Glue coating and cooling equipment for processing induction heating iron core of vehicle motor
Through deep learning algorithms, the rubber output estimate model and the output power of the rubber output pressurization system are solved, which is difficult to control the glue quantity and overflow in the production of viscose iron core, improves production efficiency and reduces electricity energy consumption.
Patent Information
- Application Number
- CN202510157295.1
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-02-13
- Publication Date
- 2025-03-28
- Estimated Expiration
- Not applicable · inactive patent
AI Technical Summary
In the production of viscose iron cores, there are problems such as difficult to control the amount of glue, frequent occurrence of glue overflow, low production efficiency and large electricity consumption in the production of viscose cores.
A deep learning algorithm is used to establish a rubber output estimate model. By obtaining the cross-sectional area of the single piece of iron core to be processed, the single rubber output value is output, and the output power of the rubber output pressurization system is adjusted, so that the extrusion amount at the rubber output nozzle reaches the estimated value. At the same time, the group pressure data is obtained through the micro force sensor, the glue coating evaluation coefficient is calculated, and calibration is carried out according to the preset threshold to ensure uniformity of the glue coating.
Accurate control of glue amount is achieved, reducing glue overflow, improving production efficiency, and reducing electricity consumption.
Smart Images

Figure CN119702351A_ABST
Abstract
Description
Technical Field
[0001] The invention relates to the technical field of motor core processing, and in particular to glue coating and cooling equipment for processing induction heating cores of automotive motors. Background Art
[0002] With the rapid development of intelligent manufacturing technology, the current level of social automation is steadily improving. The demand for key power motor components in automation design is growing rapidly, and the demand for different types of motors is also growing rapidly. Both the output and type of motors are showing a rapid growth trend.
[0003] The rotor and stator are the two most important structures in the motor; the rotor generally includes the rotor and the rotor winding, wherein the rotor core is formed by stacking rotor stampings, and the rotor winding is arranged on the rotor core; the rotor stampings need to be fixed after stacking to form a complete rotor core, and the stacking uniformity of the rotor stampings and the firmness of the fixing of the rotor stampings will affect the overall performance of the rotor.
[0004] The viscose cores that appear on the market, especially the viscose cores for new energy vehicle drive motors, are formed by forming multiple iron core sheets using production equipment, and using the viscose coated on the surface of the iron core sheets in advance to make the multiple iron core sheets bonded to each other to form the viscose core. Generally, the viscose is cured by auxiliary electromagnetic induction heating during production. However, when applying the viscose, it is necessary to use a dispersed multiple glue point coating, and have multiple glue spraying ports. When this type of glue spraying mechanism is set on a narrow tooth part for glue spraying, the glue amount is difficult to control, and glue overflow is prone to occur. In addition, since the in-mold auxiliary heating curing requires a large amount of electrical energy consumption, and it is necessary to wait for a period of time before the viscose curing can be realized, the production efficiency is low and the electrical energy consumption is large.
[0005] In view of the above-mentioned technical defects, a solution is now proposed. Summary of the invention
[0006] The purpose of the present invention is: the present invention establishes a glue output amount prediction model according to a deep learning algorithm, and substitutes the cross-sectional area of a single iron core piece to be processed into the glue output amount prediction model to output a single glue output value, and then adjusts the output power of the glue output pressurization system so that the extrusion amount at the glue output nozzle reaches the single glue output value.
[0007] In order to achieve the above-mentioned purpose, the present invention adopts the following technical scheme: a glue coating and cooling device for processing an induction heating core of an automotive motor, comprising a device base and a glue coating control system, a reversing mechanism is fixedly arranged on the top surface of the device base, a plurality of processing stations are connected to the output end of the reversing mechanism, a limiting mechanism is fixedly arranged on the top surface of the processing station, a device bracket is fixedly arranged on the top surface of the device base, a coating mechanism is fixedly arranged on the bottom surface of the device bracket, and a cooling circulation mechanism is fixedly arranged on the top surface of the device base;
[0008] The coating mechanism includes a first motor and a glue storage tank, the first motor is fixedly arranged on the bottom surface of the equipment bracket, a main driving shaft is fixedly arranged on the outer surface of the output end of the first motor, a glue injection turntable is fixedly arranged on the bottom surface of the main driving shaft, the glue storage tank is fixedly arranged inside the glue injection turntable, a glue discharge pressurizing system is fixedly arranged inside the glue storage tank, a glue discharge nozzle is fixedly arranged on the bottom surface of the glue storage tank, a connecting shaft is fixedly arranged on the bottom surface of the connecting shaft, a coating scraper is fixedly arranged on the bottom surface of the coating scraper, and a notch is opened inside the coating scraper.
