Double-sided grinding machine

Through the double-sided grinder's grinding process planning module and visual feedback control module, based on the workpiece material characteristics and real-time image analysis, the shortcomings of existing grinders in workpiece adaptability and dynamic control are solved, and efficient and stable grinding processing is achieved.

CN120755779AInactive Publication Date: 2025-10-10SHENZHEN XINLIYAN TECHNOLOGY CO LTD +1
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Patent Information

Application Number
CN202511044678.4
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2025-07-28
Publication Date
2025-10-10
Estimated Expiration
Not applicable · inactive patent

AI Technical Summary

Technical Problem

Existing grinders lack scientific algorithm support, making it difficult to develop personalized grinding plans for workpieces with different materials and precision requirements. They are also unable to perform dynamic feedback control based on the real-time status of the workpiece surface, resulting in unstable processing quality, low efficiency and high scrap rate.

Method used

A double-sided grinder is used, including a grinding process planning module, a grinding execution module and a visual feedback control module. Scientific algorithms are used to plan the optimal grinding process and parameters based on the workpiece material characteristics and quality requirements, and the process parameters are dynamically adjusted in combination with real-time image analysis.

Benefits of technology

It realizes the adaptability and flexibility of personalized grinding solutions, improves the stability and efficiency of processing quality, reduces the scrap rate, reduces the frequency of manual intervention, and improves the yield rate and processing accuracy.

✦ Generated by Eureka AI based on patent content.

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Patent Text Reader

Abstract

The invention provides a double-sided grinding machine, and relates to the technical field of grinding machines, and the double-sided grinding machine comprises a grinding process planning module which is used for determining an optimal grinding process of a workpiece and an optimal process parameter corresponding to each grinding process; the grinding execution module is used for grinding the workpiece based on the optimal grinding process and the optimal process parameters corresponding to each grinding process; and the visual feedback control module is used for dynamically adjusting the optimal process parameters corresponding to each grinding process. Scientific algorithm calculation is conducted through the grinding process planning module on the basis of workpiece material characteristic requirements, the traditional mode that the process is planned depending on artificial experience is changed, personalized grinding schemes can be customized for workpieces with different materials and precision requirements, and the grinding execution module and the visual feedback control module work cooperatively, so that the grinding efficiency is improved. Dynamic adjustment of process parameters such as grinding pressure and speed is achieved, and stability and reliability of grinding quality are effectively guaranteed through real-time image analysis and parameter correction.
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Description

Technical Field

[0001] The invention belongs to the technical field of grinders, and in particular relates to a double-sided grinder. Background Art

[0002] A grinder is a device used for precision machining of workpiece surfaces. It is widely used in electronics, optics, mechanical manufacturing and other fields. Its core function is to grind flat and curved surfaces of workpieces through the rotation of the grinding disc, in combination with grinding fluid and abrasive particles, to achieve the specified surface roughness, flatness, parallelism and other precision requirements. In scenarios such as semiconductor wafer processing, optical lens grinding, and precision mechanical parts manufacturing, the processing accuracy and efficiency of the grinder directly affect the performance and quality of the product. Existing grinders still have the following problems in practical applications: traditional grinding process planning often relies on the operator's experience, lacks scientific algorithm support based on workpiece material properties (such as hardness, elastic modulus) and grinding quality requirements, and is difficult to formulate personalized grinding plans for workpieces with different materials and precision requirements, resulting in poor process adaptability. During the grinding process, the adjustment of process parameters (such as grinding pressure, speed, and time) mainly relies on manual judgment, and dynamic feedback control cannot be performed according to the real-time status of the workpiece surface. Improper parameter settings can easily lead to problems such as substandard surface roughness and uneven material removal, affecting the stability of processing quality. In addition, frequent manual intervention not only increases operating costs, but may also lead to low processing efficiency and increased scrap rate due to human errors, making it difficult to meet the needs of high-precision and large-scale production. Summary of the Invention

[0003] The present invention provides a double-sided grinding machine to solve at least one of the above-mentioned technical problems.

