CN106310955A - Detecting method and detecting device for thickness of filter membrane - Google Patents

Detecting method and detecting device for thickness of filter membrane Download PDF

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Publication number
CN106310955A
CN106310955A CN201610860318.6A CN201610860318A CN106310955A CN 106310955 A CN106310955 A CN 106310955A CN 201610860318 A CN201610860318 A CN 201610860318A CN 106310955 A CN106310955 A CN 106310955A
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Prior art keywords
filter membrane
light source
thickness
light
motor
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CN106310955B (en
Inventor
王晓丽
朱修军
彭士涛
张嘉琪
杨文�
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Jinan Yingwei New Materials Technology Partnership LP
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Tianjin University of Technology
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    • BPERFORMING OPERATIONS; TRANSPORTING
    • B01PHYSICAL OR CHEMICAL PROCESSES OR APPARATUS IN GENERAL
    • B01DSEPARATION
    • B01D65/00Accessories or auxiliary operations, in general, for separation processes or apparatus using semi-permeable membranes
    • B01D65/10Testing of membranes or membrane apparatus; Detecting or repairing leaks

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  • Chemical & Material Sciences (AREA)
  • Chemical Kinetics & Catalysis (AREA)
  • Length Measuring Devices By Optical Means (AREA)

Abstract

The invention provides a detection method and a detection device for the thickness of a filter membrane. The detecting method comprises the following steps: firstly, obtaining an initial light source exposure picture, and processing acquired image information by LabVIEW software to obtain a grey value of an image; secondly, exposing a standard acquisition filter membrane with known thickness to obtain a light source exposure picture penetrating through the filter membrane; processing by the LabVIEW software to obtain a grey value of an image; obtaining light transmittance of the acquisition filter membrane according to a ratio of the grey values of the two pictures, and further obtaining the relationship between the thickness of the acquisition filter membrane and the light transmittance; changing the color of a light source, selecting the color of a light emitting diode with an optimal effect, calculating the relationship between the standard acquisition filter membrane and the light transmittance, and then judging the thicknesses of other unknown filter membranes according to the relationship. According to the detecting method and the detecting device provided by the invention, by using a photoelectric detection principle, the thickness of the filter membrane can be conveniently and accurately detected, quality management and control by quality inspection personnel are facilitated, and further the quality of a filter membrane product is further improved.

