CN113935663A - Equipment combination analysis method, device, equipment and medium for panel product - Google Patents
Equipment combination analysis method, device, equipment and medium for panel product Download PDFInfo
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Abstract
The invention relates to the field of artificial intelligence, and discloses a method, a device, equipment and a medium for analyzing equipment combination of a panel product, wherein the method comprises the following steps: collecting circulation information of a panel product in the equipment circulation process; dividing an equipment combination path set of the panel product according to the circulation information, and marking a product quality label of each equipment combination path in the equipment combination path set; mining an equipment combination relation set of the panel product by using a preset association rule according to the equipment combination path set and the product quality label; and screening the equipment combination relation meeting preset conditions from the equipment combination relation set to obtain a target equipment combination relation, and identifying the final combination equipment of the panel product according to the target equipment combination relation. The invention can improve the equipment combination analysis efficiency of the panel product.
Description
Technical Field
The invention relates to the field of artificial intelligence, in particular to a method, a device, equipment and a medium for analyzing equipment combination of a panel product.
Background
The panel manufacturing process is cumbersome, the process usually includes a number of different process sections, the process sections usually consist of a large number of complex devices in parallel or in series, and the process flow is usually adjusted due to different product models, production schedules, etc.
At present, most of equipment production combination analysis in the panel industry depends on 'machine difference' analysis of parallel units, but during actual production, information management and control and abnormal positioning of stations, equipment, sub-equipment and chambers under a panel product process section are very difficult, so that equipment of all production units cannot be effectively integrated, and equipment combination of the panel product cannot be efficiently analyzed.
Disclosure of Invention
In order to solve the technical problems, the invention provides a method, a device, equipment and a medium for analyzing equipment combinations of panel products, which can improve the efficiency of the equipment combination analysis of the panel products.
In a first aspect, the present invention provides a method for device-in-device analysis of a panel product, comprising:
collecting circulation information of a panel product in the equipment circulation process;
dividing an equipment combination path set of the panel product according to the circulation information, and marking a product quality label of each equipment combination path in the equipment combination path set;
mining an equipment combination relation set of the panel product by using a preset association rule according to the equipment combination path set and the product quality label;
and screening the equipment combination relation meeting preset conditions from the equipment combination relation set to obtain a target equipment combination relation, and identifying the final combination equipment of the panel product according to the target equipment combination relation.
In a possible implementation manner of the first aspect, the acquiring circulation information of the panel product in the device circulation process includes:
acquiring a circulation device and a corresponding device identifier of the panel product in the device circulation process;
identifying the circulation sequence position of the circulation equipment, and calculating the product reject ratio of the panel products in the equipment circulation process;
and generating the circulation information according to the equipment identification, the circulation sequence position and the product reject ratio.
In a possible implementation manner of the first aspect, the dividing, according to the circulation information, the device combination path set of the panel product includes:
determining the circulation equipment of the panel product according to the equipment identification in the circulation information;
constructing a panel product generation event set of the circulation equipment according to the circulation sequence position in the circulation information;
and identifying the equipment combination path of each panel product generation event in the panel product generation event set to obtain the equipment combination path set of the panel product.
In one possible implementation manner of the first aspect, the mining, according to the device combination path set and the product quality label, a device combination relationship set of the panel product by using a preset association rule includes;
screening the equipment combination paths when the product quality label is a negative label from the equipment combination path set to obtain a first equipment combination path;
identifying circulation equipment meeting preset association rules from the first equipment combination path to obtain first target circulation equipment, and carrying out relation combination on the first target flow equipment to obtain a first equipment combination relation of the panel product;
screening the equipment combination paths when the product quality label is a positive label from the equipment combination paths in a centralized manner to obtain a second equipment combination path;
identifying the circulation equipment meeting the association rule from the second equipment combination path to obtain second target circulation equipment, and carrying out relationship combination on the second target flow equipment to obtain a second equipment combination relationship of the panel product;
and generating a device combination relation set of the panel product according to the first device combination relation and the second device combination relation.