[0004] In order to solve the above technical problems, the present invention discloses a double-sided grinding machine, comprising: The grinding process planning module is used to determine the optimal grinding process for the workpiece and the optimal process parameters corresponding to each grinding process based on the workpiece material characteristics and grinding quality requirements; A grinding execution module, configured to grind the workpiece based on an optimal grinding process and optimal process parameters corresponding to each grinding process; The visual feedback control module is used to collect and analyze the workpiece surface images in real time, and dynamically adjust the optimal process parameters corresponding to each grinding process based on the analysis results.

[0005] Preferably, the grinding execution module includes a grinding execution submodule, a workpiece mounting submodule and a grinding liquid supply submodule; The grinding execution submodule is used to grind the workpiece through the upper grinding disc and the lower grinding disc, the workpiece installation submodule is used to install the workpiece between the upper grinding disc and the lower grinding disc, and the grinding liquid supply submodule is used to supply grinding liquid to the workpiece.

[0006] Preferably, the grinding execution submodule includes an upper grinding disc assembly and a lower grinding disc assembly; The upper grinding disc assembly includes a workbench, an upper grinding disc mounting bracket is provided above the workbench, a height adjustment hydraulic cylinder is fixedly connected to the upper grinding disc mounting bracket, an output end of the height adjustment hydraulic cylinder is rotatably connected to the upper grinding disc mounting seat, and the upper grinding disc is mounted on the grinding disc mounting seat; The lower grinding disc assembly includes a speed regulating power assembly, which is arranged under the workbench. The output end of the speed regulating power assembly is fixedly connected to a power gear. A grinding disc mounting seat is installed on the workbench. The lower grinding disc is installed in the grinding disc mounting seat. The power gear passes through the lower grinding disc. A power gear ring is fixedly connected to the circumference of the inner wall of the grinding disc mounting seat. The power gear and the power gear ring are used to cooperate with the workpiece mounting sub-module.

[0007] Preferably, the workpiece mounting submodule includes a plurality of workpiece holders, which are arranged on the lower grinding disc and meshedly connected between the power gear ring and the power gear, and are used to mount the workpiece.

[0008] Preferably, the grinding liquid supply submodule includes a grinding liquid storage chamber, which is arranged in the upper grinding disc mounting seat, and the grinding liquid storage chamber and the upper grinding disc are connected with a grinding liquid supply hose.

[0009] Preferably, the grinding process planning module includes: The material property analysis submodule is used to obtain the material properties of the workpiece, including hardness H and elastic modulus E; The quality requirement analysis submodule is used to obtain the final target surface roughness of the workpiece; The process planning submodule is used to determine the optimal number of grinding processes n and the target surface roughness of each grinding process based on the output of the material property analysis submodule and the quality requirement analysis submodule. ; Parameter optimization submodule for the optimal number of grinding steps n and the target surface roughness of each grinding step , calculate the optimal process parameters for each grinding process.

[0010] Preferably, the calculation of the optimal number of grinding steps n includes: ;in, is the optimal number of grinding steps, is the logarithm with base , for Round up to the integer. is the initial surface roughness of the workpiece, is the final target surface roughness of the workpiece, is the material grinding characteristic coefficient, and They are process calculation index one and process calculation index two; The target surface roughness calculation for each grinding step includes: ;in, is the target surface roughness of the i-th grinding process.

