Preparation process of a micro-spacing orderly closely arranged porous needle plate and a porous needle plate mold
Through the combination of 3D metal printing and femtosecond laser processing, three-dimensional models are designed and machine vision and deep learning technology are used to solve the problem of positioning difficulties and uneven pore distribution in micropore processing, and the efficient preparation of high-precision micropore molds is achieved, improving processing efficiency and mold performance.
Patent Information
- Application Number
- CN202510654093.8
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2025-05-21
- Publication Date
- 2025-07-25
- Estimated Expiration
- 2045-05-21
AI Technical Summary
Traditional micropore manufacturing methods are difficult to achieve small pore size, high precision, uneven pore distribution and low processing efficiency. The existing laser and electric spark drilling technologies are limited by the device size and material properties, and cannot meet the needs of efficient and low-cost micropore processing.
Combining 3D metal printing technology and femtosecond laser processing, we use three-dimensional models to design and reserve hole marking points, and use machine vision recognition and deep learning technology to perform positioning correction, and combine heat treatment to improve material performance to achieve accurate processing of micropores.
It realizes efficient preparation of high-precision micropore molds, with small hole spacing and orderly arrangement, which improves processing efficiency, hardness and wear resistance of the mold, extends service life, and solves the positioning difficulties and rough hole wall problems in traditional methods.
Smart Images

Figure CN120170086B_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the field of precision mold manufacturing, and particularly to a preparation process for a micro-spacing ordered closely-packed porous needle plate and a porous needle plate mold. Background Art
[0002] Traditional methods for manufacturing needle plate molds often rely on complex machining processes. For needle plate molds with a large number of tiny holes, mechanical drilling using micro drills is usually employed. However, this method has many problems. It is difficult to achieve small holes with a diameter less than 0.2 mm, the hole diameter error is large, the machining accuracy is low, and the machining time is long. Moreover, only one hole can be machined at a time and it needs to be carried out sequentially. During machining, it is also necessary to clean up debris and solve the problem of heat generation. In addition, the currently commonly used laser drilling and electric discharge machining technologies also have certain limitations. For example, in the "array-type intelligent laser drilling mechanism" mentioned in Chinese invention patent CN201810012135.8, although a certain number of single-row holes can be machined at one time, due to the size of the laser drilling device, it is impossible to achieve a micro-hole spacing of millimeters. And in the "electric discharge machining device and electric discharge machining method" mentioned in Chinese invention patent CN202410696601.4, although the drilling efficiency is improved, due to the limitation of the size of the motor chuck, only a certain number of tool electrodes can be installed, resulting in a limited number of holes machined each time and it is impossible to uniformly machine complex closely-packed small holes. At the same time, laser drilling is limited by the thickness of the processed material, and electric discharge machining is not only slow but also limited by the type of processed material. Currently, there is no technology that combines 3D metal printing technology and femtosecond laser processing technology to prepare molds with numerous micro-holes.
[0003] In summary, traditional micro-hole manufacturing methods and existing patents cannot meet the requirements of an increasingly smaller micro-hole spacing of the needle plate and the needs of the industry for high efficiency and low cost. Therefore, there is an urgent need for a new preparation process to effectively solve problems such as difficult positioning, low efficiency, uneven hole distribution, too large hole spacing, and rough hole walls in micro-hole machining, and to promote the further development of micro-hole manufacturing technology. Summary of the Invention
[0004] The technical problem to be solved by the embodiments of the present invention is to provide a preparation process for a micro-spacing ordered closely-packed porous needle plate and a porous needle plate mold, which can accurately position and machine micro-holes.
[0005] To solve the above technical problem, the embodiments of the present invention provide a preparation process for a micro-spacing ordered closely-packed porous needle plate, which is characterized by including the following steps:
[0006] S1: Design the 3D model of the mold, reserve the hole position marking points, set the laser processing parameters according to the characteristics of the selected material and the accuracy requirements of the required mold, fill the selected metal powder, and manufacture the blank of the needle plate mold by 3D metal printing technology;
[0007] S2: Heat-treat the blank of the needle plate mold according to the performance requirements of the selected material;
[0008] S3: Identify the reserved hole position marking points through machine vision and correct the positioning deviation, and select different laser processing parameters according to the surface quality grade of the mold to finely process the inner surface of the micro-needle holes in the blank of the needle plate mold.