[0009] Furthermore, the reversing mechanism includes a second motor and a reversing shaft, the second motor is fixedly mounted on the top surface of the equipment base, the reversing shaft is connected to the top surface of the output end of the second motor, reversing side plates are fixedly mounted on the outer two side surfaces of the reversing shaft, and the processing station is fixedly mounted on the end surface of the reversing side plate.
[0010] Furthermore, the limiting mechanism includes a limiting plug shaft and a control component, a plurality of through long grooves are opened on the top surface of the processing station, the limiting plug shaft is movably connected to the inner wall of the through long grooves, a magnet block is fixed on the bottom surface of the limiting plug shaft, a reset spring is commonly connected between the magnet block and the through long grooves, a movable cavity is opened inside the processing station, and the control component is fixed to the inner wall of the movable cavity.
[0011] Furthermore, the control component includes a third motor and a swing shaft. The third motor is fixed to the inner wall of the movable cavity. A rotating shaft is fixed to the outer surface of the output end of the third motor. One end of several swing shafts is connected to the outer surface of the rotating shaft, and the other end of the swing shaft is connected to a magnetic block.
[0012] Furthermore, the cooling circulation mechanism includes a cooling channel and a preheating channel, the cooling channel and the preheating channel are respectively fixed on the top surface of the equipment base, and a circulation pipe is commonly connected between the cooling channel and the preheating channel. An air cooler is fixed on the bottom surface of the equipment base, and the outer surface of the output end of the air cooler is connected to a cold air delivery pipe, and the end surface of the cold air delivery pipe is connected to the inside of the cooling channel. The outer surface of the input end of the air cooler is connected to a hot air delivery pipe, and the end surface of the hot air delivery pipe is connected to the inside of the preheating channel.
[0013] Furthermore, an annular groove is provided on the bottom surface of the equipment bracket, and a plurality of guide shafts are evenly distributed on the top surface of the glue injection turntable, and the end surface of the guide shaft is movably connected to the inner wall of the annular groove.
[0014] Furthermore, the glue coating control system includes a data acquisition unit, a glue output amount estimation unit, a control unit, a feedback analysis unit and a glue amount calibration unit;
[0015] The data acquisition unit is used to obtain the size of the motor core to be processed, and then obtain the size of the single core piece, calculate the cross-sectional area of the single core piece using the grid method, and send it to the glue output estimation unit;
[0016] The glue output amount estimation unit is used to obtain historical processing parameters and the cross-sectional area of a single iron core piece corresponding to the historical processing parameters from a database, establish a glue output amount estimation model according to a deep learning algorithm, obtain the cross-sectional area of a single iron core piece to be processed, substitute it into the glue output amount estimation model to output a single glue output value, and send it to the control unit;
[0017] The control unit is used to obtain a single glue discharge value and adjust the output power of the glue discharge pressurization system so that the extrusion amount at the glue discharge nozzle reaches the single glue discharge value, and at the same time control the first motor to drive the glue injection turntable to rotate to complete the coating process;
[0018] The feedback analysis unit is used to obtain a plurality of groups of pressure data between the core monolithic sheet and the processing tooling through a micro-force sensor arranged at the bottom of the processing tooling, calculate the glue coating evaluation coefficient according to the pressure data, and judge the glue coating evaluation coefficient according to a preset glue coating standard evaluation threshold value to generate a qualified signal or a calibration signal, and send the calibration signal to the glue quantity calibration unit;
[0019] The glue quantity calibration unit is used to obtain the calibration signal, and judge the glue quantity calibration trend according to the coating evaluation coefficient, and obtain a new single glue discharge value from the glue discharge quantity estimation unit again, and send the single glue discharge value that meets the glue quantity calibration trend to the control unit for secondary glue discharge calibration.