[0011] Preferably, the optimal process parameters for each grinding step are calculated as follows: Grinding speed of the i-th grinding process: ;in, is the grinding speed of the i-th grinding process, Take the value of pi as . is the diameter of the upper grinding disc of the grinding execution module occupied by the grinding area of ​​the workpiece in the i-th grinding process, The rotation speed of the upper grinding disc of the grinding execution module for the i-th grinding process; Grinding pressure of the i-th grinding process: ;in, is the grinding pressure of the i-th grinding process, is the grinding pressure coefficient of the i-th grinding process, is the influence coefficient of material properties on grinding pressure, is the grinding speed index of the i-th grinding process, is the radius of the upper grinding disc in the i-th grinding process, is the upper grinding disc radius index of the i-th grinding process; Grinding time of the i-th grinding process: ;in, is the grinding time of the i-th grinding process, is the amount of grinding material removed in the i-th process, is the grinding area of ​​the i-th process, is the target surface roughness of the i-th grinding process, that is, the initial surface roughness of the workpiece in the i-th grinding process, is the material removal rate coefficient of the i-th grinding process, is the process effect index of the i-th grinding process, is the process effect index of the i-th grinding process.

[0012] Preferably, the visual feedback control module includes: Image acquisition submodule, used for real-time acquisition of workpiece surface images; The image analysis submodule is used to input the collected workpiece surface image into the trained workpiece surface roughness evaluation model to obtain the surface roughness of the current workpiece; The parameter adjustment submodule is used to dynamically adjust the process parameters based on the surface roughness of the current workpiece and the target surface roughness of the current workpiece.

[0013] Preferably, the parameter adjustment submodule includes: Grinding pressure adjustment unit, used to dynamically adjust the grinding pressure based on the following formula: ;in, The grinding pressure of the i-th grinding process in the optimal process parameters after dynamic adjustment, is the grinding pressure of the i-th grinding process in the optimal process parameters, is the pressure adjustment coefficient, is the target surface roughness of the i-th grinding process, The surface roughness of the current workpiece in the i-th grinding process is output by the workpiece surface roughness evaluation model; The grinding speed adjustment unit is used to dynamically adjust the grinding speed based on the following formula: ;in, The grinding speed of the i-th grinding process in the optimal process parameters after dynamic adjustment, is the grinding speed of the i-th grinding process in the optimal process parameters, is the speed adjustment factor.

[0014] Compared with the prior art, the present invention has the following beneficial effects: The present invention uses a grinding process planning module to perform scientific algorithm calculations based on the workpiece material properties such as hardness, elastic modulus and grinding quality requirements, which changes the traditional model of relying on manual experience to plan the process. It can customize personalized grinding solutions for workpieces with different materials and precision requirements, significantly improving the adaptability and flexibility of the grinding process for diverse workpieces. The collaborative work of the grinding execution module and the visual feedback control module realizes the dynamic adjustment of process parameters such as grinding pressure and speed, making up for the defect of the existing technology that it is impossible to perform feedback control according to the real-time status of the workpiece surface. Through real-time image analysis and parameter correction, the stability and reliability of the grinding quality are effectively guaranteed. The automated control of the entire process reduces the frequency of manual intervention and avoids the problem of unreasonable processing parameters due to human judgment errors. It not only improves the grinding production efficiency, but also reduces the scrap rate, improves the yield rate and processing accuracy of the workpiece, and effectively solves the technical problems of high labor costs and large quality fluctuations of traditional grinders. BRIEF DESCRIPTION OF THE DRAWINGS

[0015] The accompanying drawings are used to provide a further understanding of the present invention and constitute a part of the specification. Together with the embodiments of the present invention, they are used to explain the present invention and do not constitute a limitation of the present invention. In the accompanying drawings: Figure 1 It is an overall schematic diagram of the double-sided grinding machine of the present invention; Figure 2 Schematic diagram of the three-dimensional structure of the double-sided grinding machine of the present invention; Figure 3 It is a cross-sectional view of the double-sided grinding machine of the present invention.

