Combination method, device and storage medium of production equipment operation control function module

Abstract

The present invention provides a combination method, device and storage medium of production equipment operation control function modules, including: constructing a reference resource pool of production equipment operation control function modules based on production equipment operation control standard text theme clustering; first defining the corresponding elements in the combination process of production equipment operation control function modules; second defining the initial state of the elements; obtaining a first target process interface set through interface matching; determining a scenario-related function module set of a demand adaptation resource pool; assigning the scenario-related function module to a production equipment operation control business scenario to obtain a production equipment operation control scenario-related function module; and correspondingly interactively connecting the interface sets of each function module in the production equipment operation control scenario-related function module. Thus, the problems of difficult module selection, low interface combination efficiency and interface interaction compatibility are overcome, and the rapid selection and combination matching of function modules under the target scenario are realized.

Description

Technical Field

[0001] The present invention relates to the field of data processing technology, and in particular to a method, device and storage medium for combining production equipment operation control function modules. Background Art

[0002] The realization of specific scenarios of production equipment operation control requires multiple production equipment operation control functional modules to be interactively connected and coordinated according to business logic, so as to meet the business objective requirements of specific scenarios of production equipment operation control.

[0003] However, the realization of specific scenarios of equipment operation control currently generally relies on the knowledge and experience of experts in specific fields, and is supported by the development of relevant software function modules through software engineering. In addition, since specific scenarios of equipment operation control involve different stakeholders, different control links, knowledge and experience in different fields, etc., the current equipment operation control function modules come from many sources, with different content forms and obvious differences in application effects. Therefore, there is an urgent need for a method for combining production equipment operation control function modules for specific scenarios. Under the premise of overcoming the difficulties in selecting production equipment operation control function modules, low interface combination efficiency, and poor interface interaction compatibility, the method can realize the rapid selection and combination matching of function modules in the target scenario. Summary of the invention

[0004] In view of this, the purpose of the present invention is to provide a combination method, device and storage medium for production equipment operation control functional modules, so as to overcome the problems of difficult selection of production equipment operation control functional modules, low interface combination efficiency, and interface interaction compatibility, and to achieve rapid selection and combination matching of functional modules in the target scenario.

[0005] In the first aspect, an embodiment of the present invention provides a method for combining production equipment operation control function modules, which constructs a reference resource pool for production equipment operation control function modules based on pre-acquired production equipment operation control standard text topic clustering; performs a first definition on the corresponding elements in the combination process of the production equipment operation control function modules; the first definition includes: a definition of the production equipment operation control function module, a definition of the production equipment operation control business scenario, a definition of the reference resource pool for the production equipment operation control function module, a definition of the demand adaptation resource pool and a definition of the process interface set; the definition of the process interface set; the demand adaptation resource pool includes: an unpaired interface set; the reference resource pool for the production equipment operation control function module includes: a set of function modules; the elements The second definition is performed on the initial state; the unpaired interface set and the interface set of the first function module in the function module set are matched in sequence according to the identification order of the function module set to obtain the first target process interface set; based on the first target process interface set, the scenario-associated function module set of the demand adaptation resource pool is determined; the scenario-associated function module set is a function module set adapted to the production equipment operation control business scenario; the scenario-associated function module is assigned to the production equipment operation control business scenario to obtain the production equipment operation control scenario-related function module; the interface set of each function module in the production equipment operation control scenario-related function module is interactively connected according to the interface type and content to complete the combination of the production equipment operation control function module for the target scenario.

[0006] In a preferred embodiment of the present invention, the above-mentioned topic clustering based on the pre-acquired standard text of production equipment operation control constructs a reference resource pool of production equipment operation control function modules, including: obtaining standard text in the field of production equipment operation control; processing the standard text according to pre-set processing rules to obtain a set of word sequences of standard clauses of production equipment operation control; vectorizing the set of word sequences to obtain a target set of word sequences; topic clustering the target set of word sequences based on a pre-set first algorithm to obtain the topics of the standard text of production equipment operation control; semantically condensing the feature word set under the topic of the standard text of production equipment operation control using a pre-set second algorithm to obtain the target feature word; naming the topic of the standard text of production equipment operation control based on the target feature word to obtain the production equipment operation control function module contained in the topic clustering of the standard text of production equipment operation control; and constructing a reference resource pool of production equipment operation control function modules based on the contained production equipment operation control function modules.

[0007] In a preferred embodiment of the present invention, the above-mentioned vector conversion of the word sequence set to obtain the target word sequence set includes: performing supervised learning on the pre-trained model based on some word sequences in the word sequence set, and updating the network structure and connection weights of the pre-trained model through a pre-set model fine-tuning method to obtain a semantic model; based on the semantic model, converting the standard text into a fixed-length vector representation to obtain the target word sequence set.

[0008] In a preferred embodiment of the present invention, the above-mentioned determination of the scenario-associated functional module set of the demand adaptation resource pool based on the first target process interface set includes: determining whether the first target process interface set is an empty set; if the first target process interface set is not an empty set, adding the successfully matched functional modules in the reference resource pool of the production equipment operation control functional module to the scenario-associated functional module set of the demand adaptation resource pool; adding the first target process interface set to the corresponding paired interface set in the demand adaptation resource pool; adding the unmatched interfaces in the successfully matched functional modules to the corresponding unpaired interface set in the demand adaptation resource pool; and deleting the successfully matched interfaces in the successfully matched functional modules from the unpaired interface set.