In a possible implementation manner of the first aspect, the screening, from the device combination relationship set, device combination relationships that satisfy a preset condition to obtain a target device combination relationship includes:
calculating the interpretation degree and the support degree of each equipment combination relation in the equipment combination relation set;
obtaining the product reject ratio of each equipment combination relation in the equipment combination relation set, calculating the confidence coefficient of each equipment combination relation in the equipment combination relation set, and calculating the promotion degree of each equipment combination relation in the equipment combination relation set according to the confidence coefficient and the product reject ratio;
and according to the interpretation degree, the support degree and the promotion degree, screening the equipment combination relation meeting the preset conditions from the equipment combination relation set to obtain the target equipment combination relation.
In a possible implementation manner of the first aspect, the calculating, according to the confidence and the product reject ratio, a degree of improvement of each device combination relationship in the device combination relationship set includes:
calculating the promotion degree of each equipment combination relation in the equipment combination relation set by using the following formula:
wherein liftiDegree of promotion, conf, representing the relationship of the combination of devicesiThe confidence coefficient of the equipment combination relation is represented, and yprop represents the product reject ratio of the equipment combination relation.
In a possible implementation manner of the first aspect, the screening, according to the interpretation degree, the support degree, and the promotion degree, an apparatus combination relationship that meets a preset condition from the apparatus combination relationship set to obtain a target apparatus combination relationship includes:
dividing the weight proportion of the interpretation degree, the support degree and the promotion degree according to a preset service scene;
carrying out weighted average on the interpretation degree, the support degree and the promotion after dividing the weight proportion to obtain a weighted average value;
and selecting the equipment combination relation of which the weighted average value meets the preset condition to obtain the target equipment combination relation.
In a second aspect, the present invention provides an apparatus for device-in-device analysis of a panel product, the apparatus comprising:
the circulation information acquisition module is used for acquiring circulation information of the panel product in the equipment circulation process;
the combined path dividing module is used for dividing the equipment combined path set of the panel product according to the circulation information and marking the product quality label of each equipment combined path in the equipment combined path set;
the combination relation mining module is used for mining the equipment combination relation set of the panel product by using a preset association rule according to the equipment combination path set and the product quality label;
and the combined equipment identification module is used for screening the equipment combination relation meeting the preset conditions from the equipment combination relation set to obtain a target equipment combination relation, and identifying the final combined equipment of the panel product according to the target equipment combination relation.
In a third aspect, the present invention provides an electronic device comprising:
at least one processor; and a memory communicatively coupled to the at least one processor;
wherein the memory stores a computer program executable by the at least one processor to enable the at least one processor to perform the method of device group analysis of a panel product according to any of the first aspects above.
In a fourth aspect, the present invention provides a computer-readable storage medium storing a computer program which, when executed by a processor, implements the device combination analysis method for a panel product according to any one of the first aspects.
Compared with the prior art, the technical principle and the beneficial effects of the scheme are as follows:
according to the scheme, the device combination path set of the panel product can be divided by collecting the circulation information of the panel product in the device circulation process, and the product quality label of each device combination path in the device combination path set is marked, so that the device rapid positioning and information control of the panel product in the production process can be realized, and the final combined device analysis efficiency of the subsequent panel product is ensured; secondly, according to the equipment combination path set and the product quality label, the equipment combination relationship set of the panel product is mined by using a preset association rule, so that the frequent mode relationship between different equipment combinations and product quality of the panel product in the production process can be obtained, the equipment information of all production units of the panel product in the production process is effectively integrated, and the analysis efficiency of the final combination equipment of the subsequent panel product is further improved; further, the equipment combination relation meeting the preset conditions is screened from the equipment combination relation set, the final combination equipment of the panel product can be identified, and the final combination equipment of the panel product is guaranteed to meet the service requirements. Therefore, the method and the device for analyzing the equipment combination of the panel product, the electronic equipment and the storage medium provided by the embodiment of the invention can improve the equipment combination analysis efficiency of the panel product.
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The accompanying drawings, which are incorporated in and constitute a part of this specification, illustrate embodiments consistent with the invention and together with the description, serve to explain the principles of the invention.
In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings used in the description of the embodiments or the prior art will be briefly described below, and it is obvious for those skilled in the art that other drawings can be obtained according to the drawings without inventive exercise.