[0016] In the figure: 1. Workbench; 2. Upper grinding disc mounting bracket; 3. Height adjustment hydraulic cylinder; 4. Upper grinding disc mounting base; 5. Upper grinding disc; 6. Grinding fluid supply hose; 7. Speed ​​regulating power assembly; 8. Power gear; 9. Grinding disc mounting base; 10. Lower grinding disc; 11. Power gear ring; 12. Workpiece holder. DETAILED DESCRIPTION

[0017] The preferred embodiments of the present invention are described below with reference to the accompanying drawings. 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.

[0018] In addition, in the present invention, descriptions such as "first" and "second" are only used for descriptive purposes, and do not specifically refer to the order or sequence, nor are they used to limit the present invention. They are only used to distinguish components or operations described with the same technical terms, and cannot be understood as indicating or implying their relative importance or implicitly indicating the number of technical features indicated. Therefore, the features defined as "first" and "second" may explicitly or implicitly include at least one such feature. In addition, the technical solutions and technical features between the various embodiments can be combined with each other, but this must be based on the ability of ordinary technicians in this field to implement. When the combination of technical solutions is contradictory or cannot be implemented, it should be deemed that such a combination of technical solutions does not exist and is not within the scope of protection required by the present invention.

[0019] The present invention provides the following embodiments Example 1 The embodiment of the present invention provides a double-sided grinding machine, such as Figure 1-3 Shown, including: The grinding process planning module is used to determine the optimal grinding process for the workpiece and the optimal process parameters corresponding to each grinding process based on the workpiece material characteristics and grinding quality requirements; A grinding execution module, configured to grind the workpiece based on an optimal grinding process and optimal process parameters corresponding to each grinding process; A visual feedback control module is configured to collect workpiece surface images in real time, analyze the workpiece surface images, and dynamically adjust the optimal process parameters corresponding to each lapping process based on the analysis results.

[0020] The working principle and beneficial effects of the technical solution are as follows: during work, the lapping process planning module determines the optimal lapping process and the optimal process parameters corresponding to each process through an algorithm based on the material properties such as hardness, elastic modulus of the workpiece, and lapping quality requirements; the lapping execution module lapping processes the workpiece by using the upper lapping disc 5 and the lower lapping disc 10 according to the optimal lapping process and the process parameters; and the visual feedback control module dynamically adjusts the process parameters of each lapping process based on the analysis results by collecting workpiece surface images in real time and analyzing the workpiece surface images. The present application changes the traditional mode of relying on manual experience to plan the process by using the lapping process planning module to perform scientific algorithm calculation based on the material properties such as hardness, elastic modulus of the workpiece, and lapping quality requirements, can customize a personalized lapping scheme for workpieces with different materials and precision requirements, significantly improves the adaptability and flexibility of the lapping process to diversified workpieces, and realizes dynamic adjustment of process parameters such as lapping pressure and speed through the collaborative work of the lapping execution module and the visual feedback control module, thereby making up for the defect that the existing technology cannot perform feedback control according to the real-time state of the workpiece surface, effectively guaranteeing the stability and reliability of the lapping quality through real-time image analysis and parameter correction, reducing the frequency of manual intervention through automatic control of the whole process, avoiding unreasonable processing parameters caused by human judgment errors, improving the lapping production efficiency, reducing the scrap rate, improving the finished product rate and processing precision of the workpiece, and practically solving the technical problems of high labor cost and large quality fluctuation of the traditional lapping machine.

[0021] Embodiment 2 On the basis of embodiment 1, the lapping execution module comprises a lapping execution sub-module, a workpiece installation sub-module, and a lapping liquid supply sub-module. The lapping execution sub-module is configured to lapping process the workpiece by using the upper lapping disc 5 and the lower lapping disc 10, the workpiece installation sub-module is configured to install the workpiece between the upper lapping disc 5 and the lower lapping disc 10, and the lapping liquid supply sub-module is configured to supply lapping liquid to the workpiece.

