8174 results about "Cutting tool" patented technology

The invention relates to the field of machining, in particular to the field of tool face abrasion prediction, and particularly discloses a tool face abrasion loss prediction method and system and a digital twin system. Inputting the preprocessed real-time machine tool spindle current data into the trained blunt state classification model to obtain a blunt state classification result; if the blunt state classification result is a non-blunt state, inputting the preprocessed real-time machine tool spindle current data into a trained first tool face abrasion loss prediction model to obtain a tool face abrasion loss prediction value; and if the blunt state classification result is a blunt state, inputting the preprocessed real-time machine tool spindle current data into the trained second tool face abrasion loss prediction model to obtain a tool face abrasion loss prediction value. According to the method, the tool wear states are classified, wear loss prediction models are trained for different wear states, wear state information is fully utilized, and higher prediction precision is achieved.

A multi-stage trigger assembly for portable, hand-held, battery powered tools is provided. The tool may be configured as a crimping tool, a cutting tool or other type of tool. The tool has an in-line handle assembly and a working head assembly. The trigger assembly has a first stage that is a manual operation and a second stage that is an electro-mechanical operation.

Floor panels have coupling parts in the form of a tongue and groove with locking surfaces. In a coupled state of two such panels, an open space is present, viewed vertically, between the tongue and the lower lip, and viewed horizontally, between the contact zone and the contact between the horizontally active locking surfaces. The underside of the tongue in the open space comprises a first face. The top side of the lower lip in the open space comprises a second face parallel to the first face. In the coupled state of two such panels, at least one face is perpendicular to the panel and intersects both the first face of the first coupled panel and the second plane of the panel coupled to the first panel.

The invention discloses a shaping robot, a shaping system and a grain processing method thereof. An integrated moving and transferring device is used as a chassis for bearing all modules; the shaping industrial robot is used for driving a cutter on the mechanical arm to conduct shaping machining. The medicine scrap sucking and cleaning device is used for cleaning scraps generated by processing; the tool changing magazine is used for placing and managing tools and comprises a quick-changing tool rest, and a detection sensor used for detecting whether the tools exist or not is arranged on the quick-changing tool rest; the control system comprises a coordinate system management module, a tool path planning module, a robot kinematics module, a collision detection module, a motion simulation module and a robot program generation module. Automatic machining positioning, automatic machining path planning and automatic cutting tool switching and management can be achieved; the automation degree of grain cutting machining is effectively improved; in the shaping process, temperature and contact force detection sensors are used for detection, and early warning protection in the machining process is achieved.

The invention provides a honeycomb core six-axis ultrasonic cutting tool path dynamic compensation and trajectory optimization control method, which relates to the technical field of intelligent control, and comprises the following steps: obtaining honeycomb core structure parameters and cutting contour lines, establishing an interaction model based on deep reinforcement learning, and generating stress-strain prediction data; according to the method, feature regions are divided, differential initial machining parameters are set, an initial tool path track is generated, a digital twin model is established, machining data dynamic optimization parameters are collected in real time, and a tool path is compensated, so that the cutting precision and efficiency of the honeycomb core structure are improved, and machining deformation and material damage are reduced.

The invention discloses an intelligent mold part machining cutting tool control method and system. The method comprises the following steps that S1, a multi-source sensing information collection layer is established; s2, constructing a cutter health knowledge graph; s3, generating a dynamic decision control instruction; s4, executing a bimodal control response; and S5, realizing closed-loop control optimization. Through quadruple mechanism coupling of global coverage of a multi-mode sensing layer, dynamic deduction of a knowledge graph decision-making layer, risk isolation of a double-track execution layer and intelligent evolution of a closed-loop optimization layer, the method is realized in an industrial control domain for the first time: raising a sensing dimension, and converting a physical world fragmentation signal into a cutter full life cycle digital twinborn body; reconstructing decision logic, replacing traditional threshold judgment with topological correlation, and foreseeably inhibiting ill-conditioned failure; the system is ecological and self-consistent, and the control strategy continuously evolves in operation to form the anti-interference capability; and finally, normal form transition of tool wear control from passive remediation to active immunity is achieved.