Fig. 1 is a schematic flow chart illustrating an apparatus assembly analysis method for a panel product according to an embodiment of the present invention;
FIG. 2 is a schematic flow chart illustrating one step of the method for analyzing a panel product according to the present invention;
FIG. 3 is a schematic flow chart illustrating another step of the method for analyzing a panel product according to the present invention in the equipment set provided in FIG. 1;
FIG. 4 is a block diagram of an apparatus assembly analysis device for panel products according to an embodiment of the present invention;
fig. 5 is a schematic internal structural diagram of an electronic device for implementing a device combination analysis method for a panel product according to an embodiment of the present invention.
Detailed Description
It should be understood that the detailed description and specific examples, while indicating the invention, are intended for purposes of illustration only and are not intended to limit the scope of the invention.
The embodiment of the invention provides a device combination analysis method for a panel product, and an execution subject of the device combination analysis method for the panel product includes but is not limited to at least one of electronic devices such as a server and a terminal, which can be configured to execute the method provided by the embodiment of the invention. In other words, the device combination analysis method of the panel product may be performed by software or hardware installed in a terminal device or a server device, and the software may be a blockchain platform. The server includes but is not limited to: a single server, a server cluster, a cloud server or a cloud server cluster, and the like. The server may be an independent server, or may be a cloud server that provides basic cloud computing services such as a cloud service, a cloud database, cloud computing, a cloud function, cloud storage, a Network service, cloud communication, a middleware service, a domain name service, a security service, a Content Delivery Network (CDN), a big data and artificial intelligence platform, and the like.
Fig. 1 is a schematic flow chart of an apparatus assembly analysis method for a panel product according to an embodiment of the present invention. The equipment combination analysis method of the panel product depicted in FIG. 1 comprises the following steps:
and S1, collecting circulation information of the panel products in the equipment circulation process.
In the embodiment of the present invention, the panel product refers to an industrial panel product, such as an electronic panel product, a component board product, a circuit board product, and the like, produced by an industrial device in an industrial manufacturing process, the device circulation process refers to an industrial flow experienced by the panel product in a production process, and the circulation information refers to data generated by the panel product in the production process, such as production equipment, production time, production environment, and the like.
As an embodiment of the present invention, the acquiring circulation information of a panel product in an equipment circulation process includes: acquiring a circulation device and a corresponding device identifier of the panel product in the device circulation process; identifying the circulation sequence position of the circulation equipment, and calculating the product reject ratio of the panel products in the equipment circulation process; and summarizing the equipment identification, the circulation sequence position and the product reject ratio to obtain the circulation information.
The circulation equipment refers to production equipment of panel products in an equipment circulation process, namely the circulation equipment refers to equipment for generating the panel products, the equipment identification refers to equipment numbers of the circulation equipment and is used for representing identity information of the circulation equipment, the circulation sequence position refers to the position of the circulation equipment when the panel products are produced, the product reject ratio refers to the reject ratio of the panel products produced by the circulation equipment in the equipment circulation process, and the production efficiency of the circulation equipment in the equipment circulation process can be judged according to the product reject ratio, so that a product quality label of an equipment combination path for producing the panel products can be established.
S2, dividing the equipment combination path set of the panel product according to the circulation information, and marking the product quality label of each equipment combination path in the equipment combination path set.
It should be understood that many production devices are involved in the panel product generation process, and path combination performed on different production devices may cause different production efficiencies of panel products, so that, according to the embodiment of the present invention, the device combination path set of the panel product is divided according to the circulation information to determine the device combination path included in the panel product generation process, thereby implementing device fast positioning and information management and control of the panel product in the production process, and ensuring the final combined device analysis efficiency of subsequent panel products.
As an embodiment of the present invention, referring to fig. 2, the dividing the device combination path set of the panel product according to the circulation information includes:
s201, determining the circulation equipment of the panel product according to the equipment identification in the circulation information;
s202, constructing a panel product generation event set of the circulation equipment according to circulation sequence positions in the circulation information;
s203, identifying the equipment combination path of each panel product generation event in the panel product generation event set to obtain the equipment combination path set of the panel product.
The panel product generation event set refers to an event set for generating a panel product by combining circulation devices, the device combination path is a path for generating the panel product by combining the circulation devices, optionally, the circulation devices query the panel generation log through the device identifier, the panel product generation event set can be obtained by compiling a Java language, the device combination path is realized through a preset path identification script, and the path identification script can be compiled through a JavaScript script language.
