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55 results about "Cutting tool wear" patented technology

Milling cutter wear states monitoring method based on deep neural network

The invention relates to a milling cutter wear states monitoring method based on a deep neural network. The milling cutter wear states monitoring method based on the deep neural network comprises thefollowing steps of 1, collecting cutting force signals in machining process; 2, carrying out wavelet packet decomposition on collected cutting force signals by using 6-layer db 8 wavelet; and 3, using64 sub-energy bands as inputs of DNN network. Multiple DAEs are stacked layer by layer to form a DNN hidden layer structure, and fault information is extracted layer by layer through unsupervised learning layer by layer. After pre-training is completed, an output layer with a classification function is added, parameters of the DNN are finely adjusted by using a BP algorithm, and finally cutting tool wear states can be predicted. The milling cutter wear states monitoring method based on the deep neural network can be adopted without dependence on experience of signal processing experts, wear states of the milling cutter under different machining conditions can be rapidly and accurately recognized; and the milling cutter wear states monitoring method based on the deep neural network has thecharacteristics of being high in monitoring precision, adaptability and the like.
Owner:HARBIN UNIV OF SCI & TECH

Shield machine cutter wear simulation testing device and method for upper-soft lower-hard stratum

The invention provides a shield machine cutter wear simulation testing device and a shield machine cutting tool wear simulation testing method for an upper-soft lower-hard stratum. The shield machine cutter wear simulation testing device for the upper-soft lower-hard stratum comprises a simulate soil body used for simulating a site survey soil state of the upper-soft lower-hard stratum and a shield cutter head simulation device used for simulating rotation and tunneling of a cutter portion of a shield machine, wherein the simulate soil body is filled in a model test box, a simulate cutter head and a simulate cutter, obtained by simulating a real cutter head and a real cutter according to a scaled down rule, are arranged at an output end of the shield cutter head simulation device, and the simulate cutter head and the simulate cutter are stretched into the model test box, and laid towards the direction of the simulate soil body. By filling two types of soil bodies different in intensity in the test box according to work conditions in actual tunneling on site, the upper-soft lower-hard stratum is really simulated, and therefore effective test data is collected in aspects of thrust force, rotation speed, torque, tunneling length, cutter wear degrees and the like, and data support is provided to cutter improvement in actual construction.
Owner:CENT SOUTH UNIV +3

Automatic warning device for numerical control cutting tool wear

The invention discloses an automatic warning device for numerical control cutting tool wear. The automatic warning device comprises a temperature sensor (2), a resistance-voltage conversion circuit (3), an NC processor (4) and a warner (1). The temperature sensor (2) is used for collecting a temperature value of a cutting area, the temperature value is compared with a warning temperature threshold value set for the NC processor (4) in advance and a machining stopping temperature threshold value so that automatic warning of tool wear can be achieved, when operating personnel do not stop the device in time to replace a tool after automatic warning and the temperature value of the cutting area exceeds the machining stopping temperature threshold value, a numerically-controlled machine tool is required to be shut down by the NC processor (4), an alarm is continuously given to notify the operating personnel of subsequent processing, and thus the situation that due to labor misjudgments, production efficiency is reduced or surfaces of machined materials are burnt or strained is avoided and even the scrap problem is avoided; the automatic warning device can also be shut down automatically when the operating personnel do not stop the device in time to replace the tool, and the tool is to be replaced by the operating personnel.
Owner:CHENGDU AIRCRAFT INDUSTRY GROUP

Cutting tool wear monitoring method based on evolutionary data clustering analysis

The invention discloses a cutting tool wear monitoring method based on evolutionary data clustering analysis. The method is used for solving the technical problem that an existing cutting tool wear monitoring method is poor in practicability. The technical scheme comprises the following steps of collecting sensor signals; extracting feature values, selecting a correlation coefficient calculation method to screen features sensitive to evolution of the tool wear value; constructing a feature matrix in a normalized manner; the method comprises the following steps of: determining an optimal clustering number by using a Cannski-Harabasz index, a Davies-Boulin index and a Silhouette coefficient; and finally, carrying out clustering analysis on two kinds of evolution data of the cutter wear valueand the feature matrix by utilizing an agglomeration hierarchical clustering method; comparing whether the clustering cluster where each element in the feature matrix evolution clustering result is located is the same as the clustering cluster where each element in the tool wear value evolution clustering result is located, to acquire the high coincidence rate of the feature matrix and the element corresponding to the tool wear value in the whole tool wear period so that the practicability is good.
Owner:NORTHWESTERN POLYTECHNICAL UNIV