The clamping mechanism structurally comprises a clamping table, a control panel, a supporting column, a top plate and a cutting pressing device, the control panel is arranged on the surface of the front end of the clamping table and electrically connected with the clamping table, and the lower end of the supporting column is fixedly installed on the upper end face of the clamping table; in the process that the cutting pressing device descends to cut the circular pipe, the driving motor drives the driving shaft rod to rotate, the two driving wheels are driven to synchronously rotate at the two ends of the circular pipe through conveying of the conveying belt, the circular pipe placed at the upper end of the middle of the table top is rotationally guided, and the rotating circular pipe is cut through the cutting pressing device; it is ensured that when the pipe diameter of the circular pipe is large, the cutting pressing device can cut off the circular pipe at a time, and the uniformity of a cutting opening of the circular pipe is improved; and through elastic extrusion cooperation of the elastic telescopic pipe and the extrusion rod, when the cutting tool descends to cut the circular pipe, the limiting pressing plate keeps still to abut against the circular pipe, and the stability of the circular pipe in the cutting process is improved.

The invention discloses a gradient gradual change type powder material as well as a preparation method and application thereof. The gradient gradual change type powder material comprises a non-metal core, a transition layer, a gradual change layer and a modification layer. The gradient powder material provided by the invention shows excellent strength-ductility synergistic effect, high fracture toughness and enhanced fatigue, wear and corrosion resistance, is good in metal wettability, can effectively reinforce a metal matrix and improve the performance of the metal matrix, can also be well dispersed in resin, and can be applied to the field of metal materials. The gradient powder material disclosed by the invention has a wide application prospect, and can be applied to the fields of heat dissipation of electronic devices, high-speed cutting tools, grinding material and grinding tool materials, high-temperature protection materials and the like.

The invention relates to the technical field of tool control, in particular to a tooth cutting tool parameter control system based on bevel angle cutting, which comprises a tool parameter acquisition module used for acquiring the rotating speed, the axial feeding amount and the cutting depth of a tool in real time; the force-heat prediction model is used for outputting predicted cutting force and predicted cutting tool temperature; the multi-target parameter optimization model is used for receiving constraint conditions set by a user, optimizing the rotating speed, the axial feeding amount and the cutting depth of the cutter by taking the lowest cutting force, the lowest temperature of the cutting cutter and the highest machining efficiency as targets in the constraint conditions, and integrating and outputting a regulation and control strategy; and the cutter parameter control module is used for regulating and controlling the rotating speed, the axial feeding amount and the cutting depth of the cutter based on a regulation and control strategy when the predicted cutting force and the predicted temperature of the cutting cutter exceed threshold values. According to the method, by accurately regulating and controlling the parameters of the tooth cutting tool, the machining efficiency of the tooth cutting tool can be ensured, and meanwhile the abrasion speed of the tooth cutting tool is reduced.

Disclosed are an inner mechanism system for a packing machine and a packing machine. The inner mechanism system for a packing machine comprises: a frame, on which a movable plate is movably arranged; a cutting tool device, which is mounted below the movable plate and configured to clamp, hot-melt and cut a packing strap; a push rod device, which is mounted on the frame and configured to push the packing strap to a position between the movable plate and the cutting tool device; and a drive device for driving the push rod device and the cutting tool device, wherein the push rod device comprises a push rod configured to push the packing strap, a swing arm movably mounted at one end of the push rod, a swing assembly for driving the swing arm to swing, and a pushing assembly for driving the push rod to move; and the drive device is provided with a drive main shaft for driving the swing assembly and the pushing assembly to operate. Due to the provision of the push rod, the packing strap can be directly pushed by means of the push rod to an object to be packed during operation, and the object is then packed. This eliminates the requirement for an additional strap guide frame structure in the entire packing machine, making the packing machine more suitable for objects of various sizes.

The invention discloses a metal cutting tool wear monitoring method and system, and relates to the technical field of wear monitoring. The method comprises the following steps: monitoring the metal cutting tool in real time to obtain a multi-source sensing sequence; constructing a tool cutting monitoring matrix; inputting the tool cutting monitoring matrix into a tool wear detection channel to obtain a first tool wear coefficient; performing differential detection on the first tool wear coefficient according to a preset cutting scheme, and outputting a wear differential signal; performing image perception correction on the first tool wear coefficient to obtain a second tool wear coefficient; and obtaining a historical tool wear coefficient set of the metal cutting tool, performing wear trend prediction in combination with the second tool wear coefficient, constructing a tool wear trend chart, and performing health management on the metal cutting tool according to the tool wear trend chart. The technical problem of low tool wear monitoring precision in the prior art is solved, and the technical effect of improving the tool wear monitoring precision is achieved.

