CN111178376B - Automatic classification device, automatic classification method, and computer-readable storage medium - Google Patents
Automatic classification device, automatic classification method, and computer-readable storage medium Download PDFInfo
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- CN111178376B CN111178376B CN201811348881.0A CN201811348881A CN111178376B CN 111178376 B CN111178376 B CN 111178376B CN 201811348881 A CN201811348881 A CN 201811348881A CN 111178376 B CN111178376 B CN 111178376B
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/24—Classification techniques
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
- G06V10/74—Image or video pattern matching; Proximity measures in feature spaces
- G06V10/75—Organisation of the matching processes, e.g. simultaneous or sequential comparisons of image or video features; Coarse-fine approaches, e.g. multi-scale approaches; using context analysis; Selection of dictionaries
- G06V10/757—Matching configurations of points or features
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02P—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
- Y02P90/00—Enabling technologies with a potential contribution to greenhouse gas [GHG] emissions mitigation
- Y02P90/30—Computing systems specially adapted for manufacturing
Abstract
The invention provides an automatic classification device, which comprises a processor, a storage device, a collector and a display, wherein the storage device stores production information, a plurality of feature matching models and a plurality of preset classification results, wherein the production information is stored by a plurality of workpieces by taking serial numbers as labels, the automatic classification device operates with an automatic classification system, and the automatic classification system comprises: the acquisition control module is used for controlling the acquisition device to acquire the serial numbers of the workpieces, extracting production information corresponding to the serial numbers from the storage device, and extracting a plurality of feature matching models and a plurality of preset classification results; the matching classification module is used for analyzing and matching the production information of the workpiece extracted by the collector with a plurality of characteristic matching models extracted by the collector to obtain classification results; and the presentation module is used for controlling the display to display the classification result. The automatic classifying device realizes the automation of classifying the production information of a plurality of workpieces. The invention also provides an automatic classification method and a computer readable storage medium.
Description
Technical Field
The present invention relates to a sorting apparatus, and more particularly, to an automatic sorting apparatus, an automatic sorting method, and a computer-readable storage medium for automatically sorting and inquiring production information of workpieces.
Background
In automatic industrial production, production information of a workpiece is required to be uploaded to a product production information database so as to facilitate an operator to inquire the production information of the workpiece. However, in the prior art, the production information data of the workpieces are numerous and the types of the workpieces are different, so that the operator is inconvenient to query and retrieve the related information of the workpieces, and the production efficiency is further affected.
Disclosure of Invention
In view of the above, it is desirable to provide an automatic classification apparatus, an automatic classification method, and a computer-readable storage medium capable of automatically classifying and querying production information of workpieces to solve the above-described problems.
The invention provides an automatic classification device, which is used for automatically classifying production information stored by a plurality of workpieces by taking serial numbers as labels, and comprises a processor, a storage device and a display, wherein the storage device and the display are electrically connected with the processor, the processor is suitable for realizing each instruction, the storage device is suitable for storing a plurality of instructions, the storage device also stores the production information of the plurality of workpieces, a plurality of feature matching models and a plurality of preset classification results, the automatic classification device also comprises a collector, and an automatic classification system is operated by the automatic classification device, and comprises:
the acquisition control module is used for controlling the acquisition device to acquire the serial numbers of the workpieces, extracting production information corresponding to the serial numbers from the storage device, and extracting a plurality of feature matching models and a plurality of preset classification results;
the matching classification module is used for analyzing and matching the production information of the workpiece extracted by the collector with a plurality of feature matching models extracted by the collector to obtain classification results;
and the presentation module is used for controlling the display to display the classification result.
The invention also provides an automatic classification method, which comprises the following steps:
controlling a collector to acquire the serial number of the workpiece, extracting production information corresponding to the serial number from a storage device, extracting a plurality of feature matching models and a plurality of preset classification results, and transmitting the extracted feature matching models and the plurality of preset classification results to a processor;
analyzing and matching the production information of the workpiece extracted by the collector with a plurality of feature matching models extracted by the collector to obtain a classification result;
and controlling a display to display the classification result.
The invention also proposes a computer readable storage medium having stored thereon a computer program, which is loaded by a processor and which performs the automatic classification method.
According to the automatic classification device, the automatic classification method and the computer readable storage medium, the production information of the workpieces extracted by the collector is analyzed and matched with the feature matching models extracted by the collector to obtain the classification result, so that the production information of the workpieces is automatically classified, and the automation of the classification of the production information of the workpieces is realized.
Drawings
Fig. 1 is a schematic block diagram of an automatic classification device according to an embodiment of the present invention.
FIG. 2 is a block diagram of an automatic classification system according to an embodiment of the present invention.
Fig. 3 is a flow chart of an automatic classification method according to an embodiment of the invention.