[0009] In a preferred embodiment of the present invention, the method also includes: if the first target process interface set is an empty set, then the unpaired interface set is matched with the interface set of the second functional module in the functional module set in sequence according to the identification order of the functional module set to obtain the second target process interface set, until the second target process interface set is not an empty set; wherein the interface set of the second functional module is the interface set of the next functional module after the first functional module; using the second target process interface set as the first target process interface set to continue the above-mentioned step of determining the scenario-associated functional module set of the demand adaptation resource pool based on the first target process interface set, and determining whether the number of interface elements in the unpaired interface set is 0; if the number of interface elements in the unpaired interface set is 0, the pairing is completed.

[0010] In a preferred embodiment of the present invention, the first definition of the corresponding elements in the combination process of the production equipment operation control function module includes: defining the production equipment operation control function module as: FM={FM_ , };in, is the input interface set, is the output interface set, FM_ To constrain the interface set, FM_ To support the interface set, the production equipment operation control business scenario is defined as: SE = {se_sFM, e_I}; where, is a set of scene-related functional modules, e_I={e , e } is an external interface set; the reference resource pool of the production equipment operation control function module is defined as: GP= ; Where n is the number of functional modules in GP; The definition of the demand adaptation resource pool and the process interface set are defined as: SP={sp_sFM, c_I, uc_I}; Where, A set of functional modules adapted to the SE requirements of the production equipment operation control business scenario; c_I={ , c_ } is the paired interface set; uc_I={ , } is an unpaired interface set; the process interface set is defined as: p_I={ , p_ }.

[0011] In a preferred embodiment of the present invention, the second definition of the initial state of the element includes: the external interface set e_I={e , e } is known, the scene-related function module set se_sFM is unknown; the production equipment operation control function module reference resource pool GP is known; the scene-related function module set sp_sFM in the demand adaptation resource pool SP is set to empty, the paired interface set c_I is set to empty, the unpaired interface set uc_I is set to the external interface set of the scene, that is, uc_I=e_I, and the process interface set p_I is set to empty.

[0012] In a preferred embodiment of the present invention, the first algorithm is a density clustering algorithm HDBSCAN, the second algorithm is a C-TF-IDF algorithm, the pre-trained model is a BERT pre-trained model, the model fine-tuning method is a Lora model fine-tuning, and the semantic model is a model used to complete the clustering task of the equipment operation management and control function.

[0013] In a second aspect, an embodiment of the present invention further provides a combination device of a production equipment operation control function module, including: a reference resource pool construction module, which is used to construct a reference resource pool of a production equipment operation control function module based on pre-acquired production equipment operation control standard text topic clustering; an element definition module, which is used to make a first definition of the corresponding elements in the combination process of the production equipment operation control function module; the first definition includes: the definition of the production equipment operation control function module, the definition of the production equipment operation control business scenario, the definition of the reference resource pool of the production equipment operation control function module, the definition of the demand adaptation resource pool and the definition of the process interface set; the demand adaptation resource pool includes: an unpaired interface set; the reference resource pool of the production equipment operation control function module includes: a function module set; an initial state definition module, which is used to define the initial state of the element The second definition; an interface matching module, used to match the unpaired interface set with the interface set of the first function module in the function module set in sequence according to the identification order of the function module set, to obtain a first target process interface set; a scenario-associated function module set determination module, used to determine the scenario-associated function module set of the demand adaptation resource pool based on the first target process interface set; the scenario-associated function module set is a function module set adapted to the production equipment operation control business scenario; an assignment module, used to assign the scenario-associated function module to the production equipment operation control business scenario, to obtain the production equipment operation control scenario-related function module; a combination module, used to interactively connect the interface sets of each function module in the production equipment operation control scenario-related function module according to the interface type and content, so as to complete the combination of the production equipment operation control function module for the target scenario.

[0014] In a third aspect, an embodiment of the present invention further provides a computer-readable storage medium, which stores computer-executable instructions. When the computer-executable instructions are called and executed by a processor, the computer-executable instructions prompt the processor to implement the combination method of the production equipment operation control functional modules of the first aspect mentioned above.

[0015] The embodiments of the present invention bring the following beneficial effects:

[0016] The embodiment of the present invention provides a combination method, device and storage medium of a production equipment operation control function module, by clustering the production equipment operation control standard text themes acquired in advance, constructing a production equipment operation control function module reference resource pool, performing a first definition on the corresponding elements in the combination process of the production equipment operation control function module, performing a second definition on the initial state of the elements, and then matching the unpaired interface set with the interface set of the first function module in the function module set in the identification order of the function module set in turn to obtain a first target process interface set, determining the scenario-related function module set of the demand adaptation resource pool based on the first target process interface set, assigning the scenario-related function module to the production equipment operation control business scenario, obtaining the production equipment operation control scenario-related function module, and finally performing a corresponding interactive connection between the interface sets of each function module in the production equipment operation control scenario-related function module according to the interface type and content, so as to complete the combination of the production equipment operation control function module for the target scenario. In this way, the problems of difficult module selection, low interface combination efficiency and interface interaction compatibility are overcome, and the rapid selection and combination matching of function modules under the target scenario are realized.

[0017] Other features and advantages of the present disclosure will be set forth in the following description, or some features and advantages may be inferred or unambiguously determined from the description, or may be learned by implementing the above-mentioned technology of the present disclosure.

[0018] In order to make the above-mentioned objectives, features and advantages of the present disclosure more obvious and easy to understand, preferred embodiments are specifically cited below and described in detail with reference to the attached drawings. BRIEF DESCRIPTION OF THE DRAWINGS

[0019] In order to more clearly illustrate the specific implementation methods of the present invention or the technical solutions in the prior art, the drawings required for use in the specific implementation methods or the description of the prior art will be briefly introduced below. Obviously, the drawings described below are some implementation methods of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without paying creative work.