[0009] Further, the reserved hole position marking points are pits with a diameter of 0.10 - 0.20 mm, a thickness of 0.06 - 0.10 mm, and a depth of 0.3 - 0.8 mm.
[0010] Further, the laser processing parameters include the molten pool area and the energy density;
[0011] The molten pool area is used to optimize the scanning strategy, and the calculation method of the molten pool area is:
[0012]
[0013] Among them, A is the molten pool area, P is the laser power, v1 is the scanning speed, and d1 is the spot diameter, and the value is less than or equal to half of the processing hole diameter;
[0014] The energy density is used to ensure that the metal powder is fully melted and defect-free, and the calculation method of the energy density is:
[0015]
[0016] Among them, Effective is the energy density, σ is the absorption rate of the material to the laser, h is the layer thickness, and s is the line spacing.
[0017] Further, the metal powder material is one or more of stainless steel, titanium alloy, aluminum alloy or copper alloy.
[0018] Further, the heat treatment includes solution treatment and aging treatment, including the steps of:
[0019] Heat the blank of the needle plate mold to 1000 °C, keep it warm for 2 hours and then quickly cool it to improve the uniformity and hardness of the material, and then heat the blank of the needle plate mold to 500 °C and keep it warm for 6 hours to further improve the strength and hardness of the material.
[0020] Further, the method of machine vision recognition includes:
[0021] The machine vision system optimized by deep learning method monitors the reserved hole position marker point array in real time;
[0022] For the correction process of positioning deviation, a fine-tuning algorithm based on adaptive adjustment of monomer parameters is adopted to achieve high-precision dynamic compensation.
[0023] Furthermore, the steps of correcting the positioning deviation include:
[0024] S301: Scan the collected image of the needle plate mold from the upper left corner to the lower right corner, perform global threshold segmentation, isolate non-connected regions, select the target and optimize the image in the target region, calculate the area of the region to be detected. If the area of the region to be detected is greater than a predetermined value, re-segment the image; otherwise, calculate the center coordinates of the reserved hole position markers in the region to be detected;
[0025] S302: Perform an affine transformation on the center coordinate positions of the reserved hole position markers to obtain the positioning of several actual detection regions;
[0026] S303: Extract the image of the reserved hole position markers and remove the background to reduce the number of subsequent calculations;
[0027] S304: Transmit the positioning information of the reserved hole position markers into the computer to provide accurate positioning information for subsequent laser processing.
[0028] Furthermore, the deep learning method includes one of the YOLOv5 model and the SSD model.
[0029] Furthermore, the surface quality grades of the mold include Grade A surface: Ra ≤ 0.1, Grade B surface: 0.1 < Ra ≤ 1, Grade C surface: 1 < Ra ≤ 10;
[0030] Among them, is the arithmetic mean roughness, and the calculation method is:
[0031]
[0032] Among them, k is the material coefficient, with a value range of 0 - 1, f is the pulse frequency, v2 is the feed rate, α is the starting radius angle, β is the ending radius angle, P is the laser power, d2 is the single-layer feed amount, and Δz is the defocus amount.
[0033] Correspondingly, the embodiment of the present invention also provides a porous needle plate mold obtained according to the above method, including a bottom plate (1), positioning holes (2), connection holes (3), and micro-needle holes (4). The positioning holes (2) are distributed on the central axis of the bottom plate (1) and close to the edge position. The connection holes (3) are distributed on the diagonal of the bottom plate (1) and close to the edge position. The micro-needle holes (4) are arranged in an orderly manner in the central area of the bottom plate (1);
[0034] Among them, the cross-section of the micro pinholes (4) is circular, with a diameter of 0.15 mm, 30 rows, 61 columns, a total of 1830 holes, and the adjacent row and column spacings are both 0.325 mm.