[0022] Preferably, the lapping execution sub-module comprises an upper lapping disc assembly and a lower lapping disc assembly. The upper lapping disc assembly comprises a workbench 1, an upper lapping disc mounting bracket 2 is arranged above the workbench 1, a height adjusting hydraulic cylinder 3 is fixedly connected to the upper lapping disc mounting bracket 2, an upper lapping disc mounting seat 4 is rotatably connected to the output end of the height adjusting hydraulic cylinder 3, and an upper lapping disc 5 is installed on the upper lapping disc mounting seat 4. The lower grinding disc assembly includes a speed regulating power assembly 7, which is arranged below the workbench 1. The output end of the speed regulating power assembly 7 is fixedly connected to a power gear 8. A grinding disc mounting seat 9 is installed on the workbench 1. The lower grinding disc 10 is installed in the grinding disc mounting seat 9. The power gear 8 passes through the lower grinding disc 10. A power gear ring 11 is fixedly connected to the circumference of the inner wall of the grinding disc mounting seat 9. The power gear 8 and the power gear ring 11 are used to cooperate with the workpiece mounting sub-module.

[0023] Preferably, the workpiece mounting submodule includes a plurality of workpiece holders 12 , which are arranged on the lower grinding disc 10 and meshedly connected between the power gear ring 11 and the power gear 8 . The workpiece holders 12 are used to mount the workpieces.

[0024] Preferably, the grinding liquid supply submodule includes a grinding liquid storage chamber, which is arranged in the upper grinding disc mounting seat 4 , and the grinding liquid storage chamber and the upper grinding disc 5 are connected via a grinding liquid supply hose 6 .

[0025] The working principle and beneficial effects of the above technical solution are as follows: when working, the workpiece is mounted on the workpiece holder 12, and the workpiece holder 12 is mounted on the lower grinding disc 10, and the workpiece holder 12 is circumferentially meshed with the power gear ring 11 and the power gear 8. When working, the speed regulating power assembly 7 drives the power gear 8 to rotate, and the power gear 8 drives the workpiece holder 12 to rotate while revolving. At this time, the upper grinding disc 5 contacts the upper surface of the workpiece under the action of the height adjustment hydraulic cylinder 3, and the workpiece is ground by the rotation of the upper grinding disc 5 and the lower grinding disc 10 in coordination with the rotation and revolution of the workpiece. The speed regulating power assembly 7 can adjust the grinding speed. During the grinding process, the grinding liquid supply submodule supplies grinding liquid to the workpiece through the grinding liquid supply hose 6; The meshing transmission of the power gear 8 and the power gear ring 11 of the present invention enables the workpiece holder 12 to drive the workpiece to form a complex motion trajectory, ensuring uniform grinding. The height adjustment hydraulic cylinder 3 can accurately control the pressure of the upper grinding disc 5 to adapt to the requirements of different grinding stages. The speed regulation power component 7 flexibly adjusts the grinding speed to match the material properties. The grinding liquid supply hose 6 supplies grinding liquid in a timely manner, lowering the grinding temperature, reducing tool wear, and improving grinding efficiency. At the same time, it cleans debris to avoid pollution and ensure the surface quality of the workpiece.

[0026] Example 3 Based on Example 1, the grinding process planning module includes: The material property analysis submodule is used to obtain the material properties of the workpiece, including hardness H and elastic modulus E; The quality requirement analysis submodule is used to obtain the final target surface roughness of the workpiece; The process planning submodule is used to determine the optimal number of grinding processes n and the target surface roughness of each grinding process based on the output of the material property analysis submodule and the quality requirement analysis submodule. ; Parameter optimization submodule for the optimal number of grinding steps n and the target surface roughness of each grinding step , calculate the optimal process parameters for each grinding process.