[0020] Figure 1 A flowchart of a method for combining production equipment operation control function modules provided by an embodiment of the present invention;

[0021] Figure 2 A schematic diagram of the interface description of the production equipment operation control function module provided in an embodiment of the present invention;

[0022] Figure 3 A schematic diagram of the principle of a target scenario-oriented production equipment operation control function module combination method provided by an embodiment of the present invention;

[0023] Figure 4A flowchart of another method for combining production equipment operation control function modules provided by an embodiment of the present invention;

[0024] Figure 5 A flowchart of another method for combining production equipment operation control function modules provided by an embodiment of the present invention;

[0025] Figure 6 A schematic diagram of the structure of a combination device of a production equipment operation control function module provided in an embodiment of the present invention. DETAILED DESCRIPTION

[0026] In order to make the purpose, technical solution and advantages of the embodiments of the present invention clearer, the technical solution of the present invention will be clearly and completely described below in conjunction with the accompanying drawings. Obviously, the described embodiments are part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.

[0027] The realization of specific scenarios of production equipment operation control requires multiple production equipment operation control functional modules to be interactively connected and coordinated according to business logic, so as to meet the business objective requirements of specific scenarios of production equipment operation control.

[0028] However, the realization of specific scenarios of equipment operation control currently generally relies on the knowledge and experience of experts in specific fields, and is supported by the development of relevant software function modules through software engineering. In addition, since specific scenarios of equipment operation control involve different stakeholders, different control links, knowledge and experience in different fields, etc., the current equipment operation control function modules come from many sources, with different content forms and obvious differences in application effects. Therefore, there is an urgent need for a method for combining production equipment operation control function modules for specific scenarios. Under the premise of overcoming the difficulties in selecting production equipment operation control function modules, low interface combination efficiency, and poor interface interaction compatibility, the method can realize the rapid selection and combination matching of function modules in the target scenario.

[0029] Specifically, there are currently three main problems in the function module screening and combination process based on the production equipment operation control function module reference resource pool. The first is how to screen out function modules related to specific scenarios from the function module reference resource pool to meet the needs of production equipment operation control. The second is how to effectively combine different function module interfaces to form a complete production equipment operation control scenario. Third, a specific production equipment operation control scenario may involve interface interactions of multiple function modules. How to ensure the consistency and compatibility of interfaces of different function modules during the interaction process to avoid potential conflicts and errors. Based on this, there is an urgent need for a production equipment operation control function module combination method for specific scenarios, which can screen out function modules that match the scenario requirements from the constructed production equipment operation control function reference resource pool, and support the scenario construction and function realization of production equipment operation control through logical combination.

[0030] Based on this, the embodiment of the present invention provides a combination method, device and storage medium of a production equipment operation control function module, which can be clustered based on the pre-acquired production equipment operation control standard text theme, build a production equipment operation control function module reference resource pool, first define the corresponding elements in the combination process of the production equipment operation control function module, and second define the initial state of the elements, and then match the unpaired interface set with the interface set of the first function module in the function module set in the order of the identification of the function module set, and obtain the first target process interface set, and determine the scenario-related function module set of the demand adaptation resource pool based on the first target process interface set, assign the scenario-related function module to the production equipment operation control business scenario, and obtain the production equipment operation control scenario-related function module, and finally, the interface set of each function module in the production equipment operation control scenario-related function module is interactively connected according to the interface type and content, so as to complete the combination of the production equipment operation control function module for the target scenario. In this way, the problems of module selection difficulty, low interface combination efficiency and interface interaction compatibility are overcome, and the rapid selection and combination matching of function modules under the target scenario are realized. Purpose.

[0031] To facilitate understanding of this embodiment, a combination method of a production equipment operation control function module disclosed in an embodiment of the present invention is first introduced in detail.

[0032] Example 1

[0033] The embodiment of the present invention provides a method for combining production equipment operation control function modules. Figure 1 A flowchart of a method for combining production equipment operation control function modules provided by an embodiment of the present invention. Figure 1 As shown, the combination method of the production equipment operation control function module may include the following steps:

[0034] Step S101, constructing a reference resource pool of production equipment operation control function modules based on pre-acquired production equipment operation control standard text topic clustering.

[0035] Among them, the extraction and identification of production equipment operation control functional modules can be carried out through thematic clustering of production equipment operation control standard texts, thereby constructing a reference resource pool for production equipment operation control functional modules.

[0036] Step S102, first define the corresponding elements in the combination process of the production equipment operation control function module.

[0037] Among them, the first definition includes: the definition of the production equipment operation control function module, the definition of the production equipment operation control business scenario, the definition of the production equipment operation control function module reference resource pool, the definition of the demand adaptation resource pool and the definition of the process interface set; the definition of the process interface set; the demand adaptation resource pool includes: the unpaired interface set; the production equipment operation control function module reference resource pool includes: the function module set.

[0038] Specifically, the first definition of the corresponding elements in the combination process of the production equipment operation control function module may include: defining the production equipment operation control function module as: FM={FM_ , };in, is the input interface set, is the output interface set, FM_ To constrain the interface set, FM_ To support the interface set, the production equipment operation control business scenario is defined as: SE = {se_sFM, e_I}; where, is a set of scene-related functional modules, e_I={e , e } is an external interface set; the reference resource pool of the production equipment operation control function module is defined as: GP= ; Where n is the number of functional modules in GP; The definition of the demand adaptation resource pool and the process interface set are defined as: SP={sp_sFM, c_I, uc_I}; Where, A set of functional modules adapted to the SE requirements of the production equipment operation control business scenario; c_I={ , c_ } is the paired interface set; uc_I={ , } is an unpaired interface set; the process interface set is defined as: p_I={ , p_ }.

[0039] Among them, the paired interface set is mainly used to save the interface set with clear connection objects in the interface of the scene-related functional module sp_sFM; the process interface set is mainly used to temporarily store the interface set generated by each matching process.