The invention discloses a high-precision flying shear, which belongs to the field of metal cutting, and comprises a portal frame, and a pinch roll is rotatably arranged on the portal frame; a first rotating roller and a second rotating roller are rotationally mounted on the portal frame, and cutters are mounted on the outer walls of the first rotating roller and the second rotating roller; a driving mechanism for driving the first rotating roller and the second rotating roller to rotate is arranged on the portal frame; two mounting frames are symmetrically arranged on the inner side wall of the portal frame; in the process that the pinch roll drives the plate to move, under the action of friction force, the heat dissipation plate moves along with the to-be-sheared plate, in the process that the heat dissipation plate moves along with the plate, the turbulent flow mechanism drives air around the heat dissipation holes to flow, the flow speed of the air around the heat dissipation holes is increased, and therefore the to-be-sheared part can be cooled; the temperature difference between the to-be-sheared part and the cutter is reduced, the thermal-mechanical coupling effect is relieved, the probability of uneven deformation in the shearing process is reduced, the probability of generation of wave-shaped edge defects is obviously reduced, and therefore the shearing quality is improved.

The invention belongs to the technical field of worm machining, and particularly relates to a worm machining thread grinding and polishing device which comprises a machine tool body, a worm body is installed on one side of the upper portion of the machine tool body, a supporting frame is fixed to one side of the top end of the machine tool body, a moving seat is arranged in the supporting frame, and a lifting seat is arranged below the moving seat. A mounting base is mounted at the bottom end of the lifting base, a cutting tool bit is fixed to the bottom end of the mounting base, two polishing heads are arranged below the mounting base, a movable cavity is formed in the bottom end of the mounting base, a connecting box is slidably connected into the movable cavity, an electric telescopic rod is mounted in the movable cavity, and a second motor is mounted in the connecting box; the grinding head is driven by the electric telescopic rod to move downwards so that the grinding head can make contact with the threaded surface of the worm main body, the grinding head is driven by the second motor to grind burrs and stripes of threads, meanwhile, metal powder can be collected through the dust collection manifold, and the metal powder can be prevented from splashing to the ground or the top end of the machine tool main body.

The present invention discloses a bionic swallowtail-shaped micro-textured tool and a preparation method thereof, belonging to the technical field of metal cutting tools. The preparation method is based on a cemented carbide tool substrate, and combines the structural advantages of the swallowtail structure in reducing frictional resistance and accelerating the flow of gas and liquid. On this basis, a corresponding functional tool is prepared by machining a bionic swallowtail-shaped groove and surface texture. The designed tool groove is used to discharge chips and store and convey cutting fluid; the surface texture is used to reduce the frictional force between the chip and the tool during cutting and promote the discharge of chips, thereby reducing the cutting force, improving the tool life and processing efficiency. Compared with the prior art, based on the bionic principle, the present invention combines the tool groove and the surface texture to design and prepare a functional tool, achieving the functional requirements of improving the heat resistance and wear resistance of the tool, prolonging the tool life, reducing the production and processing cost, and realizing green processing, and meeting the production and processing needs.

The invention relates to the technical field of underground engineering, and discloses an automatic pipe jacking machine for pipe jacking construction, which comprises a main frame made of high-strength steel and capable of bearing thrust applied by the pipe jacking machine in the working process; the propelling module comprises a plurality of push rods, and the maximum thrust of the propelling module is 80 tons; the guide modules are arranged on the two sides of the main rack, each guide module is composed of a guide frame and a base, and the pipe jacking machine keeps linear motion in the construction process; the heading head is mounted in front of the propelling module and comprises a cutting tool and a spiral conveyor; the power module is arranged in the heading head, adopts a diesel engine, has the power of 150kW, and provides continuous power for the heading head; and the control module is arranged in the main rack and fixedly mounted on the side wall of the main rack. The reliability of the equipment is improved, and the intelligent monitoring and early warning system is additionally arranged, so that the equipment deviation or damage caused by geological sudden change can be effectively avoided, the construction risk is greatly reduced, and the operation safety and high efficiency are guaranteed.

