(EN) The invention relates to a method and a device for ascertaining control parameters in a computer-assisted manner for advantageously handling a technical system. A starting state (AZ) and the surroundings (UM) of the technical system (TS) are detected using at least one sensor (101), and a physical simulation model (SIM) of the technical system is generated using same. On the basis of the startingstate (AZ), different combinations of handling steps of the technical system (TS) are simulated with respect to a specified target state (ZZ) using the simulation model (SIM), wherein control parameters of the technical system for carrying out the handling steps are varied. The simulation data is used to train a machine learning routine by means of an evaluation of each handling step, and the trained machine learning routine is used to ascertain an optimized combination of handling steps. The control parameters of the optimized combination of handling steps are output in order to control the technical system (TS).
(ZH) 本发明涉及用于计算机辅助地确定用于适宜操作技术系统的调节参数的方法和设备。借助至少一个传感器(101)检测(1)技术系统(TS)的初始状态(AZ)和环境(UM)并且因此创建技术系统(TS)的物理仿真模型(SIM)。借助仿真模型(SIM)并且从初始状态(AZ)出发并且参考规定的目标状态(ZZ),仿真技术系统(TS)的操作步骤的不同组合,其中改变技术系统的用于实施操作步骤的调节参数。借助仿真数据并且借助对相应操作步骤的评定来训练机器学习例程并且利用经训练的机器学习例程确定操作步骤的优化组合。输出操作步骤的优化组合的调节参数来控制技术系统(TS)。