[0040] Among them, you can refer to the IDEF0 functional modeling syntax specification for definition. For easy understanding, Figure 2 The schematic diagram of the interface description of the production equipment operation control function module provided in the embodiment of the present invention, in the IDEF0 syntax specification, the description of the production equipment operation control function module is composed of a series of graphics, the elements of the graphics are mainly boxes and arrows, where the arrows represent the relevant information, objects, resources, etc. involved in the production equipment operation control function module, the box represents the specific production equipment operation control function module, and the edge of the box represents the role of the arrow entering or leaving, including four relationships: input, output, constraint, and support. Based on this, the interface of the production equipment operation control function module FM is divided into four categories: input, output, constraint, and support, which are represented as FM_ , .

[0041] Specifically, the input interface set FM_ :Represents the material objects, energy resources or data information required for the production equipment to operate the control function module. These inputs are necessary conditions for starting or supporting the operation of the function module and are generally placed on the left side of the box.

[0042] Output interface collection :Indicates the output objects, data information or feedback results generated by the production equipment operation control function module. These outputs are the results generated after the function module is executed, which can be used by other function modules or as system outputs, and are generally placed on the right side of the box.

[0043] Constraint interface collection :Describes the control constraints of the production equipment operation control function module, including trigger conditions, control logic, decision basis, etc. The constraint relationship ensures that the function module is executed according to the established constraints and conditions to realize the function of the function module, and is generally placed above the box.

[0044] Support interface collection :Describes the supporting resources of the production equipment operation control function module, including relevant personnel, equipment, tools or systems, to facilitate the collaboration and interaction between functional modules. The supporting relationship provides the basis and conditions for the cooperation between functional modules and is generally placed at the bottom of the box.

[0045] Step S103, performing a second definition on the initial state of the element.

[0046] Specifically, the second definition of the initial state of the element may include: the external interface set e_I={e , e } is known, the scene-related function module set se_sFM is unknown; the production equipment operation control function module reference resource pool GP is known; the scene-related function module set sp_sFM in the demand adaptation resource pool SP is set to empty, the paired interface set c_I is set to empty, the unpaired interface set uc_I is set to the external interface set of the scene, that is, uc_I=e_I, and the process interface set p_I is set to empty.

[0047] Step S104: Match the unpaired interface set with the interface set of the first functional module in the functional module set in sequence according to the identification order of the functional module set to obtain a first target process interface set.

[0048] Specifically, the unpaired interface set uc_I in the demand adaptation resource pool SP can be set to { , }, according to the functional module reference resource pool GP functional module collection The identification order of the specific functional modules in the collection is followed by the identification order of the specific functional modules in the collection. Interface collection { _ , } Match one by one according to the interface type. In other words, find the unpaired interface set uc_I and the functional module The intersection of the interface sets of , and assign the pairing result to the process interface set, that is, the first target process interface set is obtained: .

[0049] Step S105: determining a scenario-related functional module set of a demand adaptation resource pool based on the first target process interface set.

[0050] Among them, the scenario-related functional module set is a functional module set adapted to the production equipment operation control business scenario.

[0051] Among them, the first target process interface set may be an empty set or not. When the first target process interface is an empty set, it means that the match is unsuccessful and needs to be re-matched; when the first target process interface is not an empty set, it means that the match is successful, and the successfully matched functional modules are continuously added to the scene-associated functional module set of the demand adaptation resource pool, thereby forming a scene-associated functional module set of the demand adaptation resource pool.

[0052] Step S106, assigning the scenario-related functional module to the production equipment operation control business scenario to obtain the production equipment operation control scenario-related functional module.

[0053] Among them, the scene-related functional module set of the demand adaptation resource pool SP , giving the functional module set in the production equipment operation control scenario ,Right now = , thereby completing the functional module collection in the production equipment operation control scenario Matching selection.

[0054] Step S107, interactively connect the interface sets of each functional module in the production equipment operation control scenario-related functional modules according to the interface type and content to complete the combination of the production equipment operation control functional modules for the target scenario.

[0055] For ease of understanding, Figure 3 The schematic diagram of the principle of the target scenario-oriented production equipment operation control function module combination method provided by the embodiment of the present invention, combined with the specific steps of the embodiment of the present application, by matching the content of the input and output interfaces of the production equipment operation control function module, the different function modules in the function module resource pool are arranged in the pre-order and post-order order, and the function modules related to the production equipment operation control scenario are combined. The input, output, constraint, support and other interfaces of each functional module are interactively connected according to the interface type and content, thereby completing the matching selection and logical combination of the production equipment operation control functional modules for the target scenario.

[0056] The combination method of the production equipment operation control function module provided by the embodiment of the present invention can be based on the pre-acquired production equipment operation control standard text theme clustering, build a production equipment operation control function module reference resource pool, first define the corresponding elements in the combination process of the production equipment operation control function module, and second define the initial state of the elements, and then match the unpaired interface set with the interface set of the first function module in the function module set in the order of the identification of the function module set, and obtain the first target process interface set, and determine the scene-related function module set of the demand adaptation resource pool based on the first target process interface set, and assign the scene-related function module to the production equipment operation control business scenario to obtain the production equipment operation control scenario-related function module, and finally, the interface set of each function module in the production equipment operation control scenario-related function module is interactively connected according to the interface type and content to complete the combination of the production equipment operation control function module for the target scenario. In this way, the problems of module selection difficulty, low interface combination efficiency, and interface interaction compatibility are overcome, and the rapid selection and combination matching of function modules under the target scenario are realized.