The present disclosure discloses a can opener with an adaptation function, including a shell assembly; a circuit board and a speed reduction transmission assembly which are separately arranged in the shell assembly; an eccentric assembly movably penetrating through the shell assembly, wherein the eccentric assembly is in meshing and transmission connection with the speed reduction transmission assembly; an integrated knife flywheel penetrating through the shell assembly and detachably arranged on the eccentric assembly, wherein the integrated knife flywheel includes an integrally formed integrated knife flywheel main body, a resisting slot body, and a cutting tool body; the knife flywheel main body is in a slope design; the resisting slot body is an annular slot; the cutting tool body is a ring tool.

The embodiment of the invention provides a dicing saw cutting pressure control method and device based on dynamic pressure prediction and a dicing saw. The method comprises the steps that S1, real-time material characteristic parameters on a cutting path are obtained through a multi-source sensor; s2, based on the material characteristic parameters, a dynamic mapping model of material characteristics and cutting pressure is established, and output parameters are predicted pressure compensation values; s3, before a cutting tool reaches a pressure sudden change area, cutting pressure is adjusted in advance according to a predicted pressure compensation value output by the dynamic mapping model, meanwhile, an actual pressure value is detected in real time through a force sensor, and pressure deviation is corrected in combination with a control algorithm; and S4, carrying out staged pressure loading on the non-uniform doping region in the heterogeneous material. According to the method, the pressure sudden change point is predicted through the dynamic mapping model, the pressure is adjusted in advance in combination with a control algorithm, and the characteristics of the adaptive heterogeneous material are loaded in stages, so that the shear mark uniformity is remarkably improved, and the material damage risk is reduced.

The rubber tapping device relates to the technical field of rubber tapping equipment, the operation smoothness and stability of the rubber tapping device in the prior art are improved, and the operation cost of the device is reduced. The rubber tapping device comprises a first tool apron, the worm gear is rotationally arranged on the first tool apron; the rubber tapping cutter bar is fixedly connected with a shaft of the worm gear and is used for driving the rubber tapping cutter bar to rotate; the rubber tapping blade is arranged on the rubber tapping cutter bar; the worm is meshed with the worm gear; and the output end of the motor is connected with the worm. A motor, a worm, a worm gear, a rubber tapping cutter bar and a rubber tapping blade are integrated in the device, the motor is used for driving the worm to rotate, the worm further drives the worm gear to rotate, the worm gear is in transmission connection with the worm, and under the cooperation of an electronic induction device, rotating operation power is provided for the rubber tapping blade in the cutter feeding, cutter discharging and resetting processes; and meanwhile, the bark can be cut off in a relatively labor-saving manner, and the smoothness of rubber cutting operation is guaranteed.

The metal cutting equipment for metal part machining comprises a protective cover, a first motor is fixedly installed at the upper end of the right side of the outer surface of the protective cover, and an adjusting screw rod is fixedly installed at the output end of the first motor. Through the arrangement of the supporting table, a metal part needing to be cut and machined can be supported, and through the arrangement of a second hydraulic cylinder, a moving frame, a second motor, a cutting tool, a first motor, an adjusting screw rod and a moving frame, the effect of cutting and machining the metal part is achieved; and meanwhile, under the cooperative action of an adjusting screw rod, a first L-shaped rotating rod, a connecting rod, a movable rod, a piston, a conveying barrel, a first one-way valve, a liquid collecting box, a second one-way valve and a cooling spray head, cutting liquid can be sprayed to the surface of the cutting tool in the cutting operation process, and therefore the cutting tool can be rapidly cooled and lubricated.

A cutting tool for turning includes a cutting insert having a cutting edge, a holder for holding the cutting insert, a wireless communication unit for transmitting information based on a measurement result of a sensor attached to the cutting tool, an acceleration sensor installed in the holder, and a control unit for performing first control for controlling activation of the wireless communication unit based on the measurement result of the acceleration sensor.

The invention relates to the technical field of machining control, in particular to an intelligent planning system and method for a multi-axis linkage numerical control machining path, and the system comprises a data collection unit which is used for obtaining the form attribute parameter information of a machined workpiece and the axial motion attribute parameter information of a multi-axis machining unit; and the initial division unit is used for performing initial division on a workpiece machining range according to the morphological attribute parameter information and the axial motion attribute parameter information to obtain an initial segmentation result and an initial trajectory planning result of the machining range, and the initial trajectory planning result comprises coordinate information of each trajectory segment. The collision condition between the motion path of the cutting tool and the feature range of the workpiece can be checked in real time through the collision checking unit, and the path is automatically adjusted through the collision avoidance unit, so that possible machining errors and equipment damage are avoided, and the machining safety and stability are greatly improved through intelligent collision avoidance.

