Ceramic biscuit branching method and system

By marking the brand color code on the porcelain tiles and identifying the marking information, the problem that the biscuit kiln can only fire one brand of porcelain tiles is solved, and multiple brands can be fired at the same time, which improves production efficiency. and reduce costs.

CN119328888APending Publication Date: 2025-01-21FOSHAN SANSHUI NEW PEARL CONSTR CERAMICS IND +1
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Patent Information

Application Number
CN202411705795.6
Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
Filing Date
2024-11-26
Publication Date
2025-01-21

AI Technical Summary

Technical Problem

In the existing molding workshops, vegetarian kilns can only fire one brand of ceramic blanks, resulting in increased energy consumption and reduced production efficiency, making it difficult to meet the market's demand for diversified products.

Method used

Using the porcelain tile blank line dividing method, the color codes of different brands are marked on the porcelain tile blanks through the spray gun mechanism, the identification mechanism is used to identify the marking information, and the porcelain tile blanks are distributed to the conveyor line of the corresponding brand through the alignment mechanism. .

Benefits of technology

The biscuit kiln can be used to simultaneously fire a variety of porcelain tiles of different brands, which improves production efficiency, reduces firing batches and the frequency of kiln use, thereby reducing energy consumption, labor costs and equipment maintenance costs.

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Abstract

The invention discloses a tile biscuit branching method and system. The tile biscuit branching method comprises the following steps: acquiring parameter information of a to-be-marked tile to generate a marking scheme; when the first in-place detection device feeds back an in-place signal, the spray gun mechanism is controlled to execute a marking action on the to-be-marked ceramic chip based on the marking scheme; when the second in-place detection device feeds back an in-place signal, a to-be-recognized image fed back by the recognition mechanism is obtained and subjected to recognition processing, and color code information is obtained; determining a branching scheme based on the color code information so as to adjust the working state of the blocking and aligning mechanism; according to the ceramic biscuit branching method disclosed by the invention, different brands are endowed with different color codes through the spray gun mechanism, and after the ceramic biscuit is subjected to biscuit firing in the biscuit firing kiln, the mark information can be obtained through the identification mechanism so as to confirm the brand of the ceramic biscuit on the current conveying line; and then the ceramic biscuit is distributed to the conveying lines corresponding to the brands through the blocking and aligning mechanism, so that the biscuit firing kiln can be used for firing the ceramic biscuit of various brands at the same time, and the production efficiency is improved.
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Description

Technical Field

[0001] The present invention relates to the technical field of image processing, and in particular to a method and system for separating lines of a ceramic blank. Background Art

[0002] The firing process of porcelain tiles is divided into two stages: biscuit firing and glaze firing. First, it undergoes the biscuit firing stage so that the porcelain tile blank can obtain sufficient strength and stability before glazing. Then, in the glaze firing stage, through the high temperature treatment of the biscuit kiln, the moisture and organic matter in the porcelain tile blank are volatilized, the carbonates are decomposed, and the mineral composition and structure are initially formed, thereby eliminating the internal defects of the blank, enhancing the mechanical strength of the blank, and reducing the breakage rate during subsequent processing and transportation.

[0003] Ceramic tile blanks are pressed by ceramic presses. There are usually several presses operating simultaneously in the forming workshop. In order to meet the market demand for diversified ceramic tile products, a bisque kiln needs to fire different brands of blanks at the same time. Therefore, in the production process, each press is responsible for pressing different brands of ceramic tile blanks and is equipped with a dedicated production conveyor line. The production conveyor line transports the blanks to the kiln head and then sends them to the same bisque kiln for firing by rollers.

[0004] However, since there are no patterns or designs on the surface of the biscuits and their appearance is almost the same, when different brands of biscuits are mixed in the same biscuit kiln, it is often difficult to distinguish the brands of the biscuits at the end of the kiln, resulting in the inability to assign the biscuits to the conveyor line of the corresponding brand for the next process; therefore, in the existing molding workshop, generally one biscuit kiln can only fire one brand of porcelain tiles; this practice undoubtedly increases the firing batches and the frequency of use of kilns, resulting in increased energy consumption, labor costs and equipment maintenance costs, reduced production efficiency, and difficulty in meeting the market demand for diversified products and the personalized requirements of customers. Summary of the invention

[0005] In view of the above-mentioned deficiencies in the prior art, the object of the present invention is to provide a method for dividing the lines of ceramic tile blanks, which can distinguish the brands of ceramic tile blanks output by the bisque firing kiln, so that the bisque firing kiln can simultaneously fire ceramic tile blanks of multiple different brands, thereby reducing energy consumption and improving production efficiency.

