首页> 外国专利> METHOD FOR CALCULATING ENERGY CONSUMPTION AMOUNT OF VEHICLE BY UTILIZING DEEP LEARNING TO IMPLEMENT CARBON EMISSIONS REDUCTION

METHOD FOR CALCULATING ENERGY CONSUMPTION AMOUNT OF VEHICLE BY UTILIZING DEEP LEARNING TO IMPLEMENT CARBON EMISSIONS REDUCTION

机译:利用深度学习实现减少碳排放量的汽车能耗计算方法

摘要

Disclosed is a method for calculating an energy consumption amount of a vehicle, in which: a data collecting device installed in a test vehicle that is actually running collects data by measuring, at every predetermined time interval, a speed of the test vehicle, an inclination angle of a road on which the test vehicle runs, and an actual energy consumption amount of the test vehicle; an artificial neural network server determines values of parameters applied to an artificial neural network when an output value, calculated by a learning process using the speed of the test vehicle and the inclination angle of the road on which the test vehicle runs as inputs of the artificial neural network, is within a predetermined error range as compared with the actual energy consumption amount of the test vehicle; and an artificial neural network energy consumption amount calculating device installed in a driving vehicle measures, at every predetermined time interval, a speed of the driving vehicle and an inclination angle of a road on which the driving vehicle runs, and calculates an energy consumption amount of the driving vehicle by using the speed of the driving vehicle and the inclination angle of the road on which the driving vehicle runs as inputs of the artificial neural network and by using the determined values of the parameters received from the artificial neural network server. A method for calculating an energy consumption amount of a vehicle, according to the present invention, can calculate the energy consumption amount of the vehicle more accurately and more flexibly by utilizing an artificial neural network, especially deep learning.
机译:公开了一种用于计算车辆的能量消耗量的方法,其中:安装在实际行驶的测试车辆中的数据收集装置通过在每个预定时间间隔测量测试车辆的速度,倾斜度来收集数据。试验车辆行驶的道路的角度以及试验车辆的实际能量消耗量;当通过使用测试车辆的速度和测试车辆在其上行驶的道路的倾角通过学习过程计算的输出值时,人工神经网络服务器确定应用于人工神经网络的参数的值。与测试车辆的实际能耗相比,神经网络在预定的误差范围内;安装在驾驶车辆中的人工神经网络能量消耗量计算装置以预定的时间间隔,对驾驶车辆的速度和行驶车辆的道路的倾斜角度进行测量,并计算出通过使用驾驶车辆的速度和驾驶车辆行驶的道路的倾斜角度作为人工神经网络的输入,以及通过使用从人工神经网络服务器接收的确定的参数值,来驾驶汽车。根据本发明的一种用于计算车辆的能量消耗量的方法,可以通过利用人工神经网络,尤其是深度学习来更准确和更灵活地计算车辆的能量消耗量。

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