the action information calculated by the plurality of agents into which the status information calculated on the basis of the plurality of respective intersection images has been input.
机译:提出了一种信号控制装置和信号控制方法。根据本说明书中公开的实施例,信号控制装置基于增强学习模型控制交叉点处的业务信号,并且包括:通过分别拍摄多个交叉点来获取多个交叉图像的拍摄单元;存储信号控制程序的存储单元;至少一个处理器;并且,通过执行程序来计算通过使用由拍摄单元获取的交叉图像在多个交叉点中控制每个交叉点的业务灯的控制信息。通过使用多个基于通过输出的增强学习模型使用多个代理来计算通过使用状态信息和奖励作为输入值,用于控制业务灯的动作信息,控制流量的控制信息来计算。控制流量的控制信息基于由多个代理计算的动作信息,在已经输入了基于多个相应的交叉点计算的状态信息的多个代理来计算的来自多个代理的动作信息的灯。

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