[0006] In order to achieve the above object, the present invention adopts the following technical solutions:

[0007] A method for separating lines of ceramic blanks, wherein the ceramic blank separation system comprises a control device and a spray gun mechanism, an identification mechanism and a stop mechanism electrically connected to the control device respectively, wherein the spray gun mechanism comprises a first in-place detection device, and the identification mechanism comprises a second in-place detection device; the separation method comprises the following steps:

[0008] Obtain parameter information of the tile to be marked, and generate a marking scheme based on the parameter information;

[0009] When the first in-position detection device feeds back an in-position signal, the spray gun mechanism is controlled to perform a marking action on the tile to be marked based on the marking scheme;

[0010] When the second in-place detection device feeds back an in-place signal, the image to be identified fed back by the identification mechanism is acquired and identification processing is performed to obtain color mark information;

[0011] The line division scheme is confirmed based on the color code information, and the working state of the alignment mechanism is adjusted based on the line division scheme.

[0012] In the method for separating the ceramic tile blanks, the step of obtaining parameter information of the ceramic tile to be marked and generating a marking scheme based on the parameter information specifically includes:

[0013] Obtain parameter information of the tile to be marked, the parameter information including brand information and size information;

[0014] Based on the brand information, the KMP algorithm is used to match the marking information from the preset marking information table, wherein the marking information includes the marking color and the marking size;

[0015] Confirm the position to be marked based on the size information, and obtain coordinate information corresponding to the position to be marked;

[0016] The marker area information is generated based on the acquired coordinate information and the marker size, and the marker scheme is generated by integrating the generated marker area information and the marker color.

[0017] In the ceramic tile blank separation method, the spray gun mechanism further includes a spray gun part for realizing a marking action and an adjustment part for adjusting the position of the spray gun part, the adjustment part is in transmission connection with the spray gun part, and the adjustment part and the spray gun part are respectively electrically connected to the control device; when the first in-position detection device feeds back an in-position signal, the spray gun mechanism is controlled to perform a marking action on the ceramic tile to be marked based on the marking scheme, specifically including:

[0018] Acquire the spray gun position information of the spray gun part, and generate a spray gun adjustment plan based on the spray gun position information and the marking area information, wherein the spray gun adjustment plan includes the amount of ink to be sprayed and the distance of ink to be sprayed;

[0019] The working states of the spray gun part and the adjustment part are adjusted based on the spray gun adjustment scheme and the marking color control to perform a marking action on the tile to be marked.

[0020] In the method for separating the ceramic blanks, the spray gun mechanism further comprises an inspection unit electrically connected to the control device, and the inspection unit is used to confirm the marking quality of the ceramic pieces; and the marking operation is performed on the ceramic pieces to be marked, and then the following steps are further included:

[0021] Obtain the marked tile image fed back by the inspection department and pre-process it to obtain the image to be inspected;

[0022] Acquire the mark information to be inspected from the image to be inspected based on the image recognition algorithm;

[0023] Obtaining a preset marking effect, and comparing the difference between the marking information to be inspected and the preset marking effect based on a feature point matching algorithm;

[0024] If the difference obtained by comparison exceeds the preset tolerance range, a secondary adjustment plan is generated based on the difference, and the secondary adjustment plan is fed back to the spray gun mechanism to adjust the next marking action.

[0025] In the method for separating the ceramic blanks, when the second in-place detection device feeds back an in-place signal, the image to be identified fed back by the identification mechanism is obtained and identification processing is performed to obtain color code information, specifically including:

[0026] When the second in-place detection device feeds back an in-place signal, the image to be identified fed back by the identification mechanism is acquired;

[0027] The image to be identified is preprocessed, and the preprocessed image to be identified is input into a pre-built mark recognition model to obtain color mark information.