Further, in the embodiment of the present invention, the quality of the panel product of each equipment combination path in the equipment combination path set is obtained by marking the product quality label of each equipment combination path in the equipment combination path set, where the product quality label includes pass and fail, the product quality label is generated by the product reject ratio of the panel product, that is, the equipment combination path whose product reject ratio is greater than a preset threshold is marked as fail, and the equipment combination path whose product reject ratio is not greater than the preset threshold is marked as pass, where the preset threshold may be set to 10%, and may also be set according to an actual service scenario.
And S3, mining the equipment combination relation set of the panel product by using a preset association rule according to the equipment combination path set and the product quality label.
According to the embodiment of the invention, the equipment combination relation set of the panel product is mined by utilizing the preset association rule according to the equipment combination path set and the product quality label so as to obtain the frequent mode relation between different equipment combinations and product quality of the panel product in the production process, effectively integrate the equipment information of all production units of the panel product in the production process and further improve the analysis efficiency of the final combination equipment of the subsequent panel product. The preset association rule is constructed by association algorithms such as Apriori and FP Growth.
As an embodiment of the present invention, the mining the device combination relationship set of the panel product according to the device combination path set and the product quality label by using a preset association rule includes: screening the equipment combination paths when the product quality label is a negative label from the equipment combination paths in a centralized manner to obtain a first equipment combination path, identifying circulation equipment meeting the association rule from the first equipment combination path to obtain first target circulation equipment, and performing relation combination on the first target flow equipment to obtain a first equipment combination relation of the panel product; screening the equipment combination paths when the product quality labels are positive labels from the equipment combination paths in a centralized manner to obtain second equipment combination paths, identifying circulation equipment meeting the association rules from the second equipment combination paths to obtain second target circulation equipment, and performing relationship combination on the second target flow equipment to obtain a second equipment combination relationship of the panel product; and generating a device combination relation set of the panel product according to the first device combination relation and the second device combination relation.
The identification of the circulation equipment is realized through a frequent mode rule and a unit screening rule in the association rule, namely, the circulation equipment with high frequency is selected from the second equipment combination path through the frequent mode rule, and the equipment units with high-order significant relationship combination are identified from the circulation equipment selected through the frequent mode rule through the unit screening rule so as to generate the target circulation equipment.
S4, screening the equipment combination relations meeting preset conditions from the equipment combination relation set to obtain target equipment combination relations, and identifying the final combination equipment of the panel product according to the target equipment combination relations.
In the embodiment of the present invention, referring to fig. 3, the screening of the device combination relationship meeting the preset condition from the device combination relationship set includes:
s301, calculating the interpretation degree and the support degree of each equipment combination relation in the equipment combination relation set;
s302, obtaining the product reject ratio of each equipment combination relation in the equipment combination relation set, calculating the confidence coefficient of each equipment combination relation in the equipment combination relation set, and calculating the promotion degree of each equipment combination relation in the equipment combination relation set according to the confidence coefficient and the product reject ratio;
s303, according to the interpretation degree, the support degree and the promotion degree, the equipment combination relation meeting the preset conditions is screened from the equipment combination relation set to obtain the target equipment combination relation.
The explanation degree, the support degree, the confidence degree and the promotion degree are index dimensions for representing the panel product production by using the equipment combination relation, the explanation degree of the reason of the equipment combination of the panel product in the production can be known through the explanation degree, the support degree of the equipment combination of the panel product in the production can be known through the support degree, the credibility degree of the equipment combination of the panel product in the production can be known through the confidence degree, and the promotable degree of the equipment combination of the panel product in the production can be known through the promotion degree.
Further, in an optional embodiment of the present invention, the degree of interpretation of each device combination relationship in the device combination relationship set is calculated by using the following formula:
wherein expiIndicates the degree of interpretation, cntn_iNumber of rejected panel products, cnt, representing equipment combination relationshipnRepresenting the number of all rejected panel products of the set of equipment portfolio relationships.