Description of the main reference signs
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The invention will be further described in the following detailed description in conjunction with the above-described figures.
Detailed Description
The following description of the embodiments of the present invention will be made clearly and completely with reference to the accompanying drawings, in which it is apparent that the embodiments described are only some embodiments of the present invention, but not all embodiments. All other embodiments, which can be made by those skilled in the art based on the embodiments of the invention without making any inventive effort, are intended to be within the scope of the invention.
It will be understood that when an element or component is referred to as being "connected" to another element or component, it can be directly connected to the other element or component or intervening elements or components may also be present. When an element or component is referred to as being "disposed on" another element or component, it can be directly on the other element or component or intervening elements or components may also be present.
Unless defined otherwise, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to which this invention belongs. The terminology used herein in the description of the invention is for the purpose of describing particular embodiments only and is not intended to be limiting of the invention. The term "and/or" as used herein includes any and all combinations of one or more of the associated listed items.
Referring to fig. 1, fig. 1 is a schematic diagram of an automatic sorting device 100 for automatically sorting and querying production information stored by serial numbers as labels of a plurality of workpieces according to an embodiment of the invention. The automatic classification apparatus 100 includes a processor 10, a storage device 20, a collector 30, a display 40, and an input unit 50. The storage device 20, the display 40 and the input unit 50 are electrically connected with the processor 10. It is understood that the automatic classification device 100 further includes a housing and a circuit board, but the housing and the circuit board are not important to the structure of the present invention, and the specific structure thereof is not described again.
The processor 10 may be a central processing unit, a digital signal processor, a single chip microcomputer, or the like. The processor 10 is used for processing related data and transmitting a plurality of instructions.
The storage device 20 is capable of storing relevant data and a plurality of instructions, and the instructions are adapted to be loaded and executed by the processor 10. The storage device 20 can also store a workpiece production information database 21 and a classification feature information database 22. The production information database 21 stores production information of a plurality of workpieces, which is stored in serial numbers as labels, including, but not limited to, test items, test values, test stations, test times, and test times. The serial number of each workpiece corresponds to related production information such as test items, test values, test stations, test time, test times and the like of the workpiece.
The classification feature information database 22 stores classification categories of workpieces and feature information of each classification category. The feature information of each classification category may be, but is not limited to, test items, test values, test stations, test time, test times, etc.
The classification characteristic information database 22 also stores a plurality of characteristic matching models and a plurality of preset classification results. And each feature matching model is established according to the feature information of the corresponding classification category. The plurality of preset classification results comprise different classifications. In this embodiment, the plurality of preset classification results include a first classification and a second classification, but are not limited thereto, and the plurality of preset classification results may also be used to adjust the required classification number according to actual needs.
It is understood that the storage device 20 may be a hard disk, a USB flash disk, random access memory, or the like.
In at least one embodiment, the storage device 20 may be an internal storage system, such as a flash memory, a random access memory RAM, a readable memory ROM, and the like.
In at least one embodiment, the storage device 20 may also be a storage system, such as a video disc, a memory card, or a data storage medium. Storage device 20 also includes unstable or stable storage devices.
In at least one embodiment, the storage device 20 includes two or more storage devices, for example, one of which is a memory and the other of which is a drive.
The collector 30 is connected to the processor 10 and the storage device 20 by wired or wireless means. The collector 30 is configured to obtain the serial number of the workpiece by directly reading the serial number of the workpiece or directly obtaining the serial number input by the input unit 50, extract production information corresponding to the serial number from the production information database 21, and extract a plurality of feature matching models and a plurality of preset classification results from the classification feature information database 22. The production information includes, but is not limited to, test items, test values, test stations, test times, and test times.
In this embodiment, the collector 30 may include, but is not limited to, an independent memory, a central processing unit, a reading unit, a wireless communication unit, and a power supply.
The display 40 is used for displaying the processing result of the processor 10.
The input unit 50 is used for a user to input various information, control instructions, and the like. In this embodiment, the input unit 50 may include, but is not limited to, a mouse, a keyboard, a touch screen, a camera, a remote controller, and the like.
Referring to fig. 2, fig. 2 is a schematic block diagram of an automatic classification system 200 according to an embodiment of the invention. The automatic classification system 200 is applied to the automatic classification device 100. The automatic classification system 200 includes an acquisition control module 210, a matching classification module 220, a query module 230, and a presentation module 240. In one embodiment, the acquisition control module 210, the match classification module 220, the query module 230, and the presentation module 240 are a series of computer program instruction segments stored in the memory device 20 of the automatic classification apparatus 100 that are executable by the processor 10 of the automatic classification apparatus 100 and that are capable of performing a fixed function. In other embodiments, the acquisition control module 210, the matching classification module 220, the query module 230, and the presentation module 240 of the automatic classification system 200 may also be hardware units that are solidified in the processor 10, such as firmware that is solidified in the processor 10.