[0035] Implementing the embodiments of the present invention has the following beneficial effects:
[0036] 1. In terms of process, the present invention rapidly manufactures a blank of a needle plate mold with a complex shape through 3D metal printing technology. By using the unique "additive manufacturing" method of 3D metal printing technology to replace the traditional "subtractive manufacturing" method, it can achieve the integrated molding of a complex porous structure without machining each hole one by one. Thus, hundreds or thousands of holes with different rows and columns can be generated synchronously in a single manufacturing process, greatly improving the efficiency and design freedom. According to actual needs, the spacing, diameter, and quantity of the micro pinholes on the needle plate mold can be flexibly designed. In addition, solution treatment and aging treatment are performed on the manufactured needle plate mold to improve the strength and hardness of the mold. Moreover, the hole walls of the mold are finely processed by femtosecond laser processing technology, which not only improves the smoothness of the hole walls but also enhances their anti-wear and anti-corrosion capabilities, greatly extending the service life of the mold. The combination of the two solves the problems of low micro-hole processing efficiency, uneven hole distribution, too large hole spacing, and rough hole walls, and successfully realizes the efficient preparation of a high-precision needle plate mold with numerous micro-holes, small hole spacing, and orderly arrangement of micro-holes, providing a more advanced and reliable mold manufacturing solution for the field of diamond cold press equipment and promoting the development of the industry towards higher precision and higher efficiency.
[0037] 2. In terms of process, the present invention combines 3D metal printing technology and laser processing, and introduces machine vision and deep learning technologies to solve the problem of difficult positioning in micro-hole processing. Specifically, by increasing the number of detection heads and using depthwise separable convolution, the marking features of tiny reserved hole sites can be quickly identified; at the same time, DSCBS units and coordinate attention modules are inserted to further optimize the effects of lightweight and high-precision detection. In addition, using the position point mapping principle, the coordinate positions of the acquired images are converted into the positioning information required for laser processing, thus realizing the seamless connection between 3D metal printing technology and laser processing. The entire process can be completed on one device, significantly improving the preparation efficiency of the needle plate mold while ensuring the accuracy and stability of micro-hole processing.
[0038] 3. Before implementing laser processing, the present invention can select appropriate laser processing parameters according to the surface quality grade of the mold by establishing a database of mold surface quality grades and laser processing parameters in a computer. By precisely controlling the process parameters, the consistency between the mold surface roughness and the calculated value can be achieved, thereby ensuring surface smoothness. At the same time, this method maximally protects the surface quality of the mold and significantly improves the hardness, wear resistance, and corrosion resistance of the mold surface, ultimately extending the service life of the mold. BRIEF DESCRIPTION OF THE DRAWINGS
[0039] Figure 1 is a schematic flow chart of the preparation process of the present invention;
[0040] Figure 2 is a schematic flow chart of the machine vision system identifying the reserved hole position marking points and correcting the positioning deviation;
[0041] Figure 3 is a three-dimensional structure schematic diagram of the porous needle plate mold of the present invention;
[0042] Figure 4 is a schematic diagram of the dimension marking of the porous needle plate mold of the present invention
[0043] Figure 5 is shown Figure 4 a partial enlarged schematic diagram of part A in DETAILED DESCRIPTION OF THE EMBODIMENTS
[0044] In the description of this embodiment, it should be understood that the terms "diameter", "depth", "thickness", "upper", "vertical", "horizontal", "center", "diagonal", "inner", etc. indicate the orientation or positional relationship based on the orientation or positional relationship shown in the drawings. It is only for the convenience of describing the present invention and simplifying the description, rather than indicating or implying that the device or element referred to must have a specific orientation, be constructed and operated in a specific orientation, and therefore cannot be understood as a limitation to the present invention.
[0045] The following is a description of the preferred embodiments of the present invention in conjunction with the attached Figures 1 to 5 It should be understood that the preferred embodiments described herein are only used to illustrate and explain the present invention, and are not used to limit the present invention.