[0027] The working principle and beneficial effects of the above technical solution are as follows: the material characteristic analysis submodule of the grinding process planning module obtains the material characteristic parameters of the workpiece, such as hardness H and elastic modulus E; the quality requirement analysis submodule obtains the final target surface roughness of the workpiece; the process planning submodule calculates the optimal number of grinding processes n and the target surface roughness of each grinding process based on the above parameters through the formula , the parameter optimization submodule then calculates the value of n and , use the formula to calculate the optimal process parameters such as grinding speed, grinding pressure, grinding time, etc. for each grinding process; The present invention accurately obtains workpiece parameters through the material property analysis submodule, making the grinding process more targeted. The quality requirement analysis submodule decomposes the overall goal into stage goals for each process to ensure the orderly progress of the grinding process. The formula algorithm of the process planning submodule scientifically determines the number of processes and target roughness to avoid the blindness of empirical planning. The parameter optimization submodule generates process parameters through quantitative calculation, which improves the scientificity and rationality of process planning, shortens debugging time and reduces production costs, and improves grinding efficiency and quality stability.

[0028] Example 4 Based on Example 3, the calculation of the optimal number of grinding steps n includes: ;in, is the optimal number of grinding steps, is the base 10 logarithm, for Round up to an integer. is the initial surface roughness of the workpiece, is the final target surface roughness of the workpiece, is the material grinding characteristic coefficient, and They are process calculation index 1 and process calculation index 2, which reflect the influence of material hardness and elastic modulus on grinding difficulty; The target surface roughness calculation for each grinding step includes: ;in, is the target surface roughness of the i-th grinding process.

[0029] Preferably, the optimal process parameters for each grinding step are calculated as follows: Grinding speed of the i-th grinding process: ;in, is the grinding speed of the i-th grinding process, The value of pi is 3.14, is the diameter of the upper grinding disc 5 of the grinding execution module in the i-th grinding process. is the rotation speed of the upper grinding disc 5 of the grinding execution module in the i-th grinding process; Grinding pressure of the i-th grinding process: ;in, is the grinding pressure of the i-th grinding process, is the grinding pressure coefficient of the i-th grinding process, is the influence coefficient of material properties on grinding pressure, is the grinding speed index of the i-th grinding process, is the radius of the upper grinding disc 5 in the i-th grinding process, is the radius index of the upper grinding disc 5 in the i-th grinding process; Grinding time of the i-th grinding process: ;in, is the grinding time of the i-th grinding process, is the amount of grinding material removed in the i-th process, is the grinding area of ​​the i-th process, is the target surface roughness of the i-1 grinding process, that is, the initial surface roughness of the workpiece in the i-th grinding process, is the material removal rate coefficient of the i-th grinding process, is the process effect index of the i-th grinding process, is the process effect index of the i-th grinding process.

[0030] The working principle and beneficial effects of the above technical solution: The present invention quantitatively links material properties, roughness requirements and process planning, making the grinding process predictable and controllable. The formulas for each process parameter comprehensively consider factors such as material hardness, elastic modulus, grinding disc size, and rotation speed to ensure that the parameter settings are comprehensive and accurate. The introduction of various coefficients and exponents refines the degree of influence of different factors on the grinding effect, improves calculation accuracy, adapts to diverse material and process requirements, reduces processing defects caused by unreasonable parameters, improves grinding stability and reliability, reduces scrap rate and improves production efficiency.

[0031] Example 5 Based on Example 1, the visual feedback control module includes: Image acquisition submodule, used for real-time acquisition of workpiece surface images; The image analysis submodule is used to input the collected workpiece surface image into the trained workpiece surface roughness evaluation model to obtain the surface roughness of the current workpiece; The parameter adjustment submodule is used to dynamically adjust the process parameters based on the surface roughness of the current workpiece and the target surface roughness of the current workpiece.