The invention discloses a multi-channel machining center, and relates to the field of machine tools, the multi-channel machining center comprises a base, the base is provided with a plurality of sets of vertical frames with lifting seats and tool magazines in parallel, a cutter head of each tool magazine clamps a plurality of tools through a annularly-arranged tool clamp, and the cutter head is arranged on a fixing shaft of the tool magazine in a sleeving mode and is driven by a front side cutter head motor to rotate; a chip blocking plate is fastened on the rear side of a connecting base which is arranged at the end of the fixing shaft and used for installing a cutter head motor, the chip blocking plate is connected with a sleeve of the cutter head in a sleeved mode, the cutter head motor drives the cutter head to rotate, a specified cutter can be switched to be combined with a main shaft of the lifting base, and the cutter can be close to a machining table which is arranged on the front side of the vertical frame and can horizontally move front and back or left and right. Therefore, the workpiece placed on the machining table is machined. Compared with the prior art, by means of the multi-channel design, the device can machine a plurality of workpieces at the same time, and the machining efficiency can be improved.

The invention relates to the technical field of ultrasonic cutting, in particular to a sawtooth-shaped circular knife ultrasonic cutting acoustic system which comprises a main shaft, an ultrasonic vibrator and an ultrasonic cutting tool, the ultrasonic vibrator is connected with the main shaft, the ultrasonic cutting tool is installed on the side, away from the main shaft, of the ultrasonic vibrator, and a plurality of sawtooth grooves are formed in the peripheral face of the ultrasonic cutting tool. The sawtooth grooves are annularly distributed at equal intervals, and sawteeth are formed between every two adjacent sawtooth grooves. According to the ultrasonic cutting tool, the sawtooth grooves are formed in the peripheral surface of the ultrasonic cutting tool, so that the machining mode of the workpiece is intermittent cutting, the contact time of the ultrasonic cutting tool and the workpiece is shortened, and then friction resistance generated by contact between the ultrasonic cutting tool and the workpiece is reduced; heat generated between an ultrasonic cutting tool and a workpiece in the workpiece machining process can be greatly reduced, heat is released through non-contact gaps, and cutting force is reduced by reducing friction resistance.

A cutting tool fence apparatus with a flip stop connector, measuring ruler and moveable material stop. The cutting tool fence apparatus includes a measuring ruler included on the fence itself to provide a precise measuring system. The fence includes a connection apparatus to connect the fence to a flip-stop. The flip-stop allows a tape measure to be used to provide a precise measurements with the measuring ruler imprinted on the fence. The fence is also used as a zero-clearance fence with a moveable material stop component that can be adjusted both vertically and horizontally to securely hold a piece of material for cutting.

The invention discloses a brazing method for improving the welding strength of a polycrystalline diamond cutter and a hard alloy. The brazing method comprises the following steps that S1, brazing filler metal alloying is conducted; and S2, the PCD tool bit and the hard alloy matrix are subjected to vacuum brazing. According to the brazing filler metal, an Ag-Cu-Co system is adopted, Ag mainly plays a role of a solder matrix and provides plasticity and thermal conductivity, Cu mainly plays a role of forming an eutectic structure with Ag and reducing the melting point, and Co mainly plays a role of wetting the surfaces of PCD and hard alloy. Co infiltration is adopted in the preparation process of the PCD tool bit used in the method, so that a certain amount of Co exists on the PCD surface, and the hard alloy tool body also contains Co, and therefore, a small amount of Co in the brazing filler metal can better wet the welding surface according to the similar intermiscible principle. In the vacuum brazing process, additional pressure does not need to be applied, when the brazing filler metal is molten, the brazing filler metal is evenly laid on the welding face under the action of the pressure of the PCD tool bit on the upper portion and the capillary effect, the redundant brazing filler metal can flow out of the two sides of the mold, and the flatness of the welding surface can be effectively guaranteed.