Description

The detection method of a kind of filter membrane thickness and detection device thereof
Technical field
The invention belongs to filter membrane Thickness sensitivity technical field, especially relate to particulate matter and gather the detection dress of filter membrane thickness Put and detection method.
Background technology
The Main Function of filter membrane is to retain the particulate matter in aerosol or solution, plays the effect that material separates.Granule Retaining of thing be directly affected by filter membrane thickness with through meeting, but at present at the shadow of filter membrane material, technological level and preparative capacibility Under sound, there is larger difference between the various filter membrane of kind and producer, and China does not the most also have the filter membrane of complete set Energy assessment technique specification, the method measuring filter membrane thickness conventional at present has micrometer caliper, scanning electron microscope, photometry. The advantage of micrometer caliper be can directly measure relatively low with reading and price, but error is bigger.Utilization scanning electron shows Micro mirror certainty of measurement is high, but the integrity of filter membrane to be destroyed and instrument price are expensive.Photometry be there is no so far to a kind of energy Enough characterize the relation between data.On this basis by collecting substantial amounts of basic data, in conjunction with previous studies achievement, design Research and develop this device.
Summary of the invention
In view of this, the present invention proposes detection method and the detection device thereof of a kind of filter membrane thickness, utilizes Photoelectric Detection former Reason, can accurately detect the thickness of filter membrane, facilitate testing staff to carry out quality management and control, improves filter membrane product matter further Amount.
For reaching above-mentioned purpose, the technical scheme is that and be achieved in that:
A kind of detection method of filter membrane thickness, including:
(1) use red, green, blue three primary colours light respectively as testing light source;
(2) under one of them testing light source of three primary colours, the initial exposure image without filter membrane of this testing light source is obtained, And it is calculated the gray value of image;
(3) use standard acquisition filter membrane known to thickness, under this testing light source, obtain the light source exposure diagram through filter membrane Picture, and it is calculated the gray value of image;
(4) light transmittance of described standard acquisition filter membrane can be obtained according to the ratio of two width image intensity value;
(5) if selecting the standard acquisition filter membrane that dry thickness is different, repeating step (3) and (4), obtaining each standard acquisition filter membrane Light transmittance, obtain the relation between described standard acquisition filter membrane thickness and light transmittance under this testing light source further;
(6) it is respectively adopted the other dichromatism of three primary colours testing light source, repeats step (2)-(5), obtain under each testing light source Relation between described standard acquisition filter membrane thickness and light transmittance;
(7) testing light source that Selection effect is optimal is as detection light source, detects the filter membrane of unknown thickness, obtains Cross the light source exposure image of this filter membrane, and be calculated the gray value of image, thus obtain the light transmittance of this filter membrane, according to this light Relation between standard acquisition filter membrane thickness and light transmittance under source, obtains this filter membrane thickness.
Further, the preparation method of step (1) described testing light source is: by adjustable stabilized voltage supply and LED controller The color of regulation light emitting diode shows three kinds of colors of red, green, blue respectively.
Further, the concrete methods of realizing of step (2) is: make testing light source completely attach to ccd image sensor, Ccd image sensor is exposed processing, and obtains the initial exposure image without filter membrane of this testing light source, and image information is defeated Deliver to computer, by computer LabVIEW software, the image obtained is carried out gray proces, obtain the gray value of image.
Further, the concrete methods of realizing obtaining image intensity value in step (3) and step (7) is: make testing light source Clamping described standard acquisition filter membrane with ccd image sensor, filter membrane surface is exposed processing by ccd image sensor, obtains Through the initial exposure image of described filter membrane, and image information is delivered to computer, by computer LabVIEW software to obtaining The image obtained carries out gray proces, obtains the gray value of image.
Further, step (5) method particularly includes: choose a number of filter membrane, uses micrometer caliper and scanning Filter membrane thickness is measured by Electronic Speculum two kinds of methods respectively, obtains the thickness range of filter membrane;Keep the incidence of current testing light source Light intensity is certain, measures the light transmittance that under light source, different filter membrane thickness are corresponding, with filter membrane thickness with filter membrane light transmittance for transverse and longitudinal coordinate Matching obtains the relational expression between described standard acquisition filter membrane thickness and light transmittance.
Further, the system of selection of the testing light source of step (7) described best results is: according to obtained by step (5) Each testing light source under standard acquisition filter membrane thickness and light transmittance between relation, filter membrane thickness range one timing, select The testing light source that light transmittance span is the biggest, certainty of measurement is higher;I.e. in filter membrane thickness range, filter membrane thickness and light transmittance matching The slope of curve changes the most greatly, and certainty of measurement is higher.
Another aspect of the present invention, the detection device of a kind of filter membrane thickness, including light-source control system, filter membrane Thickness sensitivity System and data collecting system;
