Full-automatic bulb cap lamp inspection machine and control system

Through the design of a fully automatic blister lamp inspection machine, and the use of automated conveying and image recognition technology, efficient double-sided detection and automatic removal of blister plates are achieved, solving the problems of low manual detection efficiency, low accuracy and pollution in the existing technology. Reduced production costs and met the needs of blister production lines.

CN119098399APending Publication Date: 2024-12-10HARBIN GONGLINGZHI IND -EDUCATION INTEGRATION (HARBIN) TECH CO LTD
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Patent Information

Application Number
CN202311492588.2
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2023-11-10
Publication Date
2024-12-10

AI Technical Summary

Technical Problem

In the prior art, the detection of defects such as gaps and cracks in drug blisters relies on manual screening, which has problems such as low detection efficiency, low accuracy, high cost and pollution. It is difficult for auxiliary equipment to meet the needs of double-sided detection, resulting in complex equipment structure and high cost. .

Method used

A fully automatic blister light inspection machine is designed, including a conveying assembly and a control system, and the first conveyor, the second conveyor and the industrial camera realizes automatic conveying and double-sided detection of the blister plate, combining the image acquisition module and defects. The detection module identifies defects, the solenoid valve nozzle automatically removes unqualified products, and the blister plate is attached and moved and photographed through the negative pressure chamber and transmission belt.

Benefits of technology

It improves detection efficiency and accuracy, reduces labor costs, avoids pollution, meets the double-sided inspection requirements of blisters, simplifies the equipment structure and reduces production costs.

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Abstract

The invention discloses a full-automatic bubble cap lamp inspection machine and a control system. The full-automatic bubble cap lamp inspection machine comprises a machine body, a conveying assembly, a first conveyor and a second conveyor. The control system comprises a hardware unit, a software unit, an interface program module and a defect detection module; automatic conveying of the bubble cap plate is achieved through the first conveyor, the conveying assembly and the second conveyor, image collection is conducted through the image collection module, surface defects of the bubble cap plate are recognized through the defect detection module, unqualified products are automatically removed through the electromagnetic valve nozzle, and compared with manual detection, the detection efficiency and the detection precision are improved; the labor cost is reduced, meanwhile, introduction of pollution is avoided, and the device can be merged into a full-automatic bubble cap production line; according to the designed conveying assembly, the negative pressure bin is arranged, the bubble cap plate is adsorbed through negative pressure, then the conveying belt is used for attaching and moving so that photographing can be conducted from bottom to top, the requirement for double-face detection of bubble caps can be met, and the assembly has the advantages of being simple in structure and convenient to use.
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Description

Technical Field

[0001] The invention relates to the technical field of blister detection, in particular to a full-automatic blister light inspection machine and a control system. Background Art

[0002] In the prior art, the manufactured drug blisters inevitably have defects such as gaps, cracks, flower heads, etc. These defective blisters must be screened out and removed. At present, the waste blisters are basically removed by manual screening. When sorting defective products with the prior art, the blisters are first poured into a feed funnel, and then scattered on a frosted glass with backlight. The inspectors use human eyes to manually select defective blisters under the backlight light source. This method has the following defects: First, manual inspection uses human eyes to observe the blisters through strong light to determine whether there are defects, because human eyes will become tired due to physiological reasons, resulting in unstable detection and low accuracy; second, due to the large output of blisters, the intensity of manual inspection is high. In order to meet the requirements of mass production, it is often necessary to increase the number of people to meet the requirements of increasing the detection speed, so the cost is relatively high; third, manual work often inevitably causes pollution problems, so products with high requirements for environmental and material hygiene cannot meet the needs of manual inspection. Therefore, manual inspection of blister defects has the problems of low inspection efficiency, low inspection accuracy, high labor cost, high labor intensity and product contamination. Some auxiliary inspection equipment uses machine vision instead of human eyes, but most of them can only inspect one side of the blister and cannot meet production needs. If a blister flipping mechanism is added, the equipment structure will become complicated, which will increase the equipment cost. Summary of the invention

[0003] The object of the present invention is to provide a fully automatic bubble lamp inspection machine and a control system to solve the problems raised in the above background technology.