Further, in an optional embodiment of the present invention, the support degree of each device combination relationship in the device combination relationship set is calculated by using the following formula:
wherein, suppiIndicates support, cntiNumber of panel products, cnt, representing equipment combination relationshipnRepresenting the number of all rejected panel products of the set of equipment portfolio relationships.
Further, in an optional embodiment of the present invention, the confidence level of each device combination relationship in the device combination relationship set is calculated by using the following formula:
wherein confiIndicates confidence, cntn_iNumber of rejected panel products, cnt, representing equipment combination relationshipiThe number of panel products representing the combination relationship of the devices.
Further, in an optional embodiment of the present invention, the degree of improvement of each device combination relationship in the device combination relationship set is calculated by using the following formula:
wherein liftiDegree of promotion, conf, representing the relationship of the combination of devicesiThe confidence coefficient of the equipment combination relation is represented, and yprop represents the product reject ratio of the equipment combination relation.
Further, in an optional embodiment of the present invention, the screening, according to the interpretation degree, the support degree, and the promotion degree, an equipment combination relationship that meets a preset condition from the equipment combination relationship set to obtain a target equipment combination relationship includes: dividing the weight proportion of the interpretation degree, the support degree and the promotion degree; carrying out weighted average on the interpretation degree, the support degree and the promotion after dividing the weight proportion to obtain a weighted average value; and selecting the equipment combination relation of which the weighted average value meets the preset condition from the equipment combination relation set to obtain a target equipment combination relation.
The weight ratio and the preset condition are set based on different service requirements, for example, the weight ratios of the pre-interpretation degree, the support degree and the promotion degree are set to be 0.2, 0.3 and 0.5 respectively, and the preset condition may be set such that the weighted average value is smaller than a preset threshold value, that is, in the embodiment of the present invention, a device combination relationship in which the weighted average value is smaller than a preset threshold value is selected from the device combination relationship set as the target device combination relationship, where the preset threshold value may be set to be 0.35, or may be set according to an actual service scene.
Further, according to the target device combination relationship, the embodiment of the present invention identifies the final combination device of the panel product, that is, the transfer device in the target device combination relationship is used as the final combination device of the panel product.
According to the scheme, the device combination path set of the panel product can be divided by collecting the circulation information of the panel product in the device circulation process, and the product quality label of each device combination path in the device combination path set is marked, so that the device rapid positioning and information control of the panel product in the production process can be realized, and the final combined device analysis efficiency of the subsequent panel product is ensured; secondly, according to the equipment combination path set and the product quality label, the equipment combination relationship set of the panel product is mined by using a preset association rule, so that the frequent mode relationship between different equipment combinations and product quality of the panel product in the production process can be obtained, the equipment information of all production units of the panel product in the production process is effectively integrated, and the analysis efficiency of the final combination equipment of the subsequent panel product is further improved; further, the equipment combination relation meeting the preset conditions is screened from the equipment combination relation set, the final combination equipment of the panel product can be identified, and the final combination equipment of the panel product is guaranteed to meet the service requirements. Therefore, the equipment combination analysis method for the panel product provided by the embodiment of the invention can improve the equipment combination analysis efficiency of the panel product.
Fig. 4 is a functional block diagram of the device combination analyzer of the panel product of the present invention.
The device assembly analysis apparatus 400 of the panel product of the present invention may be installed in an electronic device. According to the realized functions, the device combination analysis apparatus of the panel product may include a circulation information collection module 401, a combined path division module 402, a combined relationship mining module 403, and a combined device identification model 404. The module of the present invention, which may also be referred to as a unit, refers to a series of computer program segments that can be executed by a processor of an electronic device and that can perform a fixed function, and that are stored in a memory of the electronic device.
In the embodiment of the present invention, the functions of the modules/units are as follows:
the circulation information acquisition module 401 is configured to acquire circulation information of the panel product in the equipment circulation process;
the combined path dividing module 402 is configured to divide an apparatus combined path set of the panel product according to the circulation information, and mark a product quality label of each apparatus combined path in the apparatus combined path set;
the combination relationship mining module 403 is configured to mine a device combination relationship set of the panel product according to the device combination path set and the product quality label by using a preset association rule;
the combined device identifying module 404 is configured to filter a device combination relationship meeting a preset condition from the device combination relationship set to obtain a target device combination relationship, and identify a final combined device of the panel product according to the target device combination relationship.