Described light-source control system includes adjustable stabilized voltage supply and LED controller, is used for regulating control light supply apparatus and produces Red, green, blue three primary colours light is respectively as testing light source;
It is indoor that described filter membrane thickness detecting system is arranged on lucifuge, for obtaining the nothing of this testing light source under testing light source The initial exposure image of filter membrane, light source through the light source exposure image of standard acquisition filter membrane, unknown thickness filter membrane to be measured expose Image;Including light supply apparatus, ccd image sensor, filter membrane fixed support, stepping moving device, described filter membrane fixed support sets Put in lucifuge ceiling portion, between light supply apparatus and ccd image sensor;Described light supply apparatus connects described light source control system System;Described light supply apparatus and ccd image sensor are all arranged on stepping moving device, regulate position by stepping moving device Put;
Described data collecting system includes that image pick-up card and computer, ccd image sensor and stepping moving device divide Tong Guo not be connected with image pick-up card by data wire, image pick-up card is connected with computer.
Further, described filter membrane fixed support is arranged on lucifuge ceiling portion by horizontal stand, fixing of described filter membrane Frame can be along horizontal stand vertical rotary.
Further, described stepping moving device includes motor a, motor b, motor guide rail, stepping electricity Machine driver, controllor for step-by-step motor, described motor guide rail two ends are fixed on lucifuge chamber body, motor a and step Entering motor b to coordinate at motor slide and carry out level respectively and move left and right, motor a and motor b is respectively Being connected with stepper motor driver by wire, stepper motor driver is connected with controllor for step-by-step motor;Described light supply apparatus Being arranged on motor a by light source fixed support, described ccd image sensor is fixed by ccd image sensor support On motor b;Described controllor for step-by-step motor is connected with image pick-up card by RS232 interface.
Further, described light source fixed support and ccd image sensor support are designed with micrometric displacement regulation device, Described micrometric displacement regulation device regulation light supply apparatus and ccd image sensor position in the horizontal direction and guarantee light supply apparatus with Ccd image sensor is concentric co-axial on same level direction.
Relative to prior art, the detection method of a kind of filter membrane thickness of the present invention and detection device thereof, mainly have Following advantage: this detection method and device utilize optical detection principle, can conveniently be accurately detected filter membrane thickness, facilitate quality inspection Personnel carry out quality management and control, improve filter membrane product quality further.
Accompanying drawing explanation
Fig. 1 is the structure of the detecting device schematic diagram of the embodiment of the present invention;
Fig. 2 is filter membrane thickness and the light transmittance graph of a relation of the embodiment of the present invention.
Wherein:
1. adjustable stabilized voltage supply;2.LED controller;3.LED controller data output interface;
4.LED holding wire;5. horizontal stand;6. light supply apparatus;
7. hands the turn of the screw;8. filter membrane fixed support;9.CCD imageing sensor;
10. data wire;11. image acquisition card interfaces I;12. computers;
13. image pick-up cards;14. image acquisition card interfaces II;15.RS232 connecting line;
16. lucifuge room interfaces II;17. motor b;18.RS232 interface;
19. micrometric displacement regulation devices;20. light source fixed supports;21.CCD imageing sensor support;
22. stepper motor drivers;23. controllor for step-by-step motor;24. motor a;
25. motor guide rails;26. lucifuge rooms;27. lucifuge room interfaces I;
Detailed description of the invention
It should be noted that in the case of not conflicting, the embodiment in the present invention and the feature in embodiment can phases Combination mutually.
The present invention is described in detail below in conjunction with embodiment and accompanying drawing.
As it is shown in figure 1, the present invention proposes the detection device of a kind of filter membrane thickness, including light-source control system, filter membrane thickness Degree detecting system and data collecting system.
Light-source control system is made up of adjustable stabilized voltage supply 1 and LED controller 2, and the color of light emitting diode utilizes LED to control Device 2 processed regulates.
Filter membrane thickness detecting system is passed by light supply apparatus 6, light source fixed support 20, micrometric displacement regulation device 19, ccd image Sensor 9, ccd image sensor support 21, filter membrane fixed support 8, horizontal stand 5, motor a24, motor b17, step Enter motor slide rails 25, stepper motor driver 22, controllor for step-by-step motor 23 form, and are all arranged in lucifuge room 26.
Lucifuge room 26 is provided with lucifuge room interface I 27 and lucifuge room interface II 16, and described lucifuge room interface II 16 is believed by LED Number 4 LED controller data output interfaces 3 of line and light supply apparatus 4 couple together, and lucifuge room interface I 27 connects RS232 connecting line 15。
Light supply apparatus is by common cathode corner 5mm Tricolor LED, reflective sleeve and forms, and reflective sleeve employing thickness is The reflecting piece of 0.4mm is made, diameter 6mm, a length of 10mm.Filter membrane fixed support 8 is by two pieces of a size of 20mm × 20mm × 2mm Corrosion resistant plate composition, center has the hole of a diameter of 7mm, and filter membrane is fixedly clamped by two pieces of corrosion resistant plates.Filter membrane fixed support 8 On be welded with the stainless steel tube of diameter 10mm, wall thickness 0.5mm, a length of 15mm, perforate above stainless steel tube, bore dia is 2mm. Horizontal stand 5 is made up of the solid stainless steel round bar of a diameter of 9mm, a length of 400mm, and middle place corresponding with stainless steel tube is opened Hole, a diameter of 2mm, horizontal stand two ends are horizontally fixed on lucifuge chamber body by side dress flange.Whole filter membrane fixed support 8 Along solid stainless steel round bar vertical rotary, and can be fixed, in order to prevent filter membrane by