[0020] Furthermore, the specific process of outputting a single glue output value is as follows:
[0021] S101, obtaining historical processing parameters and the cross-sectional area of a single iron core corresponding to the historical processing parameters from a database, wherein the historical processing parameters include the rotation speed of a first motor, a single glue discharge value of a glue discharge pressurizing system, and the rotation speed of a second motor, and integrating the historical processing parameters and the corresponding cross-sectional area of a single iron core into a training sample;
[0022] S102, dividing the generated training samples into a training set and a test set according to a ratio of 8:2;
[0023] S103, downloading the weight file and loading it onto the corresponding network to initialize the migration network parameters, and determining the number of hidden layer nodes of the BP neural network model according to the number of historical processing parameters in the training set;
[0024] S104, modifying the last fully connected layer of the network, keeping the input unchanged, setting the output to the estimated value of the glue output, initializing the weight of the last layer, using the gradient descent algorithm for learning, and using fixed step size decay to optimize the training parameters, retraining the entire network, and obtaining a glue output estimation model;
[0025] S105, during the training process, randomly and non-repeatedly extract small batches of historical processing parameters from the training set, extracting all the historical processing parameters in the training set is a training cycle, iterate to a certain cycle to complete the training, and then use the test set to evaluate the model effect;
[0026] S106, substituting the cross-sectional area of the iron core single piece to be processed into the glue output estimation model to obtain a single glue output value.
[0027] Furthermore, the specific process of generating a qualified signal or a calibration signal is as follows:
[0028] S201, obtain several sets of pressure data between the core single piece and the processing tooling, and calculate the glue coating evaluation coefficient Wi according to the following formula: Where i = 1, 2, 3, ..., n, n is the number of micro-force sensors installed at the bottom of the processing tooling, is the initial pressure data between the core monolithic sheet and the processing tooling before gluing. The gluing evaluation coefficient Wi is used to reflect the distribution uniformity of the glue on the core monolithic sheet after gluing. The larger the gluing evaluation coefficient Wi is, the worse the gluing effect is. On the contrary, the smaller the gluing evaluation coefficient Wi is, the better the gluing effect is.
[0029] S202, obtaining a preset glue coating standard assessment threshold Wmin, and if the glue coating assessment coefficient Wi is greater than or equal to the glue coating standard assessment threshold Wmin, generating a calibration signal and sending it to the glue quantity calibration unit;
[0030] If the glue coating evaluation coefficient Wi is less than the glue coating compliance evaluation threshold Wmin, a qualified signal is generated.
[0031] In summary, due to the adoption of the above technical solution, the beneficial effects of the present invention are:
[0032] 1. The glue coating and cooling equipment for the induction heating iron core processing of the vehicle motor preheats the iron core monolithic sheet on the processing station through the preheating channel to prepare for uniform coating. The second motor drives the glue injection turntable to rotate, so that the glue is evenly coated on the surface of the iron core monolithic sheet. At the same time, the coating scraper is driven to rotate along the surface of the iron core monolithic sheet to evenly apply the glue. The limiting plug shaft passes through the notch to ensure that the coating scraper can rotate smoothly, complete the gluing process, and ensure that the glue is evenly applied.
[0033] 2. The glue coating and cooling equipment for processing the induction heating iron core of the automotive motor drives the steering shaft to rotate further through the first motor, so that the processing station moves along the cooling channel. The low-temperature airflow flows in the cooling channel, and the iron core single piece on the processing station is cooled by heat exchange to accelerate the solidification of the glue. The heated airflow in the cooling channel is guided to the preheating pipe through the circulation pipe for heat recovery and reuse, and is cooled again by the air cooler and reused. The cooling effect is good, and internal circulation is realized, reducing air pollution.
[0034] 3. The glue coating and cooling equipment for processing the induction heating core of the automotive motor establishes a glue output estimation model based on the deep learning algorithm, and substitutes the cross-sectional area of the core piece to be processed into the glue output estimation model to output a single glue output value, and then adjusts the output power of the glue output pressurization system so that the extrusion amount at the glue nozzle reaches the single glue output value. During the glue coating process, the glue coating evaluation coefficient is calculated according to the pressure data, and the glue coating evaluation coefficient is determined according to the preset glue coating standard assessment threshold. The new single glue output value is obtained from the glue output estimation unit again, and the single glue output value that meets the glue quantity calibration trend is sent to the control unit for secondary glue calibration. BRIEF DESCRIPTION OF THE DRAWINGS
[0035] Figure 1 The overall external structure schematic diagram of the present invention is shown;
[0036] Figure 2 Another schematic diagram of the overall external structure of the present invention is shown;
[0037] Figure 3 The overall internal structure schematic diagram of the present invention is shown;
[0038] Figure 4 The schematic diagram of the internal structure of the processing station of the present invention is shown;
[0039] Figure 5 The schematic diagram of the structure of the gluing control system of the present invention is shown;
[0040] Legend: 1. Equipment base; 2. Processing station; 3. Equipment bracket; 4. First motor; 5. Main drive shaft; 6. Glue injection turntable; 7. Glue storage tank; 8. Glue nozzle; 9. Connecting shaft; 10. Coating scraper; 11. Second motor; 12. Reversing shaft; 13. Reversing side plate; 14. Through long groove; 15. Limiting plug shaft; 16. Magnet block; 17. Reset spring; 18. Movable cavity; 19. Third motor; 20. Rotating shaft; 21. Swinging shaft; 22. Magnetic block; 23. Cooling channel; 24. Preheating channel; 25. Circulation pipeline; 26. Air cooler; 27. Cold air delivery pipeline; 28. Hot air delivery pipeline; 29. Guide shaft; 30. Notch. DETAILED DESCRIPTION
[0041] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.