[0057] Example 2

[0058] An embodiment of the present invention also provides another method for combining production equipment operation control functional modules; this method is implemented on the basis of the method in the above-mentioned embodiment; this method focuses on describing the specific implementation method of constructing a reference resource pool for production equipment operation control functional modules based on pre-acquired production equipment operation control standard text topic clustering.

[0059] Figure 4 A flowchart of another method for combining production equipment operation control function modules provided by an embodiment of the present invention is shown in FIG. Figure 4 As shown, the construction of a reference resource pool for production equipment operation control function modules based on pre-acquired production equipment operation control standard text topic clustering may include the following steps:

[0060] Step S201, obtaining standard text in the field of production equipment operation control.

[0061] Among them, the standard text in the field of production equipment operation control represents the relevant standards in the field of production equipment operation control.

[0062] Step S202, processing the standard text according to preset processing rules to obtain a set of word sequence of standard clauses for production equipment operation control.

[0063] Among them, the pre-set processing rules may include word segmentation, stop word removal, cleaning, feature extraction, etc.

[0064] Step S203, performing vector conversion on the term sequence set to obtain a target term sequence set.

[0065] Specifically, performing vector conversion on a set of word sequences to obtain a target set of word sequences may include: performing supervised learning on a pre-trained model based on some word sequences in the set of word sequences, and updating the network structure and connection weights of the pre-trained model through a pre-set model fine-tuning method to obtain a semantic model; based on the semantic model, converting a standard text into a fixed-length vector representation to obtain a target set of word sequences.

[0066] Among them, some word sequences can be used as training samples to train the pre-trained model, the pre-trained model can be a BERT pre-trained model, the pre-set model fine-tuning method can be a Lora model fine-tuning method, and the semantic model is a model suitable for the equipment operation management and control function clustering task.

[0067] The fixed-length vector representation is a fixed-length vector representation that is sufficient to represent the semantic information of the entire text.

[0068] Step S204: performing topic clustering on the target word sequence set based on a preset first algorithm to obtain standard text topics for production equipment operation control.

[0069] The first algorithm may be a density clustering algorithm HDBSCAN.

[0070] Specifically, based on the first algorithm, corresponding guide words can be set to perform topic clustering on the target word sequence set.

[0071] Step S205: Using a preset second algorithm, semantically condense the feature word set under the production equipment operation control standard text theme to obtain target feature words.

[0072] Among them, the second algorithm can be a C-TF-IDF algorithm, which can be used to perform semantic condensation on the feature word set under the production equipment operation control standard text theme, so as to extract the feature words that can most accurately represent the theme of specific production equipment operation control function activities, that is, the target feature words.

[0073] Step S206, naming the production equipment operation control standard text subject based on the target feature word, and obtaining the production equipment operation control function module included in the production equipment operation control standard text subject clustering.

[0074] Among them, the production equipment operation control standard text subject can be named with the target feature words, so as to identify the included production equipment operation control functional modules.

[0075] Step S207: construct a reference resource pool of production equipment operation control function modules based on the included production equipment operation control function modules.

[0076] The combination method of the production equipment operation control function modules provided in the embodiment of the present invention, combined with the method of Example 1, refers to the IDEF0 functional modeling method to formally define the input, output, constraint, support and other interfaces of the production equipment operation control function modules, creates a production equipment operation control function module reference resource pool, a demand adaptation resource pool and a scenario-related function module set for scenario function correlation screening of the function modules, and matches the scenario business logic of the function module interface through the process interface set, the paired interface set and the unpaired interface set, thereby converting the functional activities under the production equipment operation control target scenario into the screening and matching process of the production equipment operation control function modules, overcoming the drawback of relying solely on expert experience for the integrated application of function modules, and realizing the production equipment operation control function activities oriented to the target scenario.

[0077] Example 3

[0078] An embodiment of the present invention also provides another method for combining production equipment operation control functional modules; this method is implemented on the basis of the above-mentioned embodiment method; this method focuses on describing the specific implementation method of the scenario-associated functional module set that determines the demand adaptation resource pool based on the first target process interface set.

[0079] Figure 5 A flowchart of another method for combining production equipment operation control function modules provided by an embodiment of the present invention is as follows: Figure 5 As shown, the scenario-related function module set of determining the demand adaptation resource pool based on the first target process interface set may include the following steps:

[0080] Step S301, determining whether the first target process interface set is an empty set.

[0081] Exemplarily, if the result of step S301 is no, that is, the first target process interface set is not an empty set, step S302 is executed; if the result of step S301 is yes, that is, the first target process interface set is an empty set, step S306 is executed.

[0082] Step S302: Add the successfully matched function modules in the production equipment operation control function module reference resource pool to the scenario-related function module set of the demand adaptation resource pool.

[0083] Among them, the production equipment operation control function module refers to the successfully matched function module in the resource pool GP Add the scenario-related function module concentration of the demand adaptation resource pool SP, that is, sp_sFM=sp_sFM { }.

[0084] Step S303: adding the first target process interface set to the corresponding paired interface set in the demand adaptation resource pool.

[0085] The first target process interface set p_I is added to the paired interface set c_I according to the interface type correspondence, that is, c_I={ p c c }.

[0086] Step S304: adding the unmatched interfaces in the successfully matched functional modules to the corresponding unmatched interface set in the demand adaptation resource pool.

[0087] Among them, the function modules that successfully match the newly added requirements are adapted to the resource pool SP. , add the interfaces that have not been successfully matched with c_I to the unpaired interface set uc_I in the demand adaptation resource pool SP according to the interface type.

[0088] Step S305: The successfully matched interfaces in the successfully matched functional modules are collectively deleted from the unpaired interfaces.

[0089] Among them, the function module that matches successfully The successfully matched interface p_I is deleted from the unpaired interface set uc_I. = , , }.

[0090] After completing step S305, the process interface set p_I is cleared.