In detail, when the modules in the apparatus combination analysis device 400 for a panel product according to the embodiment of the present invention are used, the same technical means as the apparatus combination analysis method for a panel product described in fig. 1 to fig. 3 are adopted, and the same technical effects can be produced, which is not described herein again.
Fig. 5 is a schematic structural diagram of an electronic device for implementing the device combination analysis method of the panel product according to the present invention.
The electronic device may include a processor 50, a memory 51, a communication bus 52, and a communication interface 53, and may further include a computer program, such as a device combination analysis program of a panel product, stored in the memory 51 and executable on the processor 50.
In some embodiments, the processor 50 may be composed of an integrated circuit, for example, a single packaged integrated circuit, or may be composed of a plurality of integrated circuits packaged with the same function or different functions, and includes one or more Central Processing Units (CPUs), a microprocessor, a digital Processing chip, a graphics processor, a combination of various control chips, and the like. The processor 50 is a Control Unit (Control Unit) of the electronic device, connects various components of the whole electronic device by using various interfaces and lines, and executes various functions and processes data of the electronic device by running or executing programs or modules (for example, a device combination analysis program for executing a panel product, etc.) stored in the memory 51 and calling data stored in the memory 51.
The memory 51 includes at least one type of readable storage medium including flash memory, removable hard disks, multimedia cards, card-type memory (e.g., SD or DX memory, etc.), magnetic memory, magnetic disks, optical disks, etc. The memory 51 may in some embodiments be an internal storage unit of the electronic device, for example a removable hard disk of the electronic device. The memory 51 may also be an external storage device of the electronic device in other embodiments, such as a plug-in mobile hard disk, a Smart Media Card (SMC), a Secure Digital (SD) Card, a Flash memory Card (Flash Card), and the like provided on the electronic device. Further, the memory 51 may also include both an internal storage unit and an external storage device of the electronic device. The memory 51 may be used not only to store application software installed in the electronic device and various types of data, such as codes of a device combination analysis program of a panel product, etc., but also to temporarily store data that has been output or is to be output.
The communication bus 52 may be a Peripheral Component Interconnect (PCI) bus or an Extended Industry Standard Architecture (EISA) bus. The bus may be divided into an address bus, a data bus, a control bus, etc. The bus is arranged to enable connection communication between the memory 51 and at least one processor 50 or the like.
The communication interface 53 is used for communication between the electronic device and other devices, and includes a network interface and a user interface. Optionally, the network interface may include a wired interface and/or a wireless interface (e.g., WI-FI interface, bluetooth interface, etc.), which are typically used to establish a communication connection between the electronic device and other electronic devices. The user interface may be a Display (Display), an input unit such as a Keyboard (Keyboard), and optionally a standard wired interface, a wireless interface. Alternatively, in some embodiments, the display may be an LED display, a liquid crystal display, a touch-sensitive liquid crystal display, an OLED (Organic Light-Emitting Diode) touch device, or the like. The display, which may also be referred to as a display screen or display unit, is suitable, among other things, for displaying information processed in the electronic device and for displaying a visualized user interface.
Fig. 5 shows only an electronic device having components, and those skilled in the art will appreciate that the structure shown in fig. 5 does not constitute a limitation of the electronic device, and may include fewer or more components than those shown, or some components may be combined, or a different arrangement of components.
For example, although not shown, the electronic device may further include a power supply (such as a battery) for supplying power to each component, and preferably, the power supply may be logically connected to the at least one processor 50 through a power management device, so that functions of charge management, discharge management, power consumption management and the like are realized through the power management device. The power supply may also include any component of one or more dc or ac power sources, recharging devices, power failure detection circuitry, power converters or inverters, power status indicators, and the like. The electronic device may further include various sensors, a bluetooth module, a Wi-Fi module, and the like, which are not described herein again.
It is to be understood that the embodiments described are for illustrative purposes only and that the scope of the claimed invention is not limited to this configuration.