[0046] In a specific embodiment of this embodiment, as Figure 1 shown, a preparation process of a micro-spacing ordered densely packed porous needle plate is implemented through the following steps.
[0047] S1: Design a three-dimensional model of the needle plate mold through CAD software, reserve hole position marking points, set laser processing parameters according to the characteristics of the selected material and the required accuracy of the mold, fill the selected metal powder, and manufacture the needle plate mold blank through 3D metal printing technology.
[0048] The reserved hole position marking points are pits with a diameter of 0.15 mm, a thickness of 0.08 mm, and a depth of 0.5 mm.
[0049] Specifically, first, draw a basic contour sketch of the needle plate mold in the selected 3D CAD software, and clearly mark the positions and quantities of the positioning holes 2, connection holes 3, and micro-needle holes 4 in the sketch. The positions and quantities of these holes are pre-designed according to the usage requirements of the mold. Then, use the stretching tool of the software to directly stretch the sketch with hole position markings into a 3D model to form the main structure of the needle plate mold. During the stretching process, set the stretching height according to the design requirements to ensure that the thickness of the mold meets the actual usage requirements. Subsequently, create a rectangular sketch on the reference plane 0.5 mm away from the surface inside the needle plate mold. The shape and size of this sketch are slightly larger than the area of the micro-needle hole 4, so as to cover the micro-needle hole 4 area. Use the stretching tool to stretch this sketch downward by 0.08 mm to convert it into a solid feature, thereby dividing the through-hole of the micro-needle hole into upper and lower parts. When detecting from top to bottom, each micro-needle hole shows a pit shape, which is the above-mentioned reserved hole position marking point. These marking points facilitate the accurate identification of the machine vision system, and then correct the positioning error of the needle plate mold blank, ensuring that in the subsequent femtosecond laser processing process, the micro-needle hole 4 array can achieve high-precision alignment.
[0050] In the above, the metal powder material is one or more of stainless steel, titanium alloy, aluminum alloy, or copper alloy.
[0051] Preferably, the laser parameters include processing technology, laser type, molten pool area, and energy density; the laser processing technology is any one of selective laser melting or electron beam melting; the laser type is any one of green laser or red laser;
[0052] The molten pool area is used to optimize the scanning strategy:
[0053] (1);
[0054] Among them, is the molten pool area, is the laser power, v1 is the scanning speed, d1 is the spot diameter, and the value is less than or equal to half of the processing aperture;
[0055] The energy density is used to ensure that the metal powder is fully melted and defect-free:
[0056] (2);
[0057] Among them, is the energy density, is the absorption rate of the material to the laser (green laser: 0.4 - 0.6, infrared laser: 0.05 - 0.15), is the layer thickness, is the line spacing.
[0058] In some embodiments of the present invention, the scanning strategy is optimized through the correlation between the molten pool area and the laser processing parameters. Specifically, laser parameters with high power and low scanning speed can form a large molten pool, which helps to improve the fusion efficiency of the main structure; while laser parameters with low power and high scanning speed form a small molten pool, which is beneficial to ensuring the accuracy of the micro-holes. At the same time, the data of the molten pool area is related to the geometric features of the preliminary forming of the micro-holes, providing a reference for the femtosecond laser finishing. If the molten pool area fluctuates greatly, it may lead to stepped defects on the hole wall. At this time, the scanning times of the femtosecond laser need to be increased in the finishing stage. In addition, the pulse frequency and defocus amount of the femtosecond laser can be adjusted according to the historical data of the molten pool area to ensure that the surface quality grade of the micro-needle hole 4 meets the predetermined requirements. Finally, the molten pool area and the corresponding laser processing parameters are stored in the database and classified according to the mold quality grade (such as grades A, B, and C) to realize intelligent parameter recommendation, thus significantly reducing the trial-and-error cost and improving the preparation efficiency.
