The controller communicable with a second controller include circuitry configured to: execute a processing to operate a first machine in collaboration with a second machine controlled by the second controller in a real space; modify the processing in response to determining that, instead of controlling the second machine, the second controller controls a virtual second machine that simulates operations of the second machine in a virtual space; and execute the modified processing to operate the first machine in the real space in collaboration with the virtual second machine that operates in the virtual space.

The present disclosure is intended to provide a technique which enables a direct visual comparison between a computationally-machined surface profile determined based on motor position information and a machined surface profile obtained by actual measurement of a machined surface. A display unit includes: a motor position information acquirer that acquires motor position information including at least one of a command position or a real position of a motor; a machine information acquirer that acquires machine information including a drive shaft configuration, a tool geometry, and a shape of an unmachined workpiece; a machined surface profile simulator that performs a simulation of machining a workpiece based on a machining program, and determines a computationally-machined surface profile of the workpiece simulated to be machined, based on the motor position information and the machine information; a machined surface profile measurer that measures a machined surface profile of a machined workpiece that has actually been machined based on the machining program; and a machined surface profile display that displays the computationally-machined surface profile determined by the machined surface profile simulator, in parallel with the machined surface profile measured by the machined surface profile measurer.

A method for operating a numerical controlled machine comprising receiving a sequence of control commands which, when executed by a numerical controlled machine, cause the numerical controlled machine to machine a workpiece to obtain a predetermined workpiece geometry, wherein the sequence of control commands includes while machining the workpiece based on the received sequence of control commands measuring a value of a first interaction parameter for a first position of the tool, comparing a measured value of the first interaction parameter for the first position of the tool with the simulated value of the first interaction parameter for the first position of the tool, and determining an adapted value of the second interaction parameter for a following position of the tool based on a result of the comparison.

A method for automatically adapting an adaptable process parameter of a tooling machine, the tooling machine being part of a first or second manufacturing process for physically processing input work pieces into output work pieces. According to the method, at least one geometric feature of an output work piece is measured by a coordinate measuring machine, the geometric feature being a direct or indirect result of the processing with the tool. The measurement result is together with nominal measurement data of the geometric feature fed into a deterministic digital simulation of at least a part of the manufacturing process with a digital model such as a digital twin of the tooling machine and modelled process parameters, therein the adaptable process parameter of the tooling machine, simulating at least a deterministic behavior of the tooling machine relevant for an operation of its tool.

A method and a device for simulating a machining process of a workpiece on an NC-controlled machine tool by means of a self-learning artificial neural network. Process parameters both from a machining process on a real machine tool located in a manufacturing section and a digital machine model implemented in a simulation section are provided to the artificial neural network to learn the behavior of the machine tool including the tools and workpieces used and are reformatted into input parameters by means of mathematical transformation. By learning the behavior of the machining process, the artificial neural network ca, send output files back to the simulation software of the simulation section and optimally adapt the behavior of the digital machine model to the conditions of the real machine tool by adapting the simulation parameters and make it more efficient in order to optimize the machining process on the machine tool.

A method and an apparatus for determining a product manufacturing program, a device and a storage medium are provided. According to an information identifier configured for describing target key information of the product manufacturing requirement of the target user, a first product manufacturing program with the same information identifier as the target key information is determined from a product manufacturing program library; an operating parameter of a product manufacturing device when manufacturing the target product is input into the first product manufacturing program to simulate manufacturing of the target product, to obtain a first product parameter of a first product obtained, and the first product parameter is compared with a standard product parameter to obtain a first comparison result; when the first product parameter is same as the standard product parameter, the first product manufacturing program is determined as a first target product manufacturing program.

A machining control device for a machine tool reads a machining program for each predetermined reading unit, controls a machining operation of a machine tool based on the read machining program, performs a machining simulation by sequentially reading out the read machining program, and discriminates a buffer state based on the result of the machining simulation. If insufficient buffering is discriminated in the control of the machining operation, control is performed to stop machining on a non-machining path short of the position of occurrence of the insufficient buffering.

Provided are a computer system, and a method and a program for operation verification that easily know the operation of a machine tool more exactly. The computer system acquires operating data while a machine tool operates for a predetermined time, generates computer graphics virtually showing that the machine tool operates for the predetermined time from the acquired data, acquires an image of the machine tool that has taken for the predetermined time, and compares the image with the computer graphics for the predetermined time. The computer system also notifies the abnormality if an abnormality has been detected as the result of the comparison.

A CNC machining device (1) comprises a control console (3) and a CNC machine (5). A training assembly (33) for training operation of the CNC machining device includes a training control console (35) substantially identical to the control console (3) of the CNC machining device (1); a digital twin (36) of the CNC machine (5), comprising a simulator (37) configured to simulate the effect of commands from the training control console (35) on the CNC machine (5); and a display device (39) configured for a trainee to view the current state of the simulator (37).

The system comprises a centralization and interface module, capable of interconnecting module for dynamically simulating the process and an immersive simulation module for enabling an operator and/or a robot to perform, in real time in an immersive three-dimensional representation, a virtualized implementation of an industrial process comprising actions performed in the immersive three-dimensional representation. It comprises a module for monitoring the implementation of the process, the module being capable of recording monitoring data including operating parameters of the process and/or real-time actions of the operator and/or the robot, and a rendering module capable of processing the obtained monitoring data and providing a rendering of a virtual implementation of the process, the rendering being designed to control or optimize the industrial process.