[0004] To achieve the above-mentioned purpose, the present invention provides the following technical solutions: a fully automatic bubble lamp inspection machine, comprising a body, a conveying assembly is installed in the body, a first conveyor is arranged at the input end of the conveying assembly, a second conveyor is arranged at the output end of the conveying assembly, a first shell is arranged at the top of the first conveyor, a first bracket is fixedly connected in the first shell, a prism is fixedly connected on the upper surface of the first bracket, a first industrial camera is arranged on one side of the prism, a second mounting plate is fixedly connected to the first industrial camera, and the second mounting plate is fixedly connected in the first shell, a second shell is arranged at the bottom end of the conveying assembly, a second bracket is fixedly connected in the second shell, a dome light source is fixedly connected to the second bracket, and a second industrial camera is arranged at the bottom end of the dome light source.

[0005] Preferably, the conveying assembly includes a first mounting plate, and the first mounting plate is arranged in the fuselage, a negative pressure bin is fixedly connected to the outer wall of one side of the first mounting plate, an exhaust pipe is fixedly connected to the output end of the negative pressure bin, the exhaust pipe is connected to a vacuum pump, and the vacuum pump is arranged in the fuselage, pulleys are arranged on both sides of the negative pressure bin, and the pulleys are rotatably connected to the first mounting plate, a transmission belt is sleeved on the negative pressure bin, and the transmission belt is transmission connected to the pulley, a plurality of through holes are opened on the transmission belt, a motor is fixedly connected to the outer wall on the other side of the first mounting plate, and the output end of the motor is transmission connected to one of the pulleys.

[0006] Preferably, both ends of the first mounting plate are fixedly connected to adjustment frames, and the adjustment frames are fixedly connected inside the fuselage.

[0007] Preferably, a background plate is fixedly connected to the lower surface of the negative pressure chamber at a position corresponding to the dome light source.

[0008] Preferably, solenoid valve nozzles are provided on both sides of the second shell, and the solenoid valve nozzles are fixedly connected to an inner wall on one side of the fuselage, and a waste funnel is connected and fixed at a position corresponding to the output end of the solenoid valve nozzle on the inner wall on the other side of the fuselage.

[0009] Preferably, a plurality of universal wheels are fixedly connected to the lower surface of the fuselage, and a supporting foot is installed on one side of the universal wheel.

[0010] Preferably, a touch screen is fixedly connected to the fuselage, and the touch screen is electrically connected to the first conveyor, the second conveyor, the first industrial camera, the second industrial camera, the dome light source, the vacuum pump, the motor and the solenoid valve nozzle respectively.

[0011] The control system of the fully automatic blister lamp inspection machine includes a hardware unit and a software unit, and the hardware unit and the software unit establish a data connection. The hardware unit includes an image acquisition module, a main control module and an execution module, and the main control module establishes an electrical connection with the image acquisition module and the execution module respectively. The software unit includes an interface program module, an image processing module and a defect detection module, and the image processing module and the defect detection module establish a data connection.

[0012] Preferably, the interface program module includes a parameter interface and a detection interface.

[0013] Preferably, the image processing module includes an image denoising submodule and an image segmentation submodule, the defect detection module includes a feature extraction submodule and an image recognition submodule, and the image segmentation submodule establishes data connections with the image denoising submodule and the feature extraction submodule respectively, and the feature extraction submodule establishes a data connection with the image recognition submodule.

[0014] Compared with the prior art, the beneficial effects of the present invention are as follows: the present invention utilizes the first conveyor, the conveying assembly and the second conveyor to realize the automatic conveying of the blister plate, utilizes the image acquisition module to perform image acquisition, utilizes the defect detection module to identify the surface defects of the blister plate, and utilizes the solenoid valve nozzle to automatically remove unqualified products. Compared with manual inspection, the inspection efficiency and inspection accuracy are improved, the labor cost is reduced, and the introduction of pollution is also avoided, and the invention can be incorporated into a fully automatic blister production line; the designed conveying assembly absorbs the blister plate with negative pressure by setting a negative pressure bin, and then moves it with a transmission belt to take pictures from bottom to top, thereby meeting the requirements of double-sided inspection of the blister, and the assembly has the advantages of simple structure and easy use. BRIEF DESCRIPTION OF THE DRAWINGS

[0015] Figure 1 It is a schematic diagram of the overall main structure of the present invention;