[0059] As one of the specific implementation manners of this embodiment, the selected metal powder material is copper alloy powder, and the selected laser processing technology is selective laser melting. Copper alloy has a high reflectivity and high thermal conductivity, and a relatively high laser power is required to ensure sufficient melting of the powder. Therefore, a 500W green laser is used, and the scanning speed is set to 1000mm / s for printing the main structure of the needle plate mold, taking into account melting and efficiency. When printing the area of the micro-needle hole 4, the power is reduced to 300W and the speed is increased to 1500mm / s to match the high-precision requirements of the micro-holes. The powder spot diameter is set to 0.05mm to ensure concentrated energy and a reasonable molten pool size, the scanning line distance is set to 0.08mm to ensure close connection of the molten pools, and the layer thickness is set to 0.04mm, taking into account both precision and efficiency. By reasonably selecting and optimizing these laser parameters, a needle plate mold blank can be manufactured in a 3D metal printing device, ensuring good printing quality and efficiency when printing the needle plate mold with copper alloy powder.
[0060] Specifically, after 3D metal printing is completed, a high-precision confocal laser scanner integrated in the 3D printing device is used to perform non-contact detection on the wall of the micro-needle hole 4. By measuring the reflection signal at the edge of the hole opening, the hole opening diameter is calculated, and the laser focus is vertically moved along the hole wall to record the focal displacement difference, thereby determining the hole depth. If the detected hole diameter or depth exceeds the design tolerance, the system automatically marks the abnormal hole position, and according to the detection results, parameters such as the power and scanning times of the subsequent femtosecond laser processing are adjusted to compensate for the errors in the hole diameter and depth. Through the above detection and compensation process, it is ensured that the hole diameter and depth of the micro-needle hole 4 meet the design requirements.
[0061] In S2, the heat treatment method is solution treatment and aging treatment.
[0062] Specifically, first heat the blank of the needle plate die to 1000 °C, keep it warm for 2 hours and then quickly cool it to improve the uniformity and hardness of the material. Then heat the blank of the needle plate die to 500 °C again and keep it warm for 6 hours to further improve the strength and hardness of the material.
[0063] In S3, a machine vision system optimized by deep learning technology is used to monitor the array of reserved hole position marking points in real time.
[0064] For the correction process of the positioning deviation, a fine-tuning algorithm based on the adaptive adjustment of monomer parameters is adopted to achieve high-precision dynamic compensation.
[0065] Specifically, the deep learning technology can adopt models such as YOLOv5 (You Only Look at Once v5), SSD (Single Shot MultiBox Detector) or other object detection models. Before being officially used for image detection, these models need to be pre-trained through a marked data set. Usually, different data sets with reserved marking points are used for the training data set, and the method of re-inspecting and marking training is adopted to further optimize the model performance.
[0066] Combined Figure 2 As shown, the steps for correcting the positioning deviation include:
[0067] S301: Scan the collected image of the needle plate die from the upper left corner to the lower right corner, perform global threshold segmentation, separate non-connected regions, select the target and optimize the image in the target region, calculate the area of the region to be detected. If the area of the region to be detected is greater than the predetermined value, re-segment the image; otherwise, calculate the center coordinates of the reserved hole position marking points in the region to be detected.
[0068] S302: Perform an affine transformation on the center coordinate position of the reserved hole position marking points to obtain the positioning of several actual detection regions.
[0069] S303: Extract the image of the reserved hole position marking points and remove the background to reduce the number of subsequent calculations.
[0070] S304: Transmit the positioning information of the reserved hole position marking points into the computer to provide accurate positioning information for subsequent laser processing.
[0071] In S302, input the center coordinate data of the reserved hole position marking points calculated based on S301. According to the correspondence between the actual coordinates (theoretical design position) and the image detection coordinates (actual position) of the reserved hole position marking points, through Formula calculation.
[0072] wherein, are the image detection coordinates, are the coordinates in the actual coordinate system, and the matrix parameters a, b, c, d, e, f are obtained by least squares fitting. Map the coordinates of all the marked points of the reserved hole positions in the image to the actual machining coordinate system through the transformation matrix to eliminate the positioning deviation caused by the shooting angle, lens distortion or blank position offset.