[0028] In the method for separating lines of a ceramic tile blank, the preprocessed image to be identified is input into a pre-built mark recognition model to obtain color mark information, which specifically includes:

[0029] In the pre-built marker recognition model, the format of the pre-processed image to be recognized is adjusted through the embedding layer to obtain a first processed image;

[0030] Perform feature extraction on the first processed image through a linear attention layer and a deep convolution layer to obtain a second processed image;

[0031] Downsampling the second processed image through an average pooling layer and a convolution layer to obtain a third processed image;

[0032] Performing a full connection operation on the third processed image through a feedforward neural network layer to obtain color code feature information;

[0033] The color code feature information is converted through the output layer to obtain the color code information.

[0034] In the method for separating lines of ceramic blanks, the preprocessed image to be identified is input into a pre-built mark recognition model to obtain color mark information, and then the method further includes:

[0035] The color code information is the color of the mark. Based on the color code information, the brand information corresponding to the color code information is matched from a preset mark information table in combination with a color recognition algorithm and a database matching algorithm.

[0036] If the match fails, use a color correction method to correct the color mark information, or adjust the similarity threshold of the color recognition algorithm;

[0037] Based on the corrected color mark information or based on the adjusted similarity threshold, the color recognition algorithm and the database matching algorithm are combined to match the brand information corresponding to the color mark information from the preset tag information table until the match is successful.

[0038] In the method for separating the ceramic blanks, the alignment mechanism includes a plurality of baffle parts, each baffle part corresponds to a conveyor line; the method for confirming the separation scheme based on the color code information and adjusting the working state of the alignment mechanism based on the separation scheme specifically includes:

[0039] Based on the color code information, the KMP algorithm is used to match the conveyor line number corresponding to the brand information from the preset mark information table;

[0040] Confirming the action status of each baffle part based on the matched conveying line number, and generating a line division plan based on the confirmed action status of each baffle part;

[0041] The working state of the alignment mechanism is adjusted based on the line division scheme to realize the line division of the tiles after identification.

[0042] The present invention also correspondingly provides a ceramic tile blank line separation system, including a control device, the control device is used to execute any of the ceramic tile blank line separation methods as described above, the ceramic tile blank line separation system also includes a spray gun mechanism, an identification mechanism and a blocking mechanism electrically connected to the control device respectively, the spray gun mechanism includes a first in-place detection device, and the identification mechanism includes a second in-place detection device; the spray gun mechanism is used to execute the ceramic tile marking action before entering the bisque firing kiln, the identification mechanism is used to execute the marking identification action after the bisque firing is completed, and the blocking mechanism is used to transport the ceramic tile to the conveyor line corresponding to the brand based on the marking information identified by the identification mechanism.

[0043] In the described porcelain tile blank dividing line system, the described spray gun mechanism also includes a spray gun part for realizing a marking action, an adjustment part for adjusting the position of the spray gun part, and an inspection part for confirming the marking quality of the porcelain tile, the adjustment part is transmission-connected to the spray gun part, and the inspection part is arranged on the output side of the spray gun part; the described baffle mechanism includes a plurality of baffle parts, and the baffle parts are used to convey the bisque-fired porcelain tiles to the conveying line corresponding to the brand; the adjustment part, the spray gun part, the inspection part, the first in-place detection device, the second in-place detection device, and the baffle part are electrically connected to the control device respectively.

[0044] Beneficial effects:

[0045] The invention provides a method for dividing lines of porcelain tile blanks, which gives different color codes to different brands through a spray gun mechanism. After the porcelain tile blanks are bisque-fired in a bisque-fired kiln, the marking information can be obtained through an identification mechanism to confirm the brand of the porcelain tile blanks on the current conveyor line, and then the porcelain tile blanks are distributed to the conveyor line corresponding to the brand through an alignment mechanism, so that the porcelain tile blanks of different brands output by the bisque-fired kiln can be distinguished, so that the bisque-fired kiln can simultaneously fire a variety of porcelain tile blanks of different brands, thereby improving production efficiency, reducing firing batches and the use frequency of kilns, thereby reducing energy consumption, labor costs and equipment maintenance costs. BRIEF DESCRIPTION OF THE DRAWINGS

[0046] Figure 1 A logic flow chart of the method for separating the ceramic blanks provided by the present invention;

[0047] Figure 2 A diagram of the conveying structure in front of the biscuit-fired kiln provided by the present invention;

[0048] Figure 3 This is a diagram of the conveying structure behind the biscuit-fired kiln provided by the present invention.