[0016] Figure 2 It is a schematic diagram of a partial front view cutaway structure of the present invention;

[0017] Figure 3 It is a schematic diagram of the overall side view structure of the present invention;

[0018] Figure 4 It is a schematic diagram of the overall top view structure of the present invention;

[0019] Figure 5 It is a bottom view structural schematic diagram of the conveying assembly of the present invention;

[0020] Figure 6 It is a schematic diagram of the main structure of the conveying assembly of the present invention;

[0021] Figure 7 It is a schematic diagram of the side view structure of the first industrial camera of the present invention;

[0022] Figure 8 It is a schematic diagram of the side view structure of the prism of the present invention;

[0023] Fig. 9 This is a schematic diagram of the main structure of the dome light source of the present invention;

[0024] Fig.10 is a system block diagram of the present invention;

[0025] Fig.11 It is a system flow chart of the present invention.

[0026] In the figure: 1, fuselage; 11, universal wheel; 12, support foot; 13, touch screen; 14, vacuum pump; 2, conveying assembly; 21, first mounting plate; 22, adjustment frame; 23, motor; 24, negative pressure chamber; 25, exhaust pipe; 26, transmission belt; 27, through hole; 28, pulley; 29, background plate; 3, first conveyor; 4, second conveyor; 5, solenoid valve nozzle; 51, waste funnel; 6, first shell; 61, first bracket; 62, prism; 63, first industrial camera; 64, second Mounting plate; 7. Second shell; 71. Second bracket; 72. Dome light source; 73. Second industrial camera; 8. Hardware unit; 81. Image acquisition module; 82. Main control module; 83. Execution module; 9. Software unit; 91. Interface program module; 911. Parameter interface; 912. Detection interface; 92. Image processing module; 921. Image denoising submodule; 922. Image segmentation submodule; 93. Defect detection module; 931. Feature extraction submodule; 932. Image recognition submodule. DETAILED DESCRIPTION

[0027] 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.

[0028] See also Figure 1-9An embodiment of the present invention is as follows: a fully automatic bubble lamp inspection machine comprises a body 1, a conveying assembly 2 is installed in the body 1, a first conveyor 3 is arranged at the input end of the conveying assembly 2, a second conveyor 4 is arranged at the output end of the conveying assembly 2, a first shell 6 is arranged at the top of the first conveyor 3, a first bracket 61 is fixedly connected in the first shell 6, a prism 62 is fixedly connected on the upper surface of the first bracket 61, a first industrial camera 63 is arranged on one side of the prism 62, a second mounting plate 64 is fixedly connected to the first industrial camera 63, and the second mounting plate 64 is fixedly connected to the first shell 6, a second shell 7 is arranged at the bottom end of the conveying assembly 2, a second bracket 71 is fixedly connected in the second shell 7, and a second bracket 71 is fixedly connected on the second bracket 71 A dome light source 72 is connected, and a second industrial camera 73 is arranged at the bottom end of the dome light source 72. The first conveyor 3, the conveying assembly 2 and the second conveyor 4 are used to realize the automatic conveying of the blister plate, and the first industrial camera 63 cooperates with the second industrial camera 73 to realize the double-sided detection of the blister plate; the conveying assembly 2 includes a first mounting plate 21, and the first mounting plate 21 is arranged in the fuselage 1, and a negative pressure chamber 24 is fixedly connected to the outer wall of one side of the first mounting plate 21, and an exhaust pipe 25 is connected and fixed to the output end of the negative pressure chamber 24, and the exhaust pipe 25 is connected and connected to the vacuum pump 14, and the vacuum pump 14 is arranged in the fuselage 1, and pulleys 28 are arranged on both sides of the negative pressure chamber 24, and the pulleys 28 are rotatably connected to the first mounting plate 21, and the negative pressure chamber 24 is sleeved A transmission belt 26 is connected, and the transmission belt 26 is transmission-connected to a pulley 28, and a plurality of through holes 27 are provided on the transmission belt 26. A motor 23 is fixedly connected to the outer wall on the other side of the first mounting plate 21, and the output end of the motor 23 is transmission-connected to one of the pulleys 28. The conveying assembly 2 utilizes the vacuum pump 14 to generate negative pressure suction in the negative pressure bin 24, and uses the transmission belt 26 to achieve the attachment and movement of the blister plate, so that it can be photographed from bottom to top. The motor 23 drives the transmission belt 26 through the pulley 28, and the transmission belt 26 absorbs the blister plate through the through holes 27; both ends of the first mounting plate 21 are fixedly connected to an adjustment frame 22, and the adjustment frame 22 is fixedly connected to the fuselage 1, and the adjustment frame 22 can adjust the height position of the first mounting plate 21, so as to It is convenient for debugging and maintenance; a background plate 29 is fixedly connected to the position of the dome light source 72 on the lower surface of the negative pressure bin 24, and the background plate 29 is used to prevent the background of the lower part of the negative pressure bin 24 from interfering with the shooting effect; solenoid valve nozzles 5 are arranged on both sides of the second shell 7, and the solenoid valve nozzles 5 are fixedly connected to the inner wall of one side of the fuselage 1, and a waste funnel 51 is connected and fixed at the position corresponding to the output end of the solenoid valve nozzle 5 on the inner wall of the other side of the fuselage 1. The solenoid valve nozzle 5 is used to blow unqualified products into the waste funnel 51 to realize automatic removal of waste; a plurality of universal wheels 11 are fixedly connected to the lower surface of the fuselage 1, and a support foot 12 is installed on one side of the universal wheel 11. The universal wheel 11 is used to facilitate the movement of the fuselage 1, and the support foot 12 is used to support the fuselage 1;A touch screen 13 is fixedly connected to the body 1, and the touch screen 13 is electrically connected to the first conveyor 3, the second conveyor 4, the first industrial camera 63, the second industrial camera 73, the dome light source 72, the vacuum pump 14, the motor 23 and the solenoid valve nozzle 5, respectively, and the touch screen 13 is used for human-machine interaction. ;