[0042] Embodiment 1:
[0043] like Figure 1-4 As shown, a glue coating and cooling device for processing an induction heating core of an automotive motor includes a device base 1 and a glue coating control system. A reversing mechanism is fixedly arranged on the top surface of the device base 1, and a plurality of processing stations 2 are connected to the output end of the reversing mechanism. A limiting mechanism is fixedly arranged on the top surface of the processing station 2. A device bracket 3 is fixedly arranged on the top surface of the device base 1, and a coating mechanism is fixedly arranged on the bottom surface of the device bracket 3. A cooling circulation mechanism is fixedly arranged on the top surface of the device base 1.
[0044] The coating mechanism includes a first motor 4 and a glue storage tank 7. The first motor 4 is fixedly mounted on the bottom surface of the equipment bracket 3. A main driving shaft 5 is fixedly mounted on the outer surface of the output end of the first motor 4. A glue injection turntable 6 is fixedly mounted on the bottom surface of the main driving shaft 5. The glue storage tank 7 is fixedly mounted inside the glue injection turntable 6. A glue discharge pressurizing system is fixedly mounted inside the glue storage tank 7. A glue discharge nozzle 8 is fixedly mounted on the bottom surface of the glue storage tank 7. A connecting shaft 9 is fixedly mounted on the bottom surface of the connecting shaft 9. A coating scraper 10 is fixedly mounted on the bottom surface of the coating scraper 10. A notch 30 is formed inside the coating scraper 10.
[0045] The reversing mechanism includes a second motor 11 and a reversing shaft 12. The second motor 11 is fixedly mounted on the top surface of the equipment base 1. The reversing shaft 12 is connected to the top surface of the output end of the second motor 11. Reversing side plates 13 are fixedly mounted on the outer two side surfaces of the reversing shaft 12. The processing station 2 is fixedly mounted on the end surface of the reversing side plate 13.
[0046] The limiting mechanism includes a limiting plug shaft 15 and a control component. A plurality of through long grooves 14 are opened on the top surface of the processing station 2. The limiting plug shaft 15 is movably connected to the inner wall of the through long groove 14. A magnet block 16 is fixedly provided on the bottom surface of the limiting plug shaft 15. A reset spring 17 is commonly connected between the magnet block 16 and the through long groove 14. A movable cavity 18 is opened inside the processing station 2, and the control component is fixedly provided on the inner wall of the movable cavity 18.
[0047] The control component includes a third motor 19 and a swing shaft 21. The third motor 19 is fixed to the inner wall of the movable cavity 18. A rotating shaft 20 is fixed to the outer surface of the output end of the third motor 19. One end of a plurality of swing shafts 21 is connected to the outer surface of the rotating shaft 20, and the other end of the swing shaft 21 is connected to a magnetic block 22.
[0048] The cooling circulation mechanism includes a cooling channel 23 and a preheating channel 24, which are respectively fixed on the top surface of the equipment base 1, and a circulation pipe 25 is commonly connected between the cooling channel 23 and the preheating channel 24. An air cooler 26 is fixed on the bottom surface of the equipment base 1, and a cold air delivery pipe 27 is connected to the outer surface of the output end of the air cooler 26, and the end surface of the cold air delivery pipe 27 is connected to the inside of the cooling channel 23. The outer surface of the input end of the air cooler 26 is connected to the hot air delivery pipe 28, and the end surface of the hot air delivery pipe 28 is connected to the inside of the preheating channel 24.
[0049] An annular groove is formed on the bottom surface of the equipment support 3, and a plurality of guide shafts 29 are evenly distributed on the top surface of the glue injection turntable 6. The end surface of the guide shaft 29 is movably connected to the inner wall of the annular groove.