[0073] In S3, the machine vision adopts the improved YOLOv5s large model. First, increase the number of network detection heads to extract higher-level semantic information related to the marked points of the reserved hole positions; second, add a group of depthwise separable convolutions to extract the features of the marked points of the reserved hole positions, and insert the DSCBS unit to reduce the number of calculations; finally, by inserting a coordinate attention module at the early end of the backbone network, the direction of feature extraction can be more efficiently guided at the initial stage of feature extraction.
[0074] Preferably, before S3, establish a database of mold surface quality grades and laser processing parameters in the computer;
[0075] wherein, the mold surface quality grades include surface grade A (Ra≤0.1), surface grade B (0.1<Ra≤1), surface grade C (1<Ra≤10), and different mold surface quality grades correspond to different laser processing parameters.
[0076] In S3, finish machining the hole wall of the micro-pinhole (4) by femtosecond laser processing technology;
[0077] Based on the mold surface quality grade, select different laser processing parameters to meet different surface roughness requirements of the mold:
[0078] (3);
[0079] wherein, is the arithmetic mean roughness, is the material coefficient, with a value range of 0 - 1, is the pulse frequency, v2 is the feed rate, is the starting radius angle, is the ending radius angle, is the laser power, d2 is the single-layer feed amount, is the defocus amount.
[0080] As an example, in the preparation process of a micro-pitch ordered closely-packed porous needle plate mold according to an embodiment of the present invention, the surface quality grade of the wall surface of the micro-pinhole 4 is Ra0.1 (belonging to Class A surface, that is, Ra≤0.1). By matching the corresponding laser processing parameters in the computer, the laser processing parameters in the rough machining stage of 3D metal printing are the same as those in the above example. In the femtosecond laser finishing stage, the workpiece material is copper alloy, and the material coefficient is 0.4, the pulse frequency is 200 kHz, the starting radius angle is 5°, the feed speed is 2 mm / s, the adjusted end radius angle is 10°, the laser power is 5 W, and the single-layer feed amount is 10 , the defocus amount is 0.3 mm. Under these parameters, the processed micro-pinhole 4 has a good effect and can meet the requirements of the Class A surface quality of the wall surface of the micro-pinhole 4. In addition, different mold surface quality grades correspond to different laser processing parameters, and Class C surface (1<Ra≤10) does not require femtosecond laser finishing.
[0081] Specifically, after the femtosecond laser finishing is completed, an integrated white light interferometer is used to perform a depth scan on the wall surface of the micro-pinhole 4. Three key positions, namely the entrance, the middle part, and the bottom, are selected on the wall surface of the micro-pinhole 4 to ensure that the detection results can cover the entire circumference of the wall surface. Subsequently, the interference fringes are analyzed and the Ra value is directly output. If the detection result shows that the surface quality of the micro-pinhole 4 is Class A, it is marked as qualified and the detection data is saved in the laser processing parameter database. If the detection result shows that the surface quality of the micro-pinhole 4 is Class B, the local femtosecond laser mechanism is triggered to adjust the laser processing parameters for secondary polishing. Through the above detection and optimization process, the wall surface accuracy of the micro-pinhole 4 is ensured to meet the expected design requirements.
[0082] An embodiment of the present invention also discloses a porous needle plate mold obtained according to the above method, as Figures 1 to 3 shown, including a bottom plate 1, positioning holes 2, connection holes 3, and micro-pinholes 4. The positioning holes 2 are distributed on the center line of the bottom plate 1, close to the edge position, the connection holes 3 are distributed on the diagonal line of the bottom plate 1, close to the edge position, and the micro-pinholes 4 are arranged in an orderly manner in the central area of the bottom plate 1.