The collection control module 210 is configured to control the collector 30 to obtain the serial number of the workpiece by directly reading the serial number of the workpiece or directly obtaining the serial number input by the input unit 50, extract relevant production information such as test items, test values, test stations, test time, test times and the like corresponding to the serial number from the production information database 21, and extract a plurality of feature matching models and a plurality of preset classification results from the classification feature information database 22.
The matching classification module 220 is configured to analyze and match the production information of the workpiece extracted by the collector 30 with a plurality of feature matching models extracted by the collector 30, and obtain a classification result.
The query module 230 is configured to query corresponding production information and classification results of the workpieces according to the serial numbers of the workpieces obtained by the collector 30 through directly reading the serial numbers of the workpieces or directly obtaining the serial numbers input by the input unit 50. It can be understood that the query items, such as test items, test values, test stations, test time, test times and other related production information, can be set according to the user demand information, the corresponding production information and classification can be automatically queried, and the detail of the query results can be set according to the actual demand.
The presentation module 240 is configured to control the display 40 to display the classification result and the query result.
In one embodiment of the present invention, an automatic classification method using the automatic classification device 100 is provided for the automatic classification system 200. The automatic classification method is only an example, as there are many ways of implementing the method. Referring to fig. 1 to 3, an automatic classification method to be described next can be performed by the modules shown in fig. 1 to 2. The automatic classification method for automatically classifying and inquiring the production information of the workpieces by using the automatic classification system 200 comprises the following steps:
step S101: the control collector 30 acquires the serial numbers of the workpieces, extracts production information corresponding to the serial numbers from the production information database 21, extracts a plurality of feature matching models and a plurality of preset classification results from the classification feature information database 22 and transmits the feature matching models and the preset classification results to the processor 10;
specifically, the acquisition control module 210 controls the acquirer 30 to acquire the serial number of the workpiece by directly reading the serial number of the workpiece or directly acquiring the serial number input by the input unit 50, and extracts the production information corresponding to the serial number from the production information database 21, and extracts a plurality of feature matching models and a plurality of preset classification results from the classification feature information database 22 and transmits the feature matching models and the preset classification results to the processor 10.
Step S102: and analyzing and matching the production information of the workpiece extracted by the collector 30 with a plurality of feature matching models extracted by the collector 30 to obtain a classification result.
Specifically, the matching classification module 220 performs analysis matching on the production information of the workpiece extracted by the collector 30 and the feature matching models extracted by the collector 30, and obtains classification results.
Step S103: and according to the steps S101 to S102, the production information of a plurality of workpieces is analyzed and matched in sequence, and classification results are obtained.
Step S104: and inquiring corresponding production information and classification results of the workpieces according to the serial numbers of the workpieces acquired by the collector 30.
Specifically, the query module 230 obtains the serial number of the workpiece to query the corresponding production information and classification result of the workpiece according to the manner of directly reading the serial number of the workpiece by the collector 30 or directly obtaining the serial number input by the input unit 50.
Step S105: the control display 40 displays the classification result and the query result.
Specifically, the presentation module 240 controls the display 40 to display the classification result and the query result.
It is to be appreciated that step 104 can be eliminated without affecting automatic classification of production information for a plurality of workpieces.
It can be understood that in step S104, the query module 230 may also set query items, such as test items, test values, test stations, test time, test times, and other related production information, automatically query corresponding production information and classifications according to the user requirement information, and the query result details may also be set according to the actual requirement.
The automatic classification device 100 includes a processor 10, a storage device 20, a collector 30, a display 40 and an input unit 50, but is not limited thereto, in other embodiments, the input unit 50 may be omitted, and the collector 30 directly reads the serial numbers of the workpieces, and does not affect the automatic classification device 100 to automatically classify the production information of the plurality of workpieces.
The automatic classification system 200 includes an acquisition control module 210, a matching classification module 220, a query module 230, and a presentation module 240, but is not limited thereto, and in other embodiments, the query module 230 may be eliminated without affecting the automatic classification system 200 to automatically classify the production information of the plurality of workpieces.
The automatic classification device 100, the automatic classification system 200 and the automatic classification method perform analysis and matching on the production information of the workpieces extracted by the collector 30 and the feature matching models extracted by the collector 30 to obtain classification results, thereby realizing automatic classification of the production information of the workpieces and automation of the classification of the production information of the workpieces. Meanwhile, the serial numbers of the workpieces acquired by the collectors 30 are used for inquiring the corresponding production information and classification results of the workpieces, so that the information of the workpieces is conveniently inquired, and the production is conveniently guided.