[0050] Here’s how it works:
[0051] When in use, the starting point of the processing station 2 is the processing loading and unloading point, the iron core monoliths to be processed are placed on the processing station 2 one by one, and the limiting plug shaft 15 is adapted to the opening on the iron core monolith, and then the iron core monolith is fixed, and the reversing shaft 12 is driven to rotate by the second motor 11. At this time, the processing station 2 rotates along the top of the preheating channel 24 to the bottom of the coating mechanism, and the iron core monolith on the processing station 2 is preheated through the preheating channel 24 to prepare for uniform coating;
[0052] After the processing station 2 moves to the bottom of the coating mechanism, it is stationary. At this time, the glue discharging pressure system is controlled by the glue coating control system to extrude the glue in the glue storage tank 7 from the glue discharging nozzle 8 to the surface of the iron core monolithic sheet. The second motor 11 drives the glue injection turntable 6 to rotate, so that the glue is evenly coated on the surface of the iron core monolithic sheet. At the same time, the coating scraper 10 is driven to rotate along the surface of the iron core monolithic sheet to evenly coat the glue. The limiting plug shaft 15 passes through the notch 30 to ensure that the coating scraper 10 can rotate smoothly. After the second motor 11 drives the glue injection turntable 6 to rotate one circle, the glue discharging pressure system stops discharging glue. The second motor 11 drives the glue injection turntable 6 to rotate one and a half circles and then stops rotating. The gluing process is completed to ensure that the glue is evenly coated.
[0053] The first motor 4 drives the steering shaft to rotate further, so that the processing station 2 moves along the cooling channel 23 to reach the processing and loading and unloading point. The low-temperature airflow flows in the cooling channel 23, and the iron core monolithic sheet on the processing station 2 is cooled by heat exchange to accelerate the solidification of the glue. The heated airflow in the cooling channel 23 is led out to the preheating pipeline through the circulation pipeline 25 for heat recovery and reuse, and is cooled again by the air cooler 26 and reused. The cooling effect is good, and the internal circulation is realized, which reduces air pollution.
[0054] After the processing station 2 arrives at the processing and loading and unloading point, the third motor 19 drives the rotating shaft 20 to rotate, so that the magnetic block 22 overlaps with the magnet block 16. Since the magnetic properties of the corresponding surfaces of the magnetic block 22 and the magnet block 16 are opposite, the magnet block 16 moves downward along the long groove 14 under the action of magnetic attraction, and the reset spring 17 is compressed, so that the limit plug shaft 15 retracts downward, and the glue-coated iron core single piece can be removed.
[0055] Embodiment 2:
[0056] like Figure 5 As shown, a glue coating and cooling device for processing induction heating cores of automotive motors includes a device base 1 and a glue coating control system, and the glue coating control system includes a data acquisition unit, a glue output amount estimation unit, a control unit, a feedback analysis unit, and a glue amount calibration unit;
[0057] The data acquisition unit is used to obtain the size of the motor core to be processed, and then obtain the size of the single core piece, calculate the cross-sectional area of the single core piece using the grid method, and send it to the glue output estimation unit;
[0058] The glue output amount estimation unit is used to obtain historical processing parameters and the cross-sectional area of a single iron core piece corresponding to the historical processing parameters from a database, establish a glue output amount estimation model according to a deep learning algorithm, obtain the cross-sectional area of a single iron core piece to be processed, substitute it into the glue output amount estimation model to output a single glue output value, and send it to the control unit;
[0059] The specific process of outputting a single glue output value is as follows:
[0060] S101, obtaining historical processing parameters and the cross-sectional area of the single iron core corresponding to the historical processing parameters from a database, wherein the historical processing parameters include the rotation speed of the first motor 4, the single glue discharge value of the glue discharge pressurizing system, and the rotation speed of the second motor 11, and integrating the historical processing parameters and the corresponding cross-sectional area of the single iron core into a training sample;
[0061] S102, dividing the generated training samples into a training set and a test set according to a ratio of 8:2;
[0062] S103, downloading the weight file and loading it onto the corresponding network to initialize the migration network parameters, and determining the number of hidden layer nodes of the BP neural network model according to the number of historical processing parameters in the training set;
[0063] S104, modifying the last fully connected layer of the network, keeping the input unchanged, setting the output to the estimated value of the glue output, initializing the weight of the last layer, using the gradient descent algorithm for learning, and using fixed step size decay to optimize the training parameters, retraining the entire network, and obtaining a glue output estimation model;
[0064] S105, during the training process, randomly and non-repeatedly extract small batches of historical processing parameters from the training set, extracting all the historical processing parameters in the training set is a training cycle, iterate to a certain cycle to complete the training, and then use the test set to evaluate the model effect;
[0065] S106, substituting the cross-sectional area of the iron core single piece to be processed into the glue output estimation model to obtain a single glue output value.