[0049] Explanation of the main component symbols: 1- spray gun mechanism, 2- identification mechanism, 3- alignment mechanism, 4- ceramic tile blank. DETAILED DESCRIPTION

[0050] The present invention provides a method and system for separating raw ceramic tiles. To make the purpose, technical solution and effect of the present invention clearer and more specific, the present invention is further described in detail below with reference to the accompanying drawings and examples.

[0051] In the description of the present invention, it should be understood that the terms "installation", "connection" and the like should be understood in a broad sense, and a person skilled in the art can understand the specific meanings of the above terms in the present invention according to specific circumstances.

[0052] See also Figures 1 to 3 The present invention provides a method for separating lines of ceramic blanks. The ceramic blank separation system comprises a control device and a spray gun mechanism, an identification mechanism and a stop mechanism electrically connected to the control device respectively. The spray gun mechanism comprises a first in-place detection device, and the identification mechanism comprises a second in-place detection device. The separation method comprises the steps of:

[0053] 100. Obtain parameter information of the tile to be marked, and generate a marking scheme based on the parameter information;

[0054] 200. When the first in-place detection device feeds back an in-place signal, the spray gun mechanism is controlled to perform a marking action on the tile to be marked based on the marking scheme;

[0055] 300. When the second in-place detection device feeds back an in-place signal, the image to be identified fed back by the identification mechanism is acquired and identification processing is performed to obtain color mark information;

[0056] 400. Confirm the line division scheme based on the color code information, and adjust the working state of the alignment mechanism based on the line division scheme.

[0057] The present application discloses a method for dividing porcelain tile blanks into lines, in which different color codes are given to different brands by a spray gun mechanism. After the porcelain tile blanks are bisque-fired in a bisque-fired kiln, the marking information can be obtained by an identification mechanism to confirm the brand of the porcelain tile blanks on the current conveyor line. Then, the porcelain tile blanks are distributed to the conveyor line corresponding to the brand by an alignment mechanism. The porcelain tile blanks of different brands output by the bisque-fired kiln can be distinguished, so that the bisque-fired kiln can simultaneously fire porcelain tile blanks of multiple different brands, thereby improving production efficiency and reducing the frequency of use of firing batches and kilns, thereby reducing energy consumption, labor costs and equipment maintenance costs.

[0058] Furthermore, the step of obtaining parameter information of the tile to be marked and generating a marking scheme based on the parameter information specifically includes:

[0059] 101. Obtain parameter information of the tile to be marked, wherein the parameter information includes brand information and size information;

[0060] 102. Based on the brand information, use a KMP algorithm to match the marking information from a preset marking information table, where the marking information includes a marking color and a marking size;

[0061] 103. Confirm the position to be marked based on the size information, and obtain coordinate information corresponding to the position to be marked;

[0062] In this embodiment, marked images of ceramic tile blanks of various brands and sizes are obtained in advance, and the marked images include marked areas, i.e., color codes, and the color codes are square color codes. The actual coordinates of the four foot points of the marked area in the marked images are obtained, and the actual coordinates of the four foot points are converted based on the coordinate system of the spray gun mechanism to obtain the coordinate information of the marked area. The coordinate information of the marked areas corresponding to the ceramic tile blanks of various brands and sizes are stored in a pre-constructed marking coordinate information table, so as to facilitate the subsequent acquisition of coordinate information from the pre-constructed marking coordinate information table according to the position to be marked.

[0063] 104. Generate marking area information based on the acquired coordinate information and marking size, and integrate the generated marking area information and marking color to generate a marking scheme.