the hands the turn of the screw 7 in perforate Fixed support 8 horizontal movement, installs two set screws in the solid stainless steel round bar in stainless steel tube end.Light source fixed support 20, ccd image sensor support 21 is connected with motor a24 and motor b17 respectively, and motor guide rail 25 two ends lead to Crossing side dress flange to be horizontally fixed on lucifuge chamber body, motor a24 and motor b17 is respectively at motor guide rail 25 Being slidably matched and carry out level and move left and right, motor a24 and motor b17 is respectively by wire and step motor drive Device 22 connects, and stepper motor driver 22 is connected with controllor for step-by-step motor 23, and controllor for step-by-step motor 23 is by RS232 interface 18 are connected with image pick-up card 13.Micrometric displacement regulation device 19 is separately fixed at light source fixed support 20 and ccd image sensor On support 21, micrometric displacement regulation device 19 regulates light source 6 and ccd image sensor 9 position in the horizontal direction and guarantees light source 6 With ccd image sensor 9 concentric co-axial on same level direction.
Data collecting system includes image pick-up card 13 and computer 12, the signal of ccd image sensor 9 output and filter membrane The RS232 interface 18 of thickness detecting system is respectively by the image acquisition card port 11 and 14 of data wire 10 with data collecting system Being connected, image pick-up card 13 is connected with computer 12, and computer 12 is provided with LabVIEW and controls software, utilizes LabVIEW to control soft Part completes the collection of image information, processes and store, and to motor a24 and the control of motor b17.
The detection method of the present invention, step is as follows:
1) manually regulation LED controller 2 regulates the color of light emitting diode and shows three kinds of colors of red, green, blue respectively;
2) when the color of diode is red, manually regulation micrometric displacement regulation device 19 makes light supply apparatus 6 and ccd image Sensor 9 is concentric co-axial on same level direction;
3) utilizing the computer LabVIEW accurate stepping of software-driven motor to move, motor a24 is along motor Guide rail 25 is moved to the left left end initial position in the horizontal direction, and motor b17 is along motor guide rail 25 in the horizontal direction Moving right to right-hand member initial position, the moving range of motor a24 horizontal direction is-50~0mm, motor b17 water Square to moving range be 0~50mm, moving step length is 0.3~5 μm.
First measure filter membrane fixed support 8 and do not clamp the situation of filter membrane, start motor a24 along motor guide rail 25 Moving right in the horizontal direction, motor b17 is moved to the left in the horizontal direction along motor guide rail 25, until light supply apparatus 6 completely attach to just with ccd image sensor 9, and now ccd image sensor 9 is exposed processing and image information being passed through Data wire exports the image pick-up card 13 to acquisition system, and image pick-up card 13 is connected with computer 12, and computer 12 is provided with LabVIEW controls software, utilizes LabVIEW to control software and completes the collection of image information, processes and store.Motor afterwards A24 is moved to the left in the horizontal direction along motor guide rail 25, motor b17 along motor guide rail 25 in the horizontal direction to Move right, filter membrane known to thickness is clamped on filter membrane fixed support 8, the LabVIEW software-driven of recycling computer 12 The accurate stepping of motor is moved, and motor a24 moves right in the horizontal direction along motor guide rail 25, motor B17 is moved to the left in the horizontal direction along motor guide rail 25, adopts until light supply apparatus 6 and ccd image sensor 9 clamp just Collection filter membrane, now ccd image sensor 9 carries out again exposure-processed and image information is passed through data wire whole filter membrane surface Exporting the image pick-up card 13 to acquisition system, image pick-up card 13 is connected with computer 12, and computer 12 is provided with LabVIEW control Software processed, utilizes LabVIEW to control software and completes the collection of image information, processes and store.By computer LabVIEW software The image obtained is carried out gray proces, obtains the gray value of image, analyze further and can obtain filter membrane thickness and light transmittance Relation.
4) readjust light emitting diode color repeat 3) in step.
5) image information that computer LabVIEW software processes collects, the light emitting diode that Selection effect is optimal are utilized Color, calculate the relation between filter membrane thickness and light transmittance, relation can judge the thickness of other unknown filter membrane according to this afterwards Degree.
According to said method, the Teflon filter membrane 80 first choosing the production of certain company carries out electron-microscope scanning, scanning result Display Teflon filter membrane thickness range be 22.19~33.00 μm, by filter membrane thickness range in 22.19~33.00 μm Teflon filter membrane light transmittance is tested, and result display filter membrane light transmittance exists preferable non-linear relation, such as Fig. 2 institute with filter membrane thickness Showing, fitting formula is: y=-0.0188x2+ 0.1426x+99.983, R2=0.9974.The Teflon filter membrane thickness range of 98% Between 27.5 ± 2.5 μm, range of transmittance is between 89.52 ± 2.34%, when thickness or light transmittance are less than or exceed this Individual scope then assert the in uneven thickness of this filter membrane.
Above screening conditions are obtained by LabVIEW programming, the Teflon filter membrane of a unknown thickness is utilized filter membrane Thickness detection apparatus detects, and testing result shows, whole filter membrane range of transmittance is between 88.16~91.07%.Judge This filter membrane thickness evenness is in allowed band.Corresponding light transmittance be 88.16% thickness gone out be 29.15 μm, other each points The thickness of position can draw according to light transmittance size.
The foregoing is only presently preferred embodiments of the present invention, not in order to limit the present invention, all essences in the present invention Within god and principle, any modification, equivalent substitution and improvement etc. made, should be included within the scope of the present invention.