[0066] The control unit is used to obtain the single glue discharge value and adjust the output power of the glue discharge pressurization system so that the extrusion amount at the glue discharge nozzle 8 reaches the single glue discharge value, and at the same time control the first motor 4 to drive the glue injection turntable 6 to rotate to complete the coating process;
[0067] The feedback analysis unit is used to obtain a plurality of groups of pressure data between the core monolithic sheet and the processing tooling through a micro-force sensor arranged at the bottom of the processing tooling, calculate the glue coating evaluation coefficient according to the pressure data, and judge the glue coating evaluation coefficient according to a preset glue coating standard evaluation threshold value to generate a qualified signal or a calibration signal, and send the calibration signal to the glue quantity calibration unit;
[0068] The specific process of generating a qualified signal or a calibration signal is as follows:
[0069] S201, obtain several sets of pressure data between the core single piece and the processing tooling, and calculate the glue coating evaluation coefficient Wi according to the following formula: Where i=1, 2, 3, ..., n, n is the number of micro-force sensors arranged at the bottom of the processing tooling, is the initial pressure data between the iron core monolithic sheet and the processing tooling before gluing, and the gluing evaluation coefficient Wi is used to reflect the distribution uniformity of the glue on the iron core monolithic sheet after gluing. The larger the gluing evaluation coefficient Wi is, the worse the gluing effect is, and vice versa, the smaller the gluing evaluation coefficient Wi is, the better the gluing effect is;
[0070] S202, obtaining a preset glue coating standard assessment threshold Wmin, and if the glue coating assessment coefficient Wi is greater than or equal to the glue coating standard assessment threshold Wmin, generating a calibration signal and sending it to the glue quantity calibration unit;
[0071] If the glue coating evaluation coefficient Wi is less than the glue coating compliance evaluation threshold Wmin, a qualified signal is generated.
[0072] The glue quantity calibration unit is used to obtain the calibration signal, and judge the glue quantity calibration trend according to the coating evaluation coefficient, and obtain a new single glue discharge value from the glue discharge quantity estimation unit again, and send the single glue discharge value that meets the glue quantity calibration trend to the control unit for secondary glue discharge calibration;
[0073] Obtaining a preset evaluation judgment threshold Wmax, if the coating evaluation coefficient is greater than or equal to the evaluation judgment threshold Wmax, the glue amount calibration trend is to increase the glue output;
[0074] If the coating evaluation coefficient is less than the evaluation judgment threshold Wmax, the glue amount calibration trend is to reduce the glue output.
[0075] The present invention establishes a glue output prediction model according to a deep learning algorithm, and substitutes the cross-sectional area of a single iron core piece to be processed into the glue output prediction model to output a single glue output value, and then adjusts the output power of the glue output pressurization system so that the extrusion amount at the glue output nozzle 8 reaches the single glue output value, calculates the glue coating evaluation coefficient according to the pressure data during the glue coating process, and judges the glue coating evaluation coefficient according to a preset glue coating standard evaluation threshold, and again obtains a new single glue output value from the glue output prediction unit, and sends the single glue output value that meets the glue amount calibration trend to the control unit for secondary glue output calibration.
[0076] The threshold is set to facilitate comparison. The size of the threshold depends on the amount of sample data and the number of bases set by technicians in this field for each group of sample data; as long as it does not affect the proportional relationship between the parameter and the quantized value.
[0077] The above formulas are all dimensionless and numerical calculations. The formula is a formula obtained by collecting a large amount of data and performing software simulation to obtain the most recent real situation. The preset parameters in the formula are set by technicians in this field according to actual conditions.