[0029] See also Figure 10-11 The present invention provides an embodiment: a control system of a fully automatic bubble lamp inspection machine, comprising a hardware unit 8 and a software unit 9, wherein the hardware unit 8 and the software unit 9 establish a data connection, wherein the hardware unit 8 comprises an image acquisition module 81, a main control module 82 and an execution module 83, and the main control module 82 respectively establishes an electrical connection with the image acquisition module 81 and the execution module 83, wherein the software unit 9 comprises an interface program module 91, an image processing module 92 and a defect detection module 93, wherein the image processing module 92 and the defect detection module 93 establish a data connection, wherein the image acquisition module 81 is used to acquire image information, the main control module 82 is used to process data and issue control instructions, and the execution module 83 is used to execute control instructions; the interface program module 91 comprises a parameter interface 91 1 and detection interface 912, parameter interface 911 is used to set equipment operation parameters, and detection interface 912 is used to display detection results; image processing module 92 includes image denoising submodule 921 and image segmentation submodule 922, defect detection module 93 includes feature extraction submodule 931 and image recognition submodule 932, and image segmentation submodule 922 establishes data connection with image denoising submodule 921 and feature extraction submodule 931 respectively, feature extraction submodule 931 establishes data connection with image recognition submodule 932, image denoising submodule 921 is used for image denoising, image segmentation submodule 922 is used for image segmentation, feature extraction submodule 931 is used for extracting feature data, and image recognition submodule 932 is used for identifying defects.