Claims (10)

1. the detection method of a filter membrane thickness, it is characterised in that including:
(1) use red, green, blue three primary colours light respectively as testing light source;
(2) under one of them testing light source of three primary colours, obtain the initial exposure image without filter membrane of this testing light source, and count Calculate the gray value obtaining image;
(3) use standard acquisition filter membrane known to thickness, under this testing light source, obtain the light source exposure image through filter membrane, And it is calculated the gray value of image;
(4) light transmittance of described standard acquisition filter membrane can be obtained according to the ratio of two width image intensity value;
(5) if selecting the standard acquisition filter membrane that dry thickness is different, repeating step (3) and (4), obtaining the saturating of each standard acquisition filter membrane Light rate, obtains the relation between described standard acquisition filter membrane thickness and light transmittance under this testing light source further;
(6) it is respectively adopted the other dichromatism of three primary colours testing light source, repeats step (2)-(5), obtain under each testing light source described Relation between standard acquisition filter membrane thickness and light transmittance;
(7) testing light source that Selection effect is optimal is as detection light source, detects the filter membrane of unknown thickness, obtains through being somebody's turn to do The light source exposure image of filter membrane, and it is calculated the gray value of image, thus obtain the light transmittance of this filter membrane, according under this light source Relation between standard acquisition filter membrane thickness and light transmittance, obtains this filter membrane thickness.
The detection method of a kind of filter membrane thickness the most according to claim 1, it is characterised in that step (1) described test light The preparation method in source is: by adjustable stabilized voltage supply and LED controller regulate the color of light emitting diode show respectively red, green, Blue three-color.
The detection method of a kind of filter membrane thickness the most according to claim 1, it is characterised in that implementing of step (2) Method is: make testing light source completely attach to ccd image sensor, and ccd image sensor is exposed processing, and obtains this test The initial exposure image without filter membrane of light source, and image information is delivered to computer, by computer LabVIEW software to obtaining The image obtained carries out gray proces, obtains the gray value of image.
The detection method of a kind of filter membrane thickness the most according to claim 1, it is characterised in that in step (3) and step (7) The concrete methods of realizing obtaining image intensity value is: make testing light source clamp described standard acquisition filter membrane with ccd image sensor, Filter membrane surface is exposed processing by ccd image sensor, obtains the initial exposure image through described filter membrane, and is believed by image Breath is delivered to computer, by computer LabVIEW software, the image obtained is carried out gray proces, obtains the gray scale of image Value.
The detection method of a kind of filter membrane thickness the most according to claim 1, it is characterised in that the concrete grammar of step (5) For: choose a number of filter membrane, use micrometer caliper and two kinds of methods of scanning electron microscope respectively filter membrane thickness to be measured, Obtain the thickness range of filter membrane;The incident intensity keeping current testing light source is certain, measures different filter membrane thickness under light source corresponding Light transmittance, obtain described standard acquisition filter membrane thickness and light transmittance with filter membrane thickness and filter membrane light transmittance for transverse and longitudinal coordinate fitting Between relational expression.
The detection method of a kind of filter membrane thickness the most according to claim 1, it is characterised in that step (7) described effect is The system of selection of good testing light source is: according to the standard acquisition filter membrane thickness under each testing light source obtained by step (5) with Relation between light transmittance, in filter membrane thickness range one timing, selects the testing light source that light transmittance span is the biggest, and certainty of measurement is relatively High;I.e. in filter membrane thickness range, filter membrane thickness is the biggest with light transmittance matched curve slope variation, and certainty of measurement is higher.
7. the detection device of a filter membrane thickness, it is characterised in that include light-source control system, filter membrane thickness detecting system sum According to acquisition system;
Described light-source control system includes adjustable stabilized voltage supply and LED controller, be used for regulating control light supply apparatus produce red, Three primary colours light green, blue is respectively as testing light source;
It is indoor that described filter membrane thickness detecting system is arranged on lucifuge, for obtain under testing light source this testing light source without filter membrane Initial exposure image, the light source exposure image through standard acquisition filter membrane, the light source exposure image of unknown thickness filter membrane to be measured; Including light supply apparatus, ccd image sensor, filter membrane fixed support, stepping moving device, described filter membrane fixed support is arranged on to be kept away Light ceiling portion, between light supply apparatus and ccd image sensor;Described light supply apparatus connects described light-source control system;Institute State light supply apparatus and ccd image sensor is all arranged on stepping moving device, by stepping moving device adjusting position;
Described data collecting system includes that image pick-up card and computer, ccd image sensor and stepping moving device lead to respectively Crossing data wire to be connected with image pick-up card, image pick-up card is connected with computer.
The detection device of a kind of filter membrane thickness the most according to claim 7, it is characterised in that described filter membrane fixed support leads to Crossing horizontal stand and be arranged on lucifuge ceiling portion, described filter membrane fixed support can be along horizontal stand vertical rotary.
The detection device of a kind of filter membrane thickness the most according to claim 7, it is characterised in that described stepping moving device bag Include motor a, motor b, motor guide rail, stepper motor driver, controllor for step-by-step motor, described motor Guide rail two ends are fixed on lucifuge chamber body, and motor a and motor b goes forward side by side in the cooperation of motor slide respectively Row level moves left and right, and motor a and motor b is connected with stepper motor driver by wire respectively, motor Driver is connected with controllor for step-by-step motor;Described light supply apparatus is arranged on motor a by light source fixed support, described Ccd image sensor is fixed on motor b by ccd image sensor support;Described controllor for step-by-step motor passes through RS232 interface is connected with image pick-up card.
The detection device of a kind of filter membrane thickness the most according to claim 9, it is characterised in that described light source fixed support Be designed with micrometric displacement regulation device on ccd image sensor support, described micrometric displacement regulation device regulation light supply apparatus and CCD Imageing sensor position in the horizontal direction and guarantee light supply apparatus and ccd image sensor on same level direction concentric with Axle.
CN201610860318.6A 2016-09-28 2016-09-28 A kind of detection method and its detection device of filter membrane thickness Active CN106310955B (en)