[0078] In the two embodiments provided in the present application, it should be understood that the disclosed devices and systems can be implemented in other ways; for example, the device embodiments described above are only schematic, for example, the division of the modules is only a logical function division, and there may be other division methods in actual implementation, such as multiple modules or components can be combined or integrated into another system, or some features can be ignored or not executed; another point, the mutual coupling or direct coupling or communication connection shown or discussed can be through some interfaces, the indirect coupling or communication connection of devices or modules can be electrical, mechanical or other forms;
[0079] The above description is only a preferred specific implementation manner of the present invention, but the protection scope of the present invention is not limited thereto. Any technician familiar with the technical field can make equivalent replacements or changes according to the technical scheme and inventive concept of the present invention within the technical scope disclosed by the present invention, which should be covered by the protection scope of the present invention.
Claims
1. A glue coating and cooling device for processing induction heating cores of automotive motors, comprising a device base (1) and a glue coating control system, characterized in that: A reversing mechanism is fixedly provided on the top surface of the equipment base (1), a plurality of processing stations (2) are connected to the output end of the reversing mechanism, a limiting mechanism is fixedly provided on the top surface of the processing station (2), an equipment bracket (3) is fixedly provided on the top surface of the equipment base (1), a coating mechanism is fixedly provided on the bottom surface of the equipment bracket (3), and a cooling circulation mechanism is fixedly provided on the top surface of the equipment base (1); The coating mechanism comprises a first motor (4) and a glue storage tank (7); the first motor (4) is fixedly mounted on the bottom surface of the equipment support (3); a main drive shaft (5) is fixedly mounted on the outer surface of the output end of the first motor (4); a glue injection turntable (6) is fixedly mounted on the bottom surface of the main drive shaft (5); the glue storage tank (7) is fixedly mounted inside the glue injection turntable (6); a glue discharge pressurizing system is fixedly mounted inside the glue storage tank (7); a glue discharge nozzle (8) is fixedly mounted on the bottom surface of the glue storage tank (7); a connecting shaft (9) is fixedly mounted on the bottom surface of the glue injection turntable (6); a coating scraper (10) is fixedly mounted on the bottom surface of the connecting shaft (9); a notch (30) is formed inside the coating scraper (10).
2. The glue coating and cooling equipment for processing induction heating core of automotive motor according to claim 1 is characterized in that: The reversing mechanism comprises a second motor (11) and a reversing shaft (12); the second motor (11) is fixedly mounted on the top surface of the equipment base (1); the reversing shaft (12) is connected to the top surface of the output end of the second motor (11); reversing side plates (13) are fixedly mounted on the outer two side surfaces of the reversing shaft (12); and the processing station (2) is fixedly mounted on the end surface of the reversing side plate (13).
3. The glue coating and cooling equipment for processing induction heating iron core of automotive motor according to claim 1 is characterized in that: The limiting mechanism comprises a limiting plug shaft (15) and a control component. The top surface of the processing station (2) is provided with a plurality of through long grooves (14). The limiting plug shaft (15) is movably connected to the inner wall of the through long grooves (14). A magnet block (16) is fixedly provided on the bottom surface of the limiting plug shaft (15). A return spring (17) is commonly connected between the magnet block (16) and the through long grooves (14). A movable cavity (18) is provided inside the processing station (2), and the control component is fixedly provided on the inner wall of the movable cavity (18).
4. The glue coating and cooling equipment for processing induction heating core of automotive motor according to claim 3 is characterized in that: The control component comprises a third motor (19) and a swing shaft (21); the third motor (19) is fixedly arranged on the inner wall of the movable cavity (18); a rotating shaft (20) is fixedly arranged on the outer surface of the output end of the third motor (19); one end of a plurality of the swing shafts (21) is connected to the outer surface of the rotating shaft (20); and the other end of the swing shaft (21) is connected to a magnetic attraction block (22).
5. The glue coating and cooling equipment for processing induction heating core of automotive motor according to claim 1 is characterized in that: The cooling circulation mechanism comprises a cooling channel (23) and a preheating channel (24); the cooling channel (23) and the preheating channel (24) are respectively fixedly arranged on the top surface of the equipment base (1); a circulation pipe (25) is commonly connected between the cooling channel (23) and the preheating channel (24); an air cooler (26) is fixedly arranged on the bottom surface of the equipment base (1); an outer surface of the output end of the air cooler (26) is connected to a cold air delivery pipe (27); a terminal surface of the cold air delivery pipe (27) is connected to the inside of the cooling channel (23); an outer surface of the input end of the air cooler (26) is connected to a hot air delivery pipe (28); a terminal surface of the hot air delivery pipe (28) is connected to the inside of the preheating channel (24).