[0064] Furthermore, the spray gun mechanism also includes a spray gun part for realizing a marking action and an adjustment part for adjusting a position of the spray gun part, the adjustment part is transmission-connected to the spray gun part, and the adjustment part and the spray gun part are respectively electrically connected to the control device; when the first in-place detection device feeds back an in-place signal, the spray gun mechanism is controlled to perform a marking action on the tile to be marked based on the marking scheme, specifically including:

[0065] Acquire the spray gun position information of the spray gun part, and generate a spray gun adjustment plan based on the spray gun position information and the marking area information, wherein the spray gun adjustment plan includes the amount of ink to be sprayed and the distance of ink to be sprayed;

[0066] The working states of the spray gun part and the adjustment part are adjusted based on the spray gun adjustment scheme and the marking color control to perform a marking action on the tile to be marked.

[0067] In the method for separating the ceramic blanks, the spray gun mechanism further comprises an inspection unit electrically connected to the control device, and the inspection unit is used to confirm the marking quality of the ceramic pieces; and the marking operation is performed on the ceramic pieces to be marked, and then the following steps are further included:

[0068] Obtain the marked tile image fed back by the inspection department and pre-process it to obtain the image to be inspected;

[0069] Acquire the mark information to be inspected from the image to be inspected based on the image recognition algorithm;

[0070] Obtaining a preset marking effect, and comparing the difference between the marking information to be inspected and the preset marking effect based on a feature point matching algorithm;

[0071] If the difference obtained by comparison exceeds the preset tolerance range, a secondary adjustment plan is generated based on the difference, and the secondary adjustment plan is fed back to the spray gun mechanism to adjust the next marking action.

[0072] In the method for separating the ceramic blanks, when the second in-place detection device feeds back an in-place signal, the image to be identified fed back by the identification mechanism is obtained and identification processing is performed to obtain color code information, specifically including:

[0073] When the second in-place detection device feeds back an in-place signal, the image to be identified fed back by the identification mechanism is acquired;

[0074] The image to be identified is preprocessed, and the preprocessed image to be identified is input into a pre-built mark recognition model to obtain color mark information.

[0075] In the method for separating lines of a ceramic tile blank, the preprocessed image to be identified is input into a pre-built mark recognition model to obtain color mark information, which specifically includes:

[0076] In the pre-built marker recognition model, the format of the pre-processed image to be recognized is adjusted through the embedding layer to obtain a first processed image;

[0077] Perform feature extraction on the first processed image through a linear attention layer and a deep convolution layer to obtain a second processed image;

[0078] Downsampling the second processed image through an average pooling layer and a convolution layer to obtain a third processed image;

[0079] Performing a full connection operation on the third processed image through a feedforward neural network layer to obtain color code feature information;

[0080] The color code feature information is converted through the output layer to obtain the color code information.

[0081] In the method for separating lines of ceramic blanks, the preprocessed image to be identified is input into a pre-built mark recognition model to obtain color mark information, and then the method further includes:

[0082] The color code information is the color of the mark. Based on the color code information, the brand information corresponding to the color code information is matched from a preset mark information table in combination with a color recognition algorithm and a database matching algorithm.

[0083] If the match fails, use a color correction method to correct the color mark information, or adjust the similarity threshold of the color recognition algorithm;

[0084] Based on the corrected color mark information or based on the adjusted similarity threshold, the color recognition algorithm and the database matching algorithm are combined to match the brand information corresponding to the color mark information from the preset tag information table until the match is successful.

[0085] In the method for separating the ceramic blanks, the alignment mechanism includes a plurality of baffle parts, each baffle part corresponds to a conveyor line; the method for confirming the separation scheme based on the color code information and adjusting the working state of the alignment mechanism based on the separation scheme specifically includes:

[0086] Based on the color code information, the KMP algorithm is used to match the conveyor line number corresponding to the brand information from the preset mark information table;

[0087] Confirming the action status of each baffle part based on the matched conveying line number, and generating a line division plan based on the confirmed action status of each baffle part;

[0088] The working state of the alignment mechanism is adjusted based on the line division scheme to realize the line division of the tiles after identification.