[0032] Preferably, the parameter adjustment submodule includes: Grinding pressure adjustment unit, used to dynamically adjust the grinding pressure based on the following formula: ;in, The grinding pressure of the i-th grinding process in the optimal process parameters after dynamic adjustment, is the grinding pressure of the i-th grinding process in the optimal process parameters, is the pressure adjustment coefficient, is the target surface roughness of the i-th grinding process, The surface roughness of the current workpiece in the i-th grinding process is output by the workpiece surface roughness evaluation model; The grinding speed adjustment unit is used to dynamically adjust the grinding speed based on the following formula: ;in, The grinding speed of the i-th grinding process in the optimal process parameters after dynamic adjustment, is the grinding speed of the i-th grinding process in the optimal process parameters, is the speed adjustment factor.

[0033] The working principle and beneficial effects of the above technical solution are as follows: the real-time image acquisition and analysis of the present invention realizes dynamic monitoring of grinding quality, timely detects surface roughness deviation and calculates the adjustment amount through formula, quickly corrects process parameters, and ensures that the quality of each process meets the standards. The trained evaluation model improves the accuracy of surface roughness calculation and provides a reliable basis for parameter adjustment. The pressure and speed adjustment formula quantifies the deviation effect through coefficients, making the adjustment process more scientific and targeted, reducing manual judgment errors, improving the level of intelligent grinding, reducing dependence on operator experience, and ensuring product quality consistency and production process stability.

[0034] Obviously, those skilled in the art may make various changes and modifications to the present invention without departing from the spirit and scope of the present invention. Thus, if such changes and modifications fall within the scope of the claims and their equivalents, the present invention is intended to include such changes and modifications.

Claims

1. A double-sided grinding machine, characterized in that: include: The grinding process planning module is used to determine the optimal grinding process for the workpiece and the optimal process parameters corresponding to each grinding process based on the workpiece material characteristics and grinding quality requirements; A grinding execution module, configured to grind the workpiece based on an optimal grinding process and optimal process parameters corresponding to each grinding process; The visual feedback control module is used to collect and analyze the workpiece surface images in real time, and dynamically adjust the optimal process parameters corresponding to each grinding process based on the analysis results.

2. A double-sided grinding machine according to claim 1, characterized in that: The grinding execution module includes a grinding execution submodule, a workpiece installation submodule and a grinding liquid supply submodule; The grinding execution submodule is used to grind the workpiece through the upper grinding disc (5) and the lower grinding disc (10), the workpiece mounting submodule is used to mount the workpiece between the upper grinding disc (5) and the lower grinding disc (10), and the grinding liquid supply submodule is used to supply grinding liquid to the workpiece.

3. A double-sided grinding machine according to claim 2, characterized in that: The grinding execution submodule includes an upper grinding disc assembly and a lower grinding disc assembly; The upper grinding disc assembly comprises a workbench (1), an upper grinding disc mounting bracket (2) is provided above the workbench (1), a height adjustment hydraulic cylinder (3) is fixedly connected to the upper grinding disc mounting bracket (2), an output end of the height adjustment hydraulic cylinder (3) is rotatably connected to an upper grinding disc mounting seat (4), and an upper grinding disc (5) is mounted on the grinding disc mounting seat (4); The lower grinding disc assembly includes a speed regulating power assembly (7), the speed regulating power assembly (7) is arranged below the workbench (1), the output end of the speed regulating power assembly (7) is fixedly connected to a power gear (8), a grinding disc mounting seat (9) is installed on the workbench (1), the lower grinding disc (10) is installed in the grinding disc mounting seat (9), the power gear (8) passes through the lower grinding disc (10), and a power gear ring (11) is fixedly connected to the inner wall of the grinding disc mounting seat (9) in the circumferential direction, and the power gear (8) and the power gear ring (11) are used to cooperate with the workpiece mounting submodule.

4. A double-sided grinding machine according to claim 3, characterized in that: The workpiece mounting submodule comprises a plurality of workpiece holders (12), which are arranged on the lower grinding disc (10) and meshedly connected between the power gear ring (11) and the power gear (8), and the workpiece holders (12) are used to mount workpieces.

