Abstract: A method for predicting a clamp force using a convolutional neural network includes: generating a cepstrum image from a signal processing analysis apparatus; extracting a characteristic image by multiplying a predetermined weight value to pixels of the generated cepstrum image through artificial intelligence learning; extracting, as a representative image, the largest pixel from the extracted characteristic image; synthesizing an image by synthesizing the extracted representative image information; and predicting a clamp force by comparing the synthesized image with a predetermined value.

Abstract: A method of estimating clamp force of a bolt may include converting and analyzing, by a signal processing and analyzing device, a learning signal for the clamp force of the bolt, the learning signal being acquired by a data acquirement device; comparing the learning signal classified into groups according to signal characteristics by the converting and analyzing, with a discriminant signal desired to be estimated; and estimating, as clamp force of the discriminant signal, clamp force corresponding to a signal of a most similar group among the learning signal classified into the groups by the comparing.

Abstract: A method for predicting a clamp force using a convolutional neutral network method includes: generating a cepstrum image from a signal processing analysis apparatus; extracting a characteristic image by multiplying a predetermined weight value to pixels of the generated cepstrum image through artificial intelligence learning; extracting, as a representative image, the largest pixel from the extracted characteristic image; synthesizing an image by synthesizing the extracted representative image information; and predicting a clamp force by comparing the synthesized image with a predetermined value.

Abstract: A method of measuring an axial force of a bolt may include fastening a joint using a fastener, receiving a vibration signal by a detector, transforming the received vibration signal into frequency domain data having a plurality of frames, analyzing the signal transformed into the frequency domain data, and predicting an axial force and indicating a predictive value thereof.

Abstract: A method of measuring an axial force of a bolt may include fastening a joint using a fastener, receiving a vibration signal by a detector, transforming the received vibration signal into frequency domain data having a plurality of frames, analyzing the signal transformed into the frequency domain data, and predicting an axial force and indicating a predictive value thereof.

Abstract: An apparatus that separates a lamp of a vehicle that includes a separating unit configured to separate a lamp and a driving unit installed within a power chamber disposed at a lower portion of the separating unit. The driving unit also includes a motor that moves a rotating plate installed at the separating unit and a first clamp.

Abstract: An apparatus that separates a lamp of a vehicle that includes a separating unit configured to separate a lamp and a driving unit installed within a power chamber disposed at a lower portion of the separating unit. The driving unit also includes a motor that moves a rotating plate installed at the separating unit and a first clamp.

Abstract: Provided is an inserted metal removal system using a high frequency wave, in particular, a system for removing metal, inserted into a plastic part, using high frequency waves, thus improving the recyclability of the plastic part. For this purpose, the present invention provides an inserted metal removal system using a high frequency wave, the system including: a rotating table on which a plastic part with an inserted metal therein is placed and fixed and a matching box being moved up and down on the metal inserted into the plastic part by a balancer provided above the rotating table. The matching box generates and transmits high frequency waves to the metal part to melt the plastic surrounding the periphery thereof. A coil box including a heating coil mounted therein, inductively heats a heating unit provided at an end of the coil box by the high frequency waves transmitted from the matching box, and a cooler prevents the heating coil from overheating.