[0089] The present invention also correspondingly provides a ceramic tile blank line separation system, including a control device, the control device is used to execute any of the ceramic tile blank line separation methods as described above, the ceramic tile blank line separation system also includes a spray gun mechanism, an identification mechanism and a blocking mechanism electrically connected to the control device respectively, the spray gun mechanism includes a first in-place detection device, and the identification mechanism includes a second in-place detection device; the spray gun mechanism is used to execute the ceramic tile marking action before entering the bisque firing kiln, the identification mechanism is used to execute the marking identification action after the bisque firing is completed, and the blocking mechanism is used to transport the ceramic tile to the conveyor line corresponding to the brand based on the marking information identified by the identification mechanism.

[0090] In the described porcelain tile blank dividing line system, the described spray gun mechanism also includes a spray gun part for realizing a marking action, an adjustment part for adjusting the position of the spray gun part, and an inspection part for confirming the marking quality of the porcelain tile, the adjustment part is transmission-connected to the spray gun part, and the inspection part is arranged on the output side of the spray gun part; the described baffle mechanism includes a plurality of baffle parts, and the baffle parts are used to convey the bisque-fired porcelain tiles to the conveying line corresponding to the brand; the adjustment part, the spray gun part, the inspection part, the first in-place detection device, the second in-place detection device, and the baffle part are electrically connected to the control device respectively.

[0091] It is understandable that those skilled in the art can make equivalent substitutions or changes based on the technical solution and inventive concept of the present invention, and all these changes or substitutions should fall within the protection scope of the present invention.

Claims

1. A method for separating a ceramic tile blank, characterized in that: The ceramic blank line dividing system comprises a control device and a spray gun mechanism, an identification mechanism and a stop mechanism electrically connected to the control device respectively, the spray gun mechanism comprises a first in-place detection device, and the identification mechanism comprises a second in-place detection device; The line splitting method comprises the steps of: Obtain parameter information of the tile to be marked, and generate a marking scheme based on the parameter information; When the first in-position detection device feeds back an in-position signal, the spray gun mechanism is controlled to perform a marking action on the tile to be marked based on the marking scheme; When the second in-place detection device feeds back an in-place signal, the image to be identified fed back by the identification mechanism is acquired and identification processing is performed to obtain color mark information; The line division scheme is confirmed based on the color code information, and the working state of the alignment mechanism is adjusted based on the line division scheme.

2. A method for separating ceramic blanks according to claim 1, characterized in that: The step of obtaining parameter information of the tile to be marked and generating a marking scheme based on the parameter information specifically includes: Obtain parameter information of the tile to be marked, the parameter information including brand information and size information; Based on the brand information, the KMP algorithm is used to match the marking information from the preset marking information table, wherein the marking information includes the marking color and the marking size; Confirm the position to be marked based on the size information, and obtain coordinate information corresponding to the position to be marked; The marker area information is generated based on the acquired coordinate information and the marker size, and the marker scheme is generated by integrating the generated marker area information and the marker color.

3. A method for separating ceramic blanks according to claim 2, characterized in that: The spray gun mechanism also includes a spray gun part for realizing a marking action and an adjustment part for adjusting the position of the spray gun part, the adjustment part is in transmission connection with the spray gun part, and the adjustment part and the spray gun part are respectively electrically connected to the control device; when the first in-position detection device feeds back an in-position signal, the spray gun mechanism is controlled to perform a marking action on the tile to be marked based on the marking scheme, specifically including: Acquire the spray gun position information of the spray gun part, and generate a spray gun adjustment plan based on the spray gun position information and the marking area information, wherein the spray gun adjustment plan includes the amount of ink to be sprayed and the distance of ink to be sprayed; The working states of the spray gun part and the adjustment part are adjusted based on the spray gun adjustment scheme and the marking color control to perform a marking action on the tile to be marked.