[0091] Step S306: determine whether the number of interface elements in the unpaired interface set is zero.

[0092] Exemplarily, if the result of step S306 is yes, that is, the number of interface elements in the unpaired interface set is 0, step S307 is executed; if the result of step S306 is no, that is, the number of interface elements in the unpaired interface set is not 0, step S301 is executed.

[0093] Step S307, pairing is completed.

[0094] Step S308, matching the unpaired interface set with the interface set of the second functional module in the functional module set in sequence according to the identification order of the functional module set to obtain a second target process interface set until the second target process interface set is not an empty set.

[0095] The interface set of the second functional module is the interface set of the next functional module after the first functional module.

[0096] Among them, when the first target process interface set is an empty set, continue to refer to the function module set in the resource pool GP according to the production equipment operation control function module The identification order of the functional modules The interface set is matched to obtain the second target process interface set, until the second target process interface set is not an empty set.

[0097] Step S309: Use the second target process interface set as the first target process interface set, and continue to execute the above steps S301-S305.

[0098] Among them, through the above steps, the function module FM that meets the matching conditions in the production equipment operation control function module reference resource pool GP is continuously added to the scene-associated function module set sp_sFM of the demand adaptation resource pool SP until the number of interface elements in the unpaired interface set uc_I in the demand adaptation resource pool SP is 0.

[0099] Example 4

[0100] Corresponding to the above method embodiment, the embodiment of the present invention provides a combination device of a production equipment operation control function module, Figure 6A schematic diagram of a structure of a combination device of a production equipment operation control function module provided by an embodiment of the present invention, such as Figure 6 As shown, the combined device of the production equipment operation control function module may include:

[0101] The reference resource pool construction module 401 is used to construct a reference resource pool for production equipment operation control function modules based on pre-acquired production equipment operation control standard text topic clustering.

[0102] The element definition module 402 is used to make a first definition of the corresponding elements in the combination process of the production equipment operation control function module; the first definition includes: the definition of the production equipment operation control function module, the definition of the production equipment operation control business scenario, the definition of the production equipment operation control function module reference resource pool, the definition of the demand adaptation resource pool and the definition of the process interface set; the demand adaptation resource pool includes: the unpaired interface set; the production equipment operation control function module reference resource pool includes: the function module set.

[0103] The initial state definition module 403 is used to perform a second definition on the initial state of the element.

[0104] The interface matching module 404 is used to match the unpaired interface set with the interface set of the first functional module in the functional module set in sequence according to the identification order of the functional module set to obtain a first target process interface set.

[0105] The scenario-associated functional module set determination module 405 is used to determine the scenario-associated functional module set of the demand adaptation resource pool based on the first target process interface set; the scenario-associated functional module set is a functional module set adapted to the production equipment operation control business scenario.

[0106] The assignment module 406 is used to assign the scenario-related functional module to the production equipment operation control business scenario to obtain the production equipment operation control scenario-related functional module.

[0107] The combination module 407 is used to interactively connect the interface sets of each functional module in the production equipment operation control scenario-related functional module according to the interface type and content to complete the combination of the production equipment operation control functional module for the target scenario.

[0108] The combination device of the production equipment operation control function module provided by the embodiment of the present invention, at a glance, by clustering the production equipment operation control standard text themes based on the pre-acquired production equipment operation control, constructing the production equipment operation control function module reference resource pool, first defining the corresponding elements in the combination process of the production equipment operation control function module, and second defining the initial state of the elements, and then matching the unpaired interface set with the interface set of the first function module in the function module set in the identification order of the function module set in turn to obtain the first target process interface set, and determining the scenario-related function module set of the demand adaptation resource pool based on the first target process interface set, assigning the scenario-related function module to the production equipment operation control business scenario, and obtaining the production equipment operation control scenario-related function module, and finally, the interface set of each function module in the production equipment operation control scenario-related function module is interactively connected according to the interface type and content to complete the combination of the production equipment operation control function module for the target scenario. In this way, the problems of module selection difficulty, low interface combination efficiency, and interface interaction compatibility are overcome, and the rapid selection and combination matching of function modules under the target scenario are realized.

[0109] In some embodiments, the reference resource pool construction module is also used to obtain standard texts in the field of production equipment operation control; process the standard text according to preset processing rules to obtain a set of word sequences of standard clauses for production equipment operation control; perform vector conversion on the set of word sequences to obtain a target set of word sequences; perform topic clustering on the target set of word sequences based on a preset first algorithm to obtain standard text topics for production equipment operation control; perform semantic condensation on the feature word set under the standard text topic for production equipment operation control using a preset second algorithm to obtain target feature words; name the standard text topic for production equipment operation control based on the target feature words to obtain the production equipment operation control functional modules contained in the standard text topic clustering for production equipment operation control; and construct a reference resource pool for production equipment operation control functional modules based on the included production equipment operation control functional modules.

[0110] In some embodiments, the reference resource pool construction module is also used to perform supervised learning on the pre-trained model based on some term sequences in the term sequence set, and to update the network structure and connection weights of the pre-trained model through a pre-set model fine-tuning method to obtain a semantic model; based on the semantic model, the standard text is converted into a fixed-length vector representation to obtain a target term sequence set.

[0111] In some embodiments, the scenario-associated function module set determination module is also used to determine whether the first target process interface set is an empty set; if the first target process interface set is not an empty set, the successfully matched function modules in the reference resource pool of the production equipment operation control function module are added to the scenario-associated function module set of the demand adaptation resource pool; the first target process interface set is added to the corresponding paired interface set in the demand adaptation resource pool; the unmatched interfaces in the successfully matched function modules are added to the corresponding unpaired interface set in the demand adaptation resource pool; and the successfully matched interfaces in the successfully matched function modules are deleted from the unpaired interface set.