[0030] Working principle: When the present invention is used to detect defects in blister plates, the blister plates are first conveyed to the first detection position by the first conveyor 3. Light is emitted from the first conveyor 3, passes through the blister plate, passes through the prism 62, completes 90° light reflection, and is imaged on the first industrial camera 63 in the horizontal direction to complete the shooting. The collected image information is transmitted to the image processing module 92, and the processed image is transmitted to the defect detection module 93, and the detection result is fed back to the main control module 82. The main control module 82 performs corresponding actions by controlling the execution module 83, specifically: the blister plate conveyed to the end of the first conveyor 3 is sucked by the suction force generated by the negative pressure bin 24, so that it is adsorbed on the transmission belt 26 and conveyed to the first waste material discharge position. If the detection exists If there is a defect, the main control module 82 controls the solenoid valve nozzle 5 located at the first waste discharge position to start, and blows the blister plate into the corresponding waste funnel 51. If no defect is detected, it continues to be transported to the next detection position; light is emitted from the dome light source 72, irradiated onto the background plate 29 and the blister plate, and after reflection, it is irradiated from the center hole of the dome light source 72 to the second industrial camera 73 in the vertical direction to complete the shooting. The collected image information is transmitted to the image processing module 92, and the processed image is transmitted to the defect detection module 93, and the detection result is fed back to the main control module 82. The main control module 82 performs corresponding actions by controlling the execution module 83, specifically: the blister plate is transported to the second waste discharge position by the transmission belt 26, and if a defect is detected, , the main control module 82 controls the solenoid valve nozzle 5 located at the second waste discharge position to start, and blows the bubble cap plate into the corresponding waste funnel 51. If no defects are detected, it continues to be transported to the unloading position and falls on the second conveyor 4, and is transported to the next process by the second conveyor 4; wherein, the first conveyor 3 adopts a synchronous belt with good light transmittance, and a white backlight source is arranged at the position corresponding to the prism 62 in the first conveyor 3 to provide lighting for shooting, and baffles for guiding materials are also designed on both sides of the first conveyor 3; the second conveyor 4 adopts a food-grade PU belt of commonly used colors, and uses the same power source as the first conveyor 3 to match the front and rear speeds; the specific principle of the conveying assembly 2 is: the motor 23 drives the transmission mechanism thereof One pulley 28 rotates, and the pulley 28 cooperates with another pulley 28, so that the transmission belt 26 is transmitted, and the vacuum pump 14 generates negative pressure in the negative pressure chamber 24 through the exhaust pipe 25. The lower surface of the negative pressure chamber 24 is provided with an air inlet hole, which cooperates with the through hole 27 on the transmission belt 26 to adsorb the bubble cap plate. The driven pulley 28 is installed on the first mounting plate 21 through a tensioning mechanism, and the tension of the transmission belt 26 can be adjusted. The adjustment frame 22 can adjust the height position of the first mounting plate 21, which is convenient for debugging and maintenance; the first shell 6 and the second shell 7 are both used to protect the instrument and prevent dust, the first bracket 61 is used to install the prism 62, the second mounting plate 64 is used to install the first industrial camera 63, and the second bracket 71 is used to install the dome light source 72 and the second industrial camera 73;The support feet 12 are used to support the fuselage 1, the universal wheels 11 are used to facilitate the movement of the equipment, and the touch screen 13 is used for human-computer interaction; in the hardware unit 8 of the system, the image acquisition module 81 is the first industrial camera 63 and the second industrial camera 73, the main control module 82 is a programmable controller, and the execution module 83 is the solenoid valve nozzle 5. In the software unit 9, the parameter interface 911 in the interface program module 91 is used to set parameters, and the detection interface 912 is used to display the detection results. The image processing module 92 uses the image denoising submodule 921 to perform image denoising, and uses the image segmentation submodule 922 to perform image segmentation. The defect detection module 93 uses the feature extraction submodule 931 to extract image features, and uses the image recognition submodule 932 to identify defects. Traps identification; The present invention can detect blister surface defects including top concave, flat head, short body, short cap, double cap and plum blossom head shape defects; can detect blister integrity defects including scratch holes, slices stored outside, shreds, unfitted cap frame damage, etc.; can detect blister printing defects including reverse printing, missing printing, reprinting, offset, ink spots, etc.; in addition, it can also detect foreign body defects inside the blister shell, including uncut, bubbles, thin spots, and variegated capsules inside the blister; The present invention has automatic recognition capabilities, realizes fast and easy device and operation, humanized design, effectively prevents operator fatigue, the equipment does not need to be refueled, eliminates pollution, and independently sets unqualified product unloading channels, which are easy to disassemble and convenient for daily maintenance and cleaning, meeting the requirements of the pharmaceutical industry. ;

[0031] It will be apparent to those skilled in the art that the invention is not limited to the details of the exemplary embodiments described above and that the invention can be implemented in other specific forms without departing from the spirit or essential features of the invention. Therefore, the embodiments should be considered exemplary and non-limiting in all respects, and the scope of the invention is defined by the appended claims rather than the foregoing description, and it is intended that all variations falling within the meaning and scope of the equivalent elements of the claims be included in the invention. Any reference numeral in a claim should not be considered as limiting the claim to which it relates.