[0083] Specifically, positioning holes 2 are provided on the bottom plate 1 to provide precise alignment when the needle plate die is installed or cooperates with other components. Connecting holes 3 are used to tightly connect the needle plate die with other structures through connecting parts. Micro-needle holes 4 are used for clearance fit with the needle tube to adsorb diamond particles. Arranging the positioning holes 2 in this form can ensure that the die is strictly aligned with other components, improve the positioning accuracy of the needle plate die, avoid processing errors caused by assembly deviations, thereby improving the production quality, and at the same time facilitate the maintenance and replacement of the die. The design of the connecting holes 3 facilitates the fixed connection of the die with other components and ensures the stability of the die during use. The micro-needle holes 4 are the core part of the die, and their accuracy and quality directly affect the forming effect of the final product. This arrangement helps to improve the processing accuracy and service performance of the micro-needle holes 4 and ensure the quality and consistency of the product.
[0084] During use, a needle-shaped fixture is formed through the clearance fit between the micro-needle holes 4 and the needle tube. The needle-shaped fixture is installed inside the stone-laying mechanism, and a negative pressure system is used to control the suction and embedding of diamond particles. In this way, the relative position accuracy between diamond particles can be controlled within ±0.05 mm, effectively ensuring that the diamond particles are accurately embedded inside the metal binder, realizing the orderly and directional arrangement of diamond particles, and greatly improving the production quality and efficiency of diamond cutting heads. The principle can refer to Chinese invention patent CN201610196080.1.
[0085] Refer to Figure 2 and Figure 3 As shown, among them, the cross-section of the micro-needle hole 4 is circular, with a diameter of 0.15 mm, 30 rows, 61 columns, a total of 1830 holes, the adjacent row spacing and column spacing are both 0.325 mm, and the surface roughness requirement of the hole wall is Ra0.1.
[0086] That is to say, the surface roughness requirement of the hole wall of the micro-needle hole 4 is Ra0.1. The smooth hole wall can reduce friction and wear, improve the durability and service performance of the micro-needle hole 4. At the same time, the high-precision needle hole helps to improve the processing accuracy and service performance of the die.
[0087] Specifically, according to actual needs, the diameter of the micro-needle hole 4 can be changed. The micro-needle hole 4 with a diameter of 0.15 mm - 0.25 mm is suitable for diamond particles between 60 / 100 meshes. These particles are sharper, have good cutting performance, can cut into high-hardness stones, reduce chipping and improve the surface finish of the cutting surface. The micro-needle hole 4 with a diameter of 0.25 mm - 0.38 mm is suitable for diamond particles between 30 / 60 meshes. These particles have a large exposed height, a deep cutting depth, and a high material removal rate, and are suitable for quickly cutting soft materials.
[0088] Specifically, according to actual requirements, the number of rows and columns of the micro pinholes 4 can be adjusted, and different row spacings and column spacings can be designed to achieve an orderly arrangement of different shapes of the micro pinholes 4, thereby improving the applicability of the product. For scenarios that require rapid processing, reducing the pinhole density and appropriately widening the spacing can improve the processing efficiency, while in some high-precision processing scenarios, increasing the pinhole density and narrowing the row spacing and column spacing can enhance the processing accuracy. This flexible layout method enables the product to better adapt to diverse working scenarios and meet the requirements of different tasks.
[0089] The above-disclosed is only a preferred embodiment of the present invention. Of course, it cannot be used to limit the scope of the rights of the present invention. Therefore, equivalent changes made according to the claims of the present invention still fall within the scope covered by the present invention.