[0112] In some embodiments, the scene-associated function module set determination module is also used to, if the first target process interface set is an empty set, match the unpaired interface set with the interface set of the second function module in the function module set in sequence according to the identification order of the function module set to obtain the second target process interface set until the second target process interface set is not an empty set; wherein, the interface set of the second function module is the interface set of the next function module after the first function module; continue the steps of the above embodiment with the second target process interface set as the first target process interface set to determine whether the number of interface elements in the unpaired interface set is 0; if the number of interface elements in the unpaired interface set is 0, the pairing is completed.

[0113] In some embodiments, the element definition module is further used to define the production equipment operation control function module as: FM={FM_ , };in, is the input interface set, is the output interface set, FM_ To constrain the interface set, FM_ To support the interface set, the production equipment operation control business scenario is defined as: SE = {se_sFM, e_I}; where, is a set of scene-related functional modules, e_I={e , e } is an external interface set; the reference resource pool of the production equipment operation control function module is defined as: GP= ; Where n is the number of functional modules in GP; The definition of the demand adaptation resource pool and the process interface set are defined as: SP={sp_sFM, c_I, uc_I}; Where, A set of functional modules adapted to the SE requirements of the production equipment operation control business scenario; c_I={ , c_ } is the paired interface set; uc_I={ , } is an unpaired interface set; the process interface set is defined as: p_I={ , p_ }.

[0114] In some embodiments, the initial state definition module is also used for the external interface set e_I={e , e } is known, the scene-related function module set se_sFM is unknown; the production equipment operation control function module reference resource pool GP is known; the scene-related function module set sp_sFM in the demand adaptation resource pool SP is set to empty, the paired interface set c_I is set to empty, the unpaired interface set uc_I is set to the external interface set of the scene, that is, uc_I=e_I, and the process interface set p_I is set to empty.

[0115] The device provided in the embodiment of the present invention has the same implementation principle and technical effects as those of the aforementioned method embodiment. For the sake of brief description, for matters not mentioned in the device embodiment, reference may be made to the corresponding contents in the aforementioned method embodiment.

[0116] An embodiment of the present invention also provides a computer-readable storage medium, which stores computer-executable instructions. When the computer-executable instructions are called and executed by a processor, the computer-executable instructions prompt the processor to implement the combination method of the above-mentioned production equipment operation control functional modules. The specific implementation can be found in the method embodiment, which will not be repeated here.

[0117] The computer program product for the combined method of production equipment operation control functional modules provided in the embodiment of the present invention includes a computer-readable storage medium storing non-volatile program codes executable by a processor. The instructions included in the program code can be used to execute the methods in the previous method embodiments. The specific implementation can be found in the method embodiments, which will not be repeated here.

[0118] Those skilled in the art can clearly understand that, for the convenience and brevity of description, the specific working processes of the systems, devices and units described above can refer to the corresponding processes in the aforementioned method embodiments and will not be repeated here.

[0119] In the several embodiments provided by the present invention, it should be understood that the disclosed systems, devices and methods can be implemented in other ways. The device embodiments described above are only schematic. For example, the division of units is only a logical function division. There may be other division methods in actual implementation. For example, multiple units or components can be combined or integrated into another system, or some features can be ignored or not executed. Another point is that the mutual coupling or direct coupling or communication connection shown or discussed can be through some communication interfaces, and the indirect coupling or communication connection of devices or units can be electrical, mechanical or other forms.

[0120] The units described as separate components may or may not be physically separated, and the components shown as units may or may not be physical units, that is, they may be located in one place or distributed on multiple network units. Some or all of the units may be selected according to actual needs to achieve the purpose of the solution of this embodiment.

[0121] In addition, each functional unit in each embodiment of the present invention may be integrated into one processing unit, or each unit may exist physically separately, or two or more units may be integrated into one unit.

[0122] If the function is implemented in the form of a software functional unit and sold or used as an independent product, it can be stored in a non-volatile computer-readable storage medium that can be executed by a processor. Based on this understanding, the technical solution of the present invention, or the part that contributes to the prior art, or the part of the technical solution, can be embodied in the form of a software product. The computer software product is stored in a storage medium, including several instructions for a computer device (which can be a personal computer, server, or network device, etc.) to perform all or part of the steps of the method described in each embodiment of the present invention. The aforementioned storage medium includes: U disk, mobile hard disk, read-only memory (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory), disk or optical disk, etc. Various media that can store program codes.

[0123] Finally, it should be noted that the above-described embodiments are only specific implementations of the present invention, which are used to illustrate the technical solutions of the present invention, rather than to limit them. The protection scope of the present invention is not limited thereto. Although the present invention is described in detail with reference to the above-mentioned embodiments, ordinary technicians in the field should understand that any technician familiar with the technical field can still modify the technical solutions recorded in the above-mentioned embodiments within the technical scope disclosed by the present invention, or can easily think of changes, or make equivalent replacements for some of the technical features therein; and these modifications, changes or replacements do not make the essence of the corresponding technical solutions deviate from the spirit and scope of the technical solutions of the embodiments of the present invention, and should be included in the protection scope of the present invention. Therefore, the protection scope of the present invention shall be based on the protection scope of the claims.