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CN107582099A (en) * 2017-09-22 2018-01-16 杭州创影健康管理有限公司 Echo intensity processing method, device and electronic equipment
CN108180846A (en) * 2017-11-30 2018-06-19 广州兴森快捷电路科技有限公司 Organic guarantor welds the process control method of film and film thickness acquisition methods
CN108362702A (en) * 2017-12-14 2018-08-03 北京木业邦科技有限公司 A kind of defect of veneer detection method, system and equipment based on artificial intelligence
CN110368749A (en) * 2019-07-12 2019-10-25 上海电机学院 A kind of sack cleaner dust-removing control system and method
CN113751450A (en) * 2021-07-29 2021-12-07 蚌埠高华电子股份有限公司 Integrated system device and method for detecting and processing polishing residues on surface of glass substrate
CN114345093A (en) * 2022-01-24 2022-04-15 广州科威环保工程有限公司 Pump station plasma deodorization device with good deodorization effect

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CN103983200A (en) * 2014-05-04 2014-08-13 京东方科技集团股份有限公司 Method and device for measuring film thickness and coating machine

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CN1924515A (en) * 2005-09-02 2007-03-07 松下电器产业株式会社 Device and method for measuring film, coating device and method
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Publication number Priority date Publication date Assignee Title
CN107582099A (en) * 2017-09-22 2018-01-16 杭州创影健康管理有限公司 Echo intensity processing method, device and electronic equipment
CN107582099B (en) * 2017-09-22 2019-12-27 杭州创影健康管理有限公司 Echo intensity processing method and device and electronic equipment
CN108180846A (en) * 2017-11-30 2018-06-19 广州兴森快捷电路科技有限公司 Organic guarantor welds the process control method of film and film thickness acquisition methods
CN108180846B (en) * 2017-11-30 2020-11-17 广州兴森快捷电路科技有限公司 Process control method and film thickness obtaining method of organic solderability preservative film
CN108362702A (en) * 2017-12-14 2018-08-03 北京木业邦科技有限公司 A kind of defect of veneer detection method, system and equipment based on artificial intelligence
CN110368749A (en) * 2019-07-12 2019-10-25 上海电机学院 A kind of sack cleaner dust-removing control system and method
CN113751450A (en) * 2021-07-29 2021-12-07 蚌埠高华电子股份有限公司 Integrated system device and method for detecting and processing polishing residues on surface of glass substrate
CN114345093A (en) * 2022-01-24 2022-04-15 广州科威环保工程有限公司 Pump station plasma deodorization device with good deodorization effect

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