The device combination analysis program of the panel product stored in the memory 51 of the electronic device is a combination of a plurality of computer programs, and when running in the processor 50, can realize:
collecting circulation information of a panel product in the equipment circulation process;
dividing an equipment combination path set of the panel product according to the circulation information, and marking a product quality label of each equipment combination path in the equipment combination path set;
mining an equipment combination relation set of the panel product by using a preset association rule according to the equipment combination path set and the product quality label;
and screening the equipment combination relation meeting preset conditions from the equipment combination relation set to obtain a target equipment combination relation, and identifying the final combination equipment of the panel product according to the target equipment combination relation.
Specifically, the processor 50 may refer to the description of the relevant steps in the embodiment corresponding to fig. 1 for a specific implementation method of the computer program, which is not described herein again.
Further, the electronic device integrated module/unit, if implemented in the form of a software functional unit and sold or used as a separate product, may be stored in a non-volatile computer-readable storage medium. The computer readable storage medium may be volatile or non-volatile. For example, the computer-readable medium may include: any entity or device capable of carrying said computer program code, recording medium, U-disk, removable hard disk, magnetic disk, optical disk, computer Memory, Read-Only Memory (ROM).
The present invention also provides a computer-readable storage medium, storing a computer program which, when executed by a processor of an electronic device, may implement:
collecting circulation information of a panel product in the equipment circulation process;
dividing an equipment combination path set of the panel product according to the circulation information, and marking a product quality label of each equipment combination path in the equipment combination path set;
mining an equipment combination relation set of the panel product by using a preset association rule according to the equipment combination path set and the product quality label;
and screening the equipment combination relation meeting preset conditions from the equipment combination relation set to obtain a target equipment combination relation, and identifying the final combination equipment of the panel product according to the target equipment combination relation.
In the embodiments provided in the present invention, it should be understood that the disclosed apparatus, device and method can be implemented in other ways. For example, the above-described apparatus embodiments are merely illustrative, and for example, the division of the modules is only one logical functional division, and other divisions may be realized in practice.
The modules described as separate parts may or may not be physically separate, and parts displayed as modules may or may not be physical units, may be located in one place, or may be distributed on a plurality of network units. Some or all of the modules may be selected according to actual needs to achieve the purpose of the solution of the present embodiment.
In addition, functional modules in the embodiments of the present invention may be integrated into one processing unit, or each unit may exist alone physically, or two or more units are integrated into one unit. The integrated unit can be realized in a form of hardware, or in a form of hardware plus a software functional module.
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 attributes 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 signs in the claims shall not be construed as limiting the claim concerned.
It is noted that, in this document, relational terms such as "first" and "second," and the like, may be used solely to distinguish one entity or action from another entity or action without necessarily requiring or implying any actual such relationship or order between such entities or actions. Also, the terms "comprises," "comprising," or any other variation thereof, are intended to cover a non-exclusive inclusion, such that a process, method, article, or apparatus that comprises a list of elements does not include only those elements but may include other elements not expressly listed or inherent to such process, method, article, or apparatus. Without further limitation, an element defined by the phrase "comprising an … …" does not exclude the presence of other identical elements in a process, method, article, or apparatus that comprises the element.
The foregoing are merely exemplary embodiments of the present invention, which enable those skilled in the art to understand or practice the present invention. Various modifications to these embodiments will be readily apparent to those skilled in the art, and the generic principles defined herein may be applied to other embodiments without departing from the spirit or scope of the invention. Thus, the present invention is not intended to be limited to the embodiments shown herein but is to be accorded the widest scope consistent with the principles and novel features disclosed herein.
Claims (10)
1. A method of device-in-device analysis of a panel product, the method comprising:
collecting circulation information of a panel product in the equipment circulation process;
dividing an equipment combination path set of the panel product according to the circulation information, and marking a product quality label of each equipment combination path in the equipment combination path set;
mining an equipment combination relation set of the panel product by using a preset association rule according to the equipment combination path set and the product quality label;
and screening the equipment combination relation meeting preset conditions from the equipment combination relation set to obtain a target equipment combination relation, and identifying the final combination equipment of the panel product according to the target equipment combination relation.
2. The method of claim 1, wherein the collecting the circulation information of the panel product in the equipment circulation process comprises:
acquiring a circulation device and a corresponding device identifier of the panel product in the device circulation process;
identifying the circulation sequence position of the circulation equipment, and calculating the product reject ratio of the panel products in the equipment circulation process;
and generating the circulation information according to the equipment identification, the circulation sequence position and the product reject ratio.