Cutting tool wear in-situ measurement device and method for manufacturing Internet of Things

PendingCN112264839ARealization of in-situ measurement of wearRealization of in-situ measurementMeasurement/indication equipmentsNumerical controlImaging processing
The invention provides a cutting tool wear in-situ measurement device and method for the manufacturing Internet of Things, which achieve in-situ measurement of cutting tool wear in the manufacturing Internet of Things, and thus improve the efficiency and the accuracy of tool wear measurement. The measurement device comprises a numerical control machine tool spindle, a cutter, telecentric lenses, CCD industrial cameras, and an industrial personal computer, wherein the cutter is a to-be-detected object and is installed on the numerical control machine tool spindle, the cutter is provided with aside edge and a bottom edge, the numerical control machine tool spindle drives the cutter to rotate or reciprocate linearly in the Z-axis direction, the two groups of telecentric lenses and CCD industrial cameras face the side edge and the bottom edge of the cutter correspondingly and are used for photographing the cutter, the telecentric lenses and the CCD industrial cameras can also reciprocatelinearly in the X-axis direction and the Z-axis direction, the industrial personal computer comprises a camera communication module, a machine tool communication module and an image processing and abrasion loss calculation module, and the industrial personal computer is used for controlling actions of the CCD industrial cameras and the numerical control machine tool spindle and can process pictures shot by the CCD industrial cameras.
Owner:NANJING UNIV OF AERONAUTICS & ASTRONAUTICS

Ramie stem cutting tool wear test bed with changeable supporting state

The invention discloses a ramie stem cutting tool wear test bed with a changeable supporting state. The ramie stem cutting tool wear test bed comprises a rack, and further comprises a material feedingdevice, a cutting device and an intermittent transmission device which are arranged on the rack, wherein the material feeding device is connected with the cutting device through the intermittent transmission device; under the synergistic effect of the intermittent transmission device, material feeding and cutting are continuously and cyclically performed; in a single cycle process, the intermittent transmission device drives the material feeding device to downwards convey ramie stems, and the cutting device is driven and conveyed to a cutting station at the same time; after the ramie stems are conveyed to the cutting station, the cutting device arrives at the cutting station to execute cutting action; after the cutting action is completed, the intermittent transmission device drives and conveys the cutting device to an avoiding station for staying; a detachable cutting and supporting plate is arranged below the material feeding device. The ramie stem cutting tool wear test bed with the changeable supporting state has the advantages that labor and time are saved, cutting tool wear test data is accurate, and the cutting supporting state is adjustable.
Owner:HUNAN AGRICULTURAL UNIV

Production method of low-carbon sulfur series free-cutting steel continuous casting billet

The invention relates to a production method of a low-carbon sulfur series free-cutting steel continuous casting billet. The method comprises the steps of: first placing scrap steel into a converter, then loading liquid iron into the converter; conducting top-bottom combined blowing; carrying out tapping; performing deoxygenation and alloying; implementing argon blowing treatment; conducting soft argon blowing after alloy fine adjustment; adding carbonized rice hulls into a steel ladle when the argon blowing is over; starting continuous casting when the molten steel temperature reaches 1530-1570DEG C; and employing a continuous casting process of tundish treatment, crystallizer control, secondary cooling, straightening and cutting. The invention has the characteristics that: the smelting is free of desulfurization, LF refining treatment and other processes, no steel breakout phenomenon exists in casting, the composition control is stable, the yields of S and Mn elements are both above 90%, the cutting-tool wear can be reduced during processing so as to improve the service life, the tundish has a high utilization rate, the continuous casting billet has no subcutaneous bubble, heart crack, surface crack and other defects, and is free of composition segregation, and the inclusions in the casting billet are thick, big and in a spherical shape, thus being in favor of shape control of the rolled inclusions and improvement of the steel cutting performance.
Owner:武汉钢铁有限公司
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