4. A method for separating ceramic blanks according to claim 3, characterized in that: The spray gun mechanism also includes an inspection unit electrically connected to the control device, and the inspection unit is used to confirm the marking quality of the tile; The step of performing a marking action on the tile to be marked further includes: Obtain the marked tile image fed back by the inspection department and pre-process it to obtain the image to be inspected; Acquire the mark information to be inspected from the image to be inspected based on the image recognition algorithm; Obtaining a preset marking effect, and comparing the difference between the marking information to be inspected and the preset marking effect based on a feature point matching algorithm; If the difference obtained by comparison exceeds the preset tolerance range, a secondary adjustment plan is generated based on the difference, and the secondary adjustment plan is fed back to the spray gun mechanism to adjust the next marking action.

5. A method for separating ceramic blanks according to claim 1, characterized in that: When the second in-place detection device feeds back an in-place signal, the image to be identified fed back by the identification mechanism is acquired and identification processing is performed to obtain color mark information, specifically including: When the second in-place detection device feeds back an in-place signal, the image to be identified fed back by the identification mechanism is acquired; The image to be identified is preprocessed, and the preprocessed image to be identified is input into a pre-built mark recognition model to obtain color mark information.

6. A method for separating ceramic blanks according to claim 5, characterized in that: The preprocessed image to be identified is input into a pre-built mark recognition model to obtain color mark information, specifically including: In the pre-built marker recognition model, the format of the pre-processed image to be recognized is adjusted through the embedding layer to obtain a first processed image; Perform feature extraction on the first processed image through a linear attention layer and a deep convolution layer to obtain a second processed image; Downsampling the second processed image through an average pooling layer and a convolution layer to obtain a third processed image; Performing a full connection operation on the third processed image through a feedforward neural network layer to obtain color code feature information; The color code feature information is converted through the output layer to obtain the color code information.

7. A method for separating ceramic blanks according to claim 5, characterized in that: The preprocessed image to be identified is input into a pre-built mark recognition model to obtain color mark information, and then further includes: The color code information is the color of the mark. Based on the color code information, the brand information corresponding to the color code information is matched from a preset mark information table in combination with a color recognition algorithm and a database matching algorithm. If the match fails, use a color correction method to correct the color mark information, or adjust the similarity threshold of the color recognition algorithm; Based on the corrected color mark information or based on the adjusted similarity threshold, the color recognition algorithm and the database matching algorithm are combined to match the brand information corresponding to the color mark information from the preset tag information table until the match is successful.

8. A method for separating ceramic blanks according to claim 7, characterized in that: The blocking mechanism includes a plurality of baffle parts, each baffle part corresponds to a conveying line; the line division scheme is confirmed based on the color code information, and the working state of the blocking mechanism is adjusted based on the line division scheme, specifically including: Based on the color code information, the KMP algorithm is used to match the conveyor line number corresponding to the brand information from the preset mark information table; Confirming the action status of each baffle part based on the matched conveying line number, and generating a line division plan based on the confirmed action status of each baffle part; The working state of the alignment mechanism is adjusted based on the line division scheme to realize the line division of the tiles after identification.

9. A ceramic tile blank line separation system, characterized in that: It includes a control device, which is used to execute the method for separating the ceramic tile blanks as described in any one of claims 1 to 8. The ceramic tile blank separation system also includes a spray gun mechanism, an identification mechanism and a stop mechanism electrically connected to the control device respectively, the spray gun mechanism includes a first in-place detection device, and the identification mechanism includes a second in-place detection device; the spray gun mechanism is used to execute the ceramic tile marking action before entering the bisque firing kiln, the identification mechanism is used to execute the marking identification action after the bisque firing is completed, and the stop mechanism is used to convey the ceramic tile to the conveyor line corresponding to the brand based on the marking information identified by the identification mechanism.

10. A ceramic tile blank separation system according to claim 9, characterized in that: The spray gun mechanism also includes a spray gun part for realizing a marking action, an adjustment part for adjusting the position of the spray gun part, and an inspection part for confirming the marking quality of the ceramic tile. The adjustment part is transmission-connected to the spray gun part, and the inspection part is arranged on the output side of the spray gun part. The alignment mechanism includes a plurality of baffle parts, and the baffle parts are used to convey the bisque-fired ceramic tiles to a conveyor line corresponding to a brand. The adjustment part, the spray gun part, the inspection part, the first in-place detection device, the second in-place detection device, and the baffle part are electrically connected to the control device respectively.