3. The method of claim 1, wherein the partitioning the set of device combination paths for the panel product according to the flow information comprises:
determining the circulation equipment of the panel product according to the equipment identification in the circulation information;
constructing a panel product generation event set of the circulation equipment according to the circulation sequence position in the circulation information;
and identifying the equipment combination path of each panel product generation event in the panel product generation event set to obtain the equipment combination path set of the panel product.
4. The method of claim 1, wherein the mining of the set of equipment combination relationships for the panel product according to the set of equipment combination paths and the product quality labels using preset association rules comprises;
screening the equipment combination paths when the product quality label is a negative label from the equipment combination path set to obtain a first equipment combination path;
identifying circulation equipment meeting preset association rules from the first equipment combination path to obtain first target circulation equipment, and carrying out relation combination on the first target flow equipment to obtain a first equipment combination relation of the panel product;
screening the equipment combination paths when the product quality label is a positive label from the equipment combination paths in a centralized manner to obtain a second equipment combination path;
identifying the circulation equipment meeting the association rule from the second equipment combination path to obtain second target circulation equipment, and carrying out relationship combination on the second target flow equipment to obtain a second equipment combination relationship of the panel product;
and generating a device combination relation set of the panel product according to the first device combination relation and the second device combination relation.
5. The method according to any one of claims 1 to 4, wherein the screening of the device combination relationship meeting a preset condition from the device combination relationship set to obtain a target device combination relationship comprises:
calculating the interpretation degree and the support degree of each equipment combination relation in the equipment combination relation set;
obtaining the product reject ratio of each equipment combination relation in the equipment combination relation set, calculating the confidence coefficient of each equipment combination relation in the equipment combination relation set, and calculating the promotion degree of each equipment combination relation in the equipment combination relation set according to the confidence coefficient and the product reject ratio;
and according to the interpretation degree, the support degree and the promotion degree, screening the equipment combination relation meeting the preset conditions from the equipment combination relation set to obtain the target equipment combination relation.
6. The method of claim 5, wherein calculating a degree of improvement for each equipment portfolio relationship in the set of equipment portfolio relationships based on the confidence level and the product reject ratio comprises:
calculating the promotion degree of each equipment combination relation in the equipment combination relation set by using the following formula:
wherein liftiDegree of promotion, conf, representing the relationship of the combination of devicesiThe confidence coefficient of the equipment combination relation is represented, and yprop represents the product reject ratio of the equipment combination relation.
7. The method according to claim 5, wherein the screening, according to the interpretation degree, the support degree and the promotion degree, the device combination relationship meeting a preset condition from the device combination relationship set to obtain a target device combination relationship comprises:
dividing the weight proportion of the interpretation degree, the support degree and the promotion degree according to a preset service scene;
carrying out weighted average on the interpretation degree, the support degree and the promotion after dividing the weight proportion to obtain a weighted average value;
and selecting the equipment combination relation of which the weighted average value meets the preset condition to obtain the target equipment combination relation.
8. An apparatus for analyzing a panel product in combination, the apparatus comprising:
the circulation information acquisition module is used for acquiring circulation information of the panel product in the equipment circulation process;
the combined path dividing module is used for dividing the equipment combined path set of the panel product according to the circulation information and marking the product quality label of each equipment combined path in the equipment combined path set;
the combination relation mining module is used for mining the equipment combination relation set of the panel product by using a preset association rule according to the equipment combination path set and the product quality label;
and the combined equipment identification module is used for screening the equipment combination relation meeting the preset conditions from the equipment combination relation set to obtain a target equipment combination relation, and identifying the final combined equipment of the panel product according to the target equipment combination relation.
9. An electronic device, characterized in that the electronic device comprises:
at least one processor; and the number of the first and second groups,
a memory communicatively coupled to the at least one processor; wherein,
the memory stores a computer program executable by the at least one processor to enable the at least one processor to perform a method of device group analysis of a panel product according to any one of claims 1 to 7.
10. A computer-readable storage medium, in which a computer program is stored, which, when being executed by a processor, implements a device group analysis method of a panel product according to any one of claims 1 to 7.
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