Claims

1. Fully automatic blister light inspection machine, including a machine body (1), Features: A conveying assembly (2) is installed in the body (1), a first conveyor (3) is arranged at the input end of the conveying assembly (2), a second conveyor (4) is arranged at the output end of the conveying assembly (2), a first shell (6) is arranged at the top end of the first conveyor (3), a first bracket (61) is fixedly connected in the first shell (6), a prism (62) is fixedly connected to the upper surface of the first bracket (61), a first industrial camera (63) is arranged on one side of the prism (62), a second mounting plate (64) is fixedly connected to the first industrial camera (63), and the second mounting plate (64) is fixedly connected to the first shell (6), a second shell (7) is arranged at the bottom end of the conveying assembly (2), a second bracket (71) is fixedly connected in the second shell (7), a dome light source (72) is fixedly connected to the second bracket (71), and a second industrial camera (73) is arranged at the bottom end of the dome light source (72).

2. The fully automatic blister light inspection machine according to claim 1, Features: The conveying assembly (2) comprises a first mounting plate (21), and the first mounting plate (21) is arranged in the machine body (1); a negative pressure chamber (24) is fixedly connected to an outer wall on one side of the first mounting plate (21); an exhaust pipe (25) is fixedly connected to the output end of the negative pressure chamber (24); the exhaust pipe (25) is connected to a vacuum pump (14), and the vacuum pump (14) is arranged in the machine body (1); pulleys (28) are arranged on both sides of the negative pressure chamber (24), and the pulleys (28) are rotatably connected to the first mounting plate (21); a transmission belt (26) is sleeved on the negative pressure chamber (24), and the transmission belt (26) is transmission-connected to the pulley (28); a plurality of through holes (27) are provided on the transmission belt (26); a motor (23) is fixedly connected to an outer wall on the other side of the first mounting plate (21), and the output end of the motor (23) is transmission-connected to one of the pulleys (28).

3. The fully automatic blister light inspection machine according to claim 2, Features: Both ends of the first mounting plate (21) are fixedly connected to an adjustment frame (22), and the adjustment frame (22) is fixedly connected inside the fuselage (1).

4. The fully automatic blister light inspection machine according to claim 2, Features: A background plate (29) is fixedly connected to the lower surface of the negative pressure chamber (24) at a position corresponding to the dome light source (72).

5. The fully automatic blister light inspection machine according to claim 1, Features: Solenoid valve nozzles (5) are provided on both sides of the second shell (7), and the solenoid valve nozzles (5) are fixedly connected to an inner wall of one side of the machine body (1), and a waste funnel (51) is connected and fixed at a position corresponding to the output end of the solenoid valve nozzle (5) on the inner wall of the other side of the machine body (1).

6. The fully automatic blister light inspection machine according to claim 5, Features: A plurality of universal wheels (11) are fixedly connected to the lower surface of the body (1), and a support foot (12) is installed on one side of the universal wheel (11).

7. The fully automatic blister light inspection machine according to claim 6, Features: A touch screen (13) is fixedly connected to the body (1), and the touch screen (13) is electrically connected to the first conveyor (3), the second conveyor (4), the first industrial camera (63), the second industrial camera (73), the dome light source (72), the vacuum pump (14), the motor (23) and the solenoid valve nozzle (5).

8. The control system of the fully automatic blister light inspection machine comprises a hardware unit (8) and a software unit (9), Features: The hardware unit (8) and the software unit (9) establish a data connection, the hardware unit (8) comprises an image acquisition module (81), a main control module (82) and an execution module (83), and the main control module (82) respectively establishes an electrical connection with the image acquisition module (81) and the execution module (83), the software unit (9) comprises an interface program module (91), an image processing module (92) and a defect detection module (93), and the image processing module (92) and the defect detection module (93) establish a data connection.

9. The control system of the fully automatic blister light inspection machine according to claim 8, Features: The interface program module (91) includes a parameter interface (911) and a detection interface (912).

10. The control system of the fully automatic blister light inspection machine according to claim 8, Features: The image processing module (92) includes an image denoising submodule (921) and an image segmentation submodule (922); the defect detection module (93) includes a feature extraction submodule (931) and an image recognition submodule (932); the image segmentation submodule (922) establishes data connections with the image denoising submodule (921) and the feature extraction submodule (931), respectively; and the feature extraction submodule (931) establishes data connections with the image recognition submodule (932).