6. The glue coating and cooling equipment for processing induction heating core of automotive motor according to claim 1 is characterized in that: The bottom surface of the equipment bracket (3) is provided with an annular groove, and the top surface of the injection turntable (6) is evenly distributed with a plurality of guide shafts (29), and the end surface of the guide shaft (29) is movably connected to the inner wall of the annular groove.
7. The glue coating and cooling equipment for processing induction heating iron core of a motor for vehicle according to claim 1 is characterized in that: The glue coating control system includes a data acquisition unit, a glue output amount estimation unit, a control unit, a feedback analysis unit and a glue amount calibration unit; The data acquisition unit is used to obtain the size of the motor core to be processed, and then obtain the size of the single core piece, calculate the cross-sectional area of the single core piece using the grid method, and send it to the glue output estimation unit; The glue output amount estimation unit is used to obtain historical processing parameters and the cross-sectional area of a single iron core piece corresponding to the historical processing parameters from a database, establish a glue output amount estimation model according to a deep learning algorithm, obtain the cross-sectional area of a single iron core piece to be processed, substitute it into the glue output amount estimation model to output a single glue output value, and send it to the control unit; The control unit is used to obtain a single glue discharge value and adjust the output power of the glue discharge pressurizing system so that the extrusion amount at the glue discharge nozzle (8) reaches the single glue discharge value, and at the same time controls the first motor (4) to drive the glue injection turntable (6) to rotate to complete the coating process; The feedback analysis unit is used to obtain a plurality of groups of pressure data between the core monolithic sheet and the processing tooling through a micro-force sensor arranged at the bottom of the processing tooling, calculate the glue coating evaluation coefficient according to the pressure data, and judge the glue coating evaluation coefficient according to a preset glue coating standard evaluation threshold value to generate a qualified signal or a calibration signal, and send the calibration signal to the glue quantity calibration unit; The glue quantity calibration unit is used to obtain the calibration signal, and judge the glue quantity calibration trend according to the coating evaluation coefficient, and obtain a new single glue discharge value from the glue discharge quantity estimation unit again, and send the single glue discharge value that meets the glue quantity calibration trend to the control unit for secondary glue discharge calibration.
8. The glue coating and cooling equipment for processing induction heating core of automotive motor according to claim 7 is characterized in that: The specific process of outputting a single glue output value is as follows: S101, obtaining historical processing parameters and the cross-sectional area of a single iron core corresponding to the historical processing parameters from a database, wherein the historical processing parameters include the rotation speed of the first motor (4), the single glue discharge value of the glue discharge pressurizing system, and the rotation speed of the second motor (11), and integrating the historical processing parameters and the corresponding cross-sectional area of the single iron core into a training sample; S102, dividing the generated training samples into a training set and a test set according to a ratio of 8:2; S103, downloading the weight file and loading it onto the corresponding network to initialize the migration network parameters, and determining the number of hidden layer nodes of the BP neural network model according to the number of historical processing parameters in the training set; S104, modifying the last fully connected layer of the network, keeping the input unchanged, setting the output to the estimated value of the glue output, initializing the weight of the last layer, using the gradient descent algorithm for learning, and using fixed step size decay to optimize the training parameters, retraining the entire network, and obtaining a glue output estimation model; S105, during the training process, randomly and non-repeatedly extract small batches of historical processing parameters from the training set, extracting all the historical processing parameters in the training set is a training cycle, iterate to a certain cycle to complete the training, and then use the test set to evaluate the model effect; S106, substituting the cross-sectional area of the iron core single piece to be processed into the glue output estimation model to obtain a single glue output value.
9. The glue coating and cooling equipment for processing induction heating core of automotive motor according to claim 7, characterized in that: The specific process of generating a qualified signal or a calibration signal is as follows: S201, obtain several sets of pressure data between the core single piece and the processing tooling, and calculate the glue coating evaluation coefficient Wi according to the following formula: Where i = 1, 2, 3, ..., n, n is the number of micro-force sensors installed at the bottom of the processing tooling, is the initial pressure data between the core monolithic sheet and the processing tooling before gluing, and the gluing evaluation coefficient Wi is used to reflect the distribution uniformity of glue on the core monolithic sheet after gluing; S202, obtaining a preset glue coating standard assessment threshold Wmin, and if the glue coating assessment coefficient Wi is greater than or equal to the glue coating standard assessment threshold Wmin, generating a calibration signal and sending it to the glue quantity calibration unit; If the glue coating evaluation coefficient Wi is less than the glue coating compliance evaluation threshold Wmin, a qualified signal is generated.