In addition, each functional unit in the embodiments of the present invention may be integrated in the same processing unit, or each unit may exist alone physically, or two or more units may be integrated in the same unit. The integrated units can be realized in a form of hardware or a form of hardware and a form of software functional modules.
It will be evident to those skilled in the art that the invention is not limited to the details of the foregoing illustrative embodiments, and that the present invention may be embodied in other specific forms without departing from the spirit or essential characteristics thereof. The present embodiments are, therefore, to be considered in all respects as illustrative and not restrictive, the scope of the invention being indicated by the appended claims rather than by the foregoing description, and all changes which come within the meaning and range of equivalency of the claims are therefore intended to be embraced therein. Any reference sign in a claim should not be construed as limiting the claim concerned. Furthermore, it is evident that the word "comprising" does not exclude other elements or steps, and that the singular does not exclude a plurality. Multiple units or computer means recited in the computer means claim may also be implemented by means of software or hardware by means of the same unit or computer means. The terms first, second, etc. are used to denote a name, but not any particular order.
Finally, it should be noted that the above-mentioned embodiments are merely for illustrating the technical solution of the present invention and not for limiting the same, and although the present invention has been described in detail with reference to the preferred embodiments, it should be understood by those skilled in the art that modifications and equivalents may be made to the technical solution of the present invention without departing from the spirit and scope of the technical solution of the present invention.
Claims (10)
1. An automatic classification device for automatic classification is carried out to the production information that a plurality of work pieces used the serial number to be the label storage, automatic classification device includes treater, storage device and display, storage device with display with treater electric connection, the treater is suitable for realizing each instruction, storage device is suitable for storing many instructions, its characterized in that: the storage equipment is also used for storing production information of a plurality of workpieces, a plurality of feature matching models and a plurality of preset classification results, wherein the production information comprises test items, test values, test stations, test time and test times, each feature matching model is built according to the feature information of a corresponding classification category, and the feature information of each classification category is the test items, the test values, the test stations, the test time and the test times;
the automatic classification device also comprises a collector, the automatic classification device is operated with an automatic classification system, and the automatic classification system comprises:
the acquisition control module is used for controlling the acquisition device to acquire the serial number of the workpiece, extracting production information corresponding to the serial number from the storage device, and extracting a plurality of feature matching models and a plurality of preset classification results;
the matching classification module is used for analyzing and matching the production information of the workpiece extracted by the collector with a plurality of feature matching models extracted by the collector to obtain classification results;
and the presentation module is used for controlling the display to display the classification result.
2. An automatic sorting apparatus according to claim 1, wherein: the automatic classification system also comprises a query module, wherein the query module is used for querying corresponding production information and classification results of the workpieces according to the serial numbers of the workpieces acquired by the collector.
3. An automatic sorting apparatus according to claim 2, wherein: the automatic classifying device further comprises an input unit, and the acquisition control module can control the acquisition device to acquire the serial numbers of the workpieces in a mode of directly reading the serial numbers of the workpieces or a mode of directly acquiring the serial numbers input by the input unit.
4. An automatic sorting apparatus according to claim 2, wherein: the presentation module is also used for controlling a display to display the query result.
5. An automatic sorting apparatus according to claim 1, wherein: the storage device is also used for storing a workpiece production information database, production information of a plurality of workpieces is stored in the production information database, and the serial number of each workpiece corresponds to a test item, a test value, a test station, test time and test times of the workpiece.
6. An automatic sorting apparatus according to claim 1, wherein: the storage device is also used for storing a classification characteristic information database, the classification characteristic information database is used for storing classification categories of workpieces and characteristic information of each classification category, and the plurality of preset classification results comprise different classifications and to-be-classified classifications.
7. An automatic classification method, comprising:
controlling a collector to acquire a serial number of a workpiece, extracting production information corresponding to the serial number from a storage device, extracting a plurality of feature matching models and a plurality of preset classification results, and transmitting the production information to a processor, wherein the production information comprises test items, test values, test stations, test time and test times, each feature matching model is built according to the feature information of a corresponding classification category, and the feature information of each classification category is the test items, the test values, the test stations, the test time and the test times;
analyzing and matching the production information of the workpiece extracted by the collector with a plurality of feature matching models extracted by the collector to obtain a classification result;
and controlling a display to display the classification result.
8. The automatic classification method of claim 7, wherein: the automatic classification method further comprises the step of inquiring corresponding production information and classification results of the workpieces according to the serial numbers of the workpieces acquired by the collector.
9. The automatic classification method of claim 8, wherein: the automatic classification method further comprises the step of controlling a display to display the query result.
10. A computer readable storage medium having a computer program stored thereon, wherein the computer program is loaded by a processor and performs the automatic classification method according to any of claims 7-9.
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