The invention discloses a cutterhead structure design method combining topological optimization and finite element analysis, and belongs to the technical field of aerospace high-performance cutting tool design and manufacturing. The technical problems that a traditional cutter head depends on experience design, and rigidity, chip removal and heat stability are difficult to balance are solved. According to the method, a parameterized model is established, multi-working-condition loads including cutting loads, dynamic excitation and thermal-mechanical coupling are defined, a topological optimization technology with multi-working-condition weighted flexibility minimization as a target and a material volume fraction as a constraint is adopted, and a material optimal distribution cloud picture is generated based on a variable density method; geometric reconstruction and engineering semantic interpretation are carried out on an optimization result, and a material enrichment region is converted into engineering characteristics such as an internal reinforcing rib and a variable spiral transition structure, so that a lightweight high-performance conceptual model is formed; finally, through multi-working-condition finite element verification and manufacturing manufacturability analysis, a final design scheme meeting the requirements for strength, rigidity, dynamic characteristics and thermal stability is obtained through iteration.

The invention relates to a cutting tool (1), comprising a jaw (2) with a first jaw member (3) and a second jaw member (4) pivotably connected to each other at a first pivot point (5). A first handle (6) has a first end (8) attached to the first jaw member (3) and a first gear section (9) extends from the first handle (6) towards a second handle (7). The second handle (7) is rotatably connected to the second jaw member (4). To obtain a cutting tool which is well suited for efficient cutting of both large and small objects, a second gear section (11) is provided between the second handle (7) to engage the first gear section (9). The second handle (7) is provided with an actuator (12) which in a first position locks the second gear section (11) to rotate with the second handle (7) and forces the second gear section (11) to rotate along the first gear section (9) to change a distance between the first (6) and second handle (7) when the second handle (7) is rotated, and which in a second position releases the second gear section (11) from the second handle (7), so that mutual rotation between the the second gear section (11) and the second handle (7) is possible.

The invention discloses a cutting saw blade and a cutting device, and belongs to the technical field of cutting tools, the cutting saw blade comprises a saw blade body, a tool bit assembly is arranged at the outer diameter of the saw blade body, the tool bit assembly comprises a first tool bit and a second tool bit, the radial outer end points of the first tool bit and the second tool bit are located on the same circle, and the radial outer end points of the first tool bit and the second tool bit are located on the same circle. The first tool bit and the second tool bit comprise a first cutting face and a second cutting face, the first cutting face and the radius where the outer end point of the first tool bit is located form a first cutting angle, and the second cutting face and the tangent line where the outer end point of the first tool bit is located form a second cutting angle. The angle range of the first cutting angle and the second cutting angle is 10 degrees to 15 degrees. The cutting device comprises the cutting saw blade and further comprises a cutting tool and a control assembly, the cutting saw blade and the control assembly are arranged on the two sides of the cutting tool respectively, a cutting track is arranged on the cutting tool, and the cutting saw blade reciprocates along the cutting track.

The present invention relates to a coated cutting tool (1) for metal machining comprising a cemented carbide substrate body (5) and a coating (6) comprising a layer of a metal nitride, there is an uppermost part of the cemented carbide substrate body (5) wherein there are uppermost WC grains adjacent to the coating (6), there is an intermediate zone between an uppermost part of said WC grains and the coating (6) comprising a peak of Me3 intensity in an EDX line scan made from within the coating (6) into a WC grain perpendicular to the surface plane of the WC grain, Me3 is one of Ti, Cr, Zr, Mo, Nb and V, the average content of Me3 within + / - 10 nm from the Me3 max peak position is from 2 to 30 at%, the Me3 within + / - 1.0 nm from the Me3 max peak position in the EDX line scan is present as a metal nitride or carbonitride, the average content of any noble gas element or combination of noble gas elements, within + / - 1.0 nm from the Me3 max peak position in the EDX line scan, is ≤0.6 at%.

A system and method for monitoring and predicting wear of a cutting tool used for machining a workpiece is disclosed. The system includes a cutting tool having a shank and a cutting head. The system also includes a split, modular and wireless wear detection system including one or more sensors mounted to the cutting tool for providing a data signal representative of a physical condition of the system, and a data recording and data transmitting device for recording the data signal from the one or more sensors and for generating and transmitting a data signal to a processor. The processor applies a machine learning data processing technique in real time to monitor and / or predict a condition of various components and / or parameters of the system during a metal cutting operation.