Claims
1. A preparation process of a micro-spacing ordered closely-packed porous needle plate, characterized in that It includes the following steps: S1: Design a 3D model of the mold, and design a solid within the micro-pinhole area, so that each micro-pinhole in the micro-pinhole area forms a reserved hole position marking point. Set the laser processing parameters according to the characteristics of the selected material and the required precision of the mold, fill the selected metal powder, and manufacture the blank of the needle plate mold through 3D metal printing technology; S2: Heat-treat the blank of the needle plate mold according to the performance requirements of the selected material; S3: Identify the reserved hole position marking points through machine vision and correct the positioning deviation. Select different laser processing parameters according to the surface quality grade of the mold, and finely process the inner surface of the micro-pinholes in the blank of the needle plate mold; The laser processing parameters include molten pool area and energy density; The molten pool area is used to optimize the scanning strategy, and the calculation method of the molten pool area is: Where A is the molten pool area, P is the laser power, v1 is the scanning speed, and d1 is the spot diameter, and the value is less than or equal to half of the processing hole diameter; The energy density is used to ensure that the metal powder is fully melted and defect-free, and the calculation method of the energy density is: wherein, is the energy density, σ is the absorption rate of the material to the laser, h is the layer thickness, and s is the line spacing; The method of machine vision recognition includes: Real-time monitoring of the reserved hole position marking point array by a machine vision system optimized by deep learning method; The fine-tuning algorithm based on the adaptive adjustment of single-body parameters is adopted for the correction process of the positioning deviation to achieve high-precision dynamic compensation; The steps of correcting the positioning deviation include: S301: Scan the image of the needle plate mold collected from the upper left corner to the lower right corner, perform global threshold segmentation, separate non-connected regions, select the target and optimize the image in the target region, calculate the area of the region to be detected. If the area of the region to be detected is greater than the predetermined value, re-segment the image, otherwise calculate the center coordinates of the reserved hole position marking points in the region to be detected; S302: Perform affine transformation on the center coordinate positions of the reserved hole position marking points to obtain the positioning of several actual detection regions; S303: Extract the image of the reserved hole position marking points and delete the background to reduce the number of subsequent calculations; S304: Transmit the positioning information of the reserved hole position marking points into the computer to provide accurate positioning information for subsequent laser processing.
2. The preparation process of the micro-spacing ordered closely arranged porous needle plate according to claim 1, characterized in that, The reserved hole position marking points are pits with a diameter of 0.10 - 0.20 mm, a thickness of 0.06 - 0.10 mm, and a depth of 0.3 - 0.8 mm.
3. The preparation process of the micro-spacing ordered densely arranged porous needle plate according to claim 1, characterized in that, The metal powder material is one or more of stainless steel, titanium alloy, aluminum alloy or copper alloy.
4. The preparation process of the micro-spacing ordered and densely packed porous needle plate according to claim 1, characterized in that, The heat treatment includes solution treatment and aging treatment, and includes the steps: Heat the blank of the needle plate mold to 1000 °C, keep it warm for 2 hours and then quickly cool it to improve the uniformity and hardness of the material. Then heat the blank of the needle plate mold to 500 °C and keep it warm for 6 hours to further improve the strength and hardness of the material.
5. The preparation process of the micro-spacing ordered densely arranged porous needle plate according to claim 1, characterized in that, The deep learning method includes one of the YOLOv5 model and the SSD model.
6. The preparation process of the micro-spacing ordered densely packed porous needle plate according to claim 1, characterized in that, The surface quality grade of the mold includes Grade A surface: Ra ≤ 0.1, Grade B surface: 0.1 < Ra ≤ 1, Grade C surface: 1 < Ra ≤ 10; Among them, is the arithmetic mean roughness, and the calculation method is as follows: Among them, k is the material coefficient, with a value range of 0 - 1, f is the pulse frequency, v2 is the feed rate, α is the starting radius angle, β is the ending radius angle, P is the laser power, d2 is the single-layer feed amount, and Δz is the defocus amount.
7. A porous needle plate mold obtained by the preparation process of the micro-spacing orderly densely arranged porous needle plate according to any one of claims 1-6, characterized in that, It includes a bottom plate (1), positioning holes (2), connection holes (3), and micro pinholes (4). The positioning holes (2) are distributed on the central axis of the bottom plate (1) and close to the edge position. The connection holes (3) are distributed on the diagonal of the bottom plate (1) and close to the edge position. The micro pinholes (4) are arranged in an orderly manner in the central area of the bottom plate (1); Among them, the cross-section of the micro pinhole (4) is circular, with a diameter of 0.15 mm, 30 rows, 61 columns, a total of 1830 holes, and the adjacent row spacing and column spacing are both 0.325 mm.
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