5. The double-sided grinding machine according to claim 3, wherein: The grinding liquid supply submodule comprises a grinding liquid storage chamber, which is arranged in the upper grinding disc mounting seat (4), and a grinding liquid supply hose (6) is connected between the grinding liquid storage chamber and the upper grinding disc (5).

6. The double-sided grinding machine according to claim 1, characterized in that: The grinding process planning module includes: The material property analysis submodule is used to obtain the material properties of the workpiece, including hardness H and elastic modulus E; The quality requirement analysis submodule is used to obtain the final target surface roughness of the workpiece; The process planning submodule is used to determine the optimal number of grinding processes n and the target surface roughness of each grinding process based on the output of the material property analysis submodule and the quality requirement analysis submodule. ; Parameter optimization submodule for the optimal number of grinding steps n and the target surface roughness of each grinding step , calculate the optimal process parameters for each grinding process.

7. A double-sided grinding machine according to claim 6, characterized in that: The calculation of the optimal number of grinding steps n includes: ;in, is the optimal number of grinding steps, is the base 10 logarithm, for Round up to the integer. is the initial surface roughness of the workpiece, is the final target surface roughness of the workpiece, is the material grinding characteristic coefficient, and They are process calculation index one and process calculation index two; The target surface roughness calculation for each grinding step includes: ;in, is the target surface roughness of the i-th grinding process.

8. The double-sided grinding machine according to claim 7, characterized in that: Calculation of optimal process parameters for each grinding step: Grinding speed of the i-th grinding process: ;in, is the grinding speed of the i-th grinding process, The value of pi is 3.14, is the diameter of the upper grinding disc (5) of the grinding execution module occupied by the grinding area of ​​the workpiece in the i-th grinding process, The rotation speed of the upper grinding disc (5) of the grinding execution module for the i-th grinding process; Grinding pressure of the i-th grinding process: ;in, is the grinding pressure of the i-th grinding process, is the grinding pressure coefficient of the i-th grinding process, is the influence coefficient of material properties on grinding pressure, is the grinding speed index of the i-th grinding process, is the radius of the upper grinding disc (5) in the i-th grinding process, is the radius index of the upper grinding disc (5) in the i-th grinding process; Grinding time of the i-th grinding process: ;in, is the grinding time of the i-th grinding process, is the amount of grinding material removed in the i-th process, is the grinding area of ​​the i-th process, is the target surface roughness of the i-1 grinding process, that is, the initial surface roughness of the workpiece in the i-th grinding process, is the material removal rate coefficient of the i-th grinding process, is the process effect index of the i-th grinding process, is the process effect index of the i-th grinding process.

9. The double-sided grinding machine according to claim 1, characterized in that: The visual feedback control module includes: Image acquisition submodule, used for real-time acquisition of workpiece surface images; The image analysis submodule is used to input the collected workpiece surface image into the trained workpiece surface roughness evaluation model to obtain the surface roughness of the current workpiece; The parameter adjustment submodule is used to dynamically adjust the process parameters based on the surface roughness of the current workpiece and the target surface roughness of the current workpiece.

10. The double-sided grinding machine according to claim 9, characterized in that: The parameter adjustment submodule includes: Grinding pressure adjustment unit, used to dynamically adjust the grinding pressure based on the following formula: ;in, The grinding pressure of the i-th grinding process in the optimal process parameters after dynamic adjustment, is the grinding pressure of the i-th grinding process in the optimal process parameters, is the pressure adjustment coefficient, is the target surface roughness of the i-th grinding process, The surface roughness of the current workpiece in the i-th grinding process is output by the workpiece surface roughness evaluation model; The grinding speed adjustment unit is used to dynamically adjust the grinding speed based on the following formula: ;in, The grinding speed of the i-th grinding process in the optimal process parameters after dynamic adjustment, is the grinding speed of the i-th grinding process in the optimal process parameters, is the speed adjustment factor.