公开(公告)号：US20240198471A1

公开(公告)日：2024-06-20

申请号：US18180673

申请日：2023-03-08

Applicant: Industrial Technology Research Institute

Inventor： Chi-Chen LIN ,  Chun-Yu TSAI ,  Chia-Chin CHUANG ,  Shao-Ku HUANG

IPC: B23Q17/09 ,  B23Q17/20

CPC classification number: B23Q17/0904 ,  B23Q17/0952 ,  B23Q17/20

Abstract: A machine tool diagnosis method is operated in conjunction with a machine tool diagnosis system, which uses a convolutional neural network (CNN) model to analyze machining signals to generate target information including processing results and diagnosis opinions, and graphically displays a machining path of a target machining object on a display interface according to the processing results, where the display interface will further display the diagnosis opinions corresponding to the machining path.

公开(公告)号：US20220193852A1

公开(公告)日：2022-06-23

申请号：US17241479

申请日：2021-04-27

Applicant: INDUSTRIAL TECHNOLOGY RESEARCH INSTITUTE

Inventor： Chun-Yu TSAI ,  Chi-Chen LIN ,  Sheng-Ming MA ,  Ta-Jen PENG

IPC: B23Q17/12 ,  G01B17/08 ,  G06N20/00 ,  G05B19/18

Abstract: A monitoring method and a monitoring system for a machine tool to machine a workpiece are provided. The monitoring method includes the following steps. First, a vibration signal of a spindle of the machine tool is detected. Next, a vibration feature value of the vibration signal is obtained. Whether the vibration feature value exceeds a threshold condition is determined, wherein the threshold condition is determined by a training model based on a predetermined surface quality of the workpiece. When the vibration feature value exceeds the threshold condition, a machining parameter of the machine tool is adjusted.

公开(公告)号：US20230205164A1

公开(公告)日：2023-06-29

申请号：US17719133

申请日：2022-04-12

Applicant: INDUSTRIAL TECHNOLOGY RESEARCH INSTITUTE

Inventor： Chung-Kai WU ,  Chin-Ming CHEN ,  Chun-Yu TSAI ,  Chi-Chen LIN ,  Chia-Chin CHUANG ,  Ta-Jen PENG

IPC: G05B19/401 ,  G05B19/408 ,  B23Q17/22

CPC classification number: G05B19/401 ,  G05B19/4086 ,  B23Q17/22 ,  G05B2219/37355 ,  G05B2219/37069

Abstract: A calibration method for machine tools comprises: providing a workpiece on a machine tool; rotating the workpiece around a first rotation axis parallel to a main shaft of the machine tool and processing the workpiece by a first machining mode; measuring a first dimensional error of a shape of the workpiece along directions of first and second linear axes perpendicular to the first rotation axis; calculating a positional error of the first rotation axis according to the first dimensional error; rotating the workpiece around a second rotation axis perpendicular to the main shaft and processing the workpiece by a different second machining mode; measuring a second dimensional error of the shape of the workpiece along a direction of a third linear axis perpendicular to the second rotation axis; calculating a positional error of the second rotation axis according to the second dimensional error.