Claims

1. A method for combining production equipment operation control function modules, characterized in that: The method comprises: Based on the pre-acquired production equipment operation control standard text topic clustering, a reference resource pool of production equipment operation control function modules is constructed; A first definition is made for the corresponding elements in the combination process of the production equipment operation control function module; the first definition includes: a definition of the production equipment operation control function module, a definition of the production equipment operation control business scenario, a definition of a reference resource pool for the production equipment operation control function module, a definition of a demand adaptation resource pool, and a definition of a process interface set; a definition of a process interface set; the demand adaptation resource pool includes: an unpaired interface set; the production equipment operation control function module reference resource pool includes: a function module set; A second definition of the initial state of the element; Matching the unpaired interface set with the interface set of the first functional module in the functional module set in sequence according to the identification order of the functional module set to obtain a first target process interface set; Determine the scenario-related function module set of the demand adaptation resource pool based on the first target process interface set; the scenario-related function module set is a function module set adapted to the production equipment operation control business scenario; Assigning the scenario-related function module to the production equipment operation control business scenario to obtain a production equipment operation control scenario-related function module; Interacting and connecting the interface sets of each functional module in the functional modules related to the production equipment operation control scenario according to the interface type and content to complete the combination of the production equipment operation control functional modules for the target scenario; The method of constructing a reference resource pool of production equipment operation control function modules based on pre-acquired production equipment operation control standard text topic clustering includes: Obtain standard texts in the field of production equipment operation control; Processing the standard text according to a preset processing rule to obtain a set of word sequence of standard clauses for production equipment operation control; Performing vector conversion on the word item sequence set to obtain a target word item sequence set; Performing topic clustering on the target word sequence set based on a preset first algorithm to obtain a production equipment operation control standard text topic; Using a preset second algorithm, semantically condensing the feature word set under the production equipment operation control standard text theme to obtain target feature words; Naming the production equipment operation control standard text theme based on the target feature word to obtain the production equipment operation control function module included in the production equipment operation control standard text theme cluster; Based on the included production equipment operation control function module, a reference resource pool of production equipment operation control function module is constructed.

2. The method according to claim 1, characterized in that The step of performing vector conversion on the word item sequence set to obtain a target word item sequence set includes: Performing supervised learning on the pre-trained model based on some word sequences in the word sequence set, and updating the network structure and connection weights of the pre-trained model through a preset model fine-tuning method to obtain a semantic model; The standard text is converted into a fixed-length vector representation based on the semantic model to obtain the target word sequence set.

3. The method according to claim 1, characterized in that The scenario-associated functional module set of determining the demand adaptation resource pool based on the first target process interface set includes: determining whether the first target process interface set is an empty set; If the first target process interface set is not an empty set, adding the successfully matched function modules in the reference resource pool of the production equipment operation control function module to the scenario-related function module set of the demand adaptation resource pool; Adding the first target process interface set to the corresponding paired interface set in the demand adaptation resource pool; Adding the unmatched interfaces in the successfully matched functional modules to the corresponding unmatched interface set in the demand adaptation resource pool; The successfully matched interfaces in the successfully matched functional modules are deleted from the unpaired interface set.

4. The method according to claim 3, characterized in that The method further comprises: If the first target process interface set is an empty set, the unpaired interface set is matched with the interface set of the second functional module in the functional module set in sequence according to the identification order of the functional module set to obtain the second target process interface set, until the second target process interface set is not an empty set; wherein the interface set of the second functional module is the interface set of the next functional module after the first functional module; Taking the second target process interface set as the first target process interface set and continuing the step of determining the scenario-associated function module set of the demand adaptation resource pool based on the first target process interface set; Determine whether the number of interface elements in the unpaired interface set is 0; If the number of interface elements in the unpaired interface set is 0, pairing is completed.

5. The method according to claim 1, characterized in that The first definition of the corresponding elements in the combination process of the production equipment operation control function module includes: The production equipment operation control function module is defined as: FM={FM_ , };in, is the input interface set, is the output interface set, FM_ To constrain the interface set, FM_ To support interface collection; The production equipment operation control business scenario is defined as: SE={se_sFM, e_I}; where, is a set of scene-related functional modules, e_I={e , e } is the external interface set; The reference resource pool of the production equipment operation control function module is defined as: GP= ; Where n is the number of functional modules in GP; The definition of the demand adaptation resource pool and the process interface set are defined as: SP={sp_sFM, c_I, uc_I}; in, A set of functional modules adapted to the SE requirements of the production equipment operation control business scenario; c_I={ , c_ } is the paired interface set; uc_I={ , } is an unpaired interface set; The process interface set is defined as: p_I={ , p_ }.

6. The method according to claim 5, characterized in that The second definition of the initial state of the element includes: The external interface set e_I in the production equipment operation control business scenario SE = {e , e }It is known that the set of functional modules se_sFM related to the scenario is unknown; The production equipment operation control function module is known by reference to the resource pool GP; The scene-associated function module set sp_sFM in the demand adaptation resource pool SP is set to empty, the paired interface set c_I is set to empty, the unpaired interface set uc_I is set to the external interface set of the scene, that is, uc_I=e_I, and the process interface set p_I is set to empty.

7. The method according to claim 2, characterized in that: The first algorithm is the density clustering algorithm HDBSCAN, the second algorithm is the C-TF-IDF algorithm, the pre-trained model is the BERT pre-trained model, the model fine-tuning method is the Lora model fine-tuning, and the semantic model is a model used to complete the equipment operation management and control function clustering task.

8. A combination device of production equipment operation control function modules, characterized in that: A method for implementing a combination of production equipment operation control function modules according to any one of claims 1 to 7, the device comprising: A reference resource pool construction module is used to construct a reference resource pool for production equipment operation control function modules based on pre-acquired production equipment operation control standard text topic clustering; An element definition module is used to make a first definition of the corresponding elements in the combination process of the production equipment operation control function module; the first definition includes: the definition of the production equipment operation control function module, the definition of the production equipment operation control business scenario, the definition of the production equipment operation control function module reference resource pool, the definition of the demand adaptation resource pool and the definition of the process interface set; the demand adaptation resource pool includes: an unpaired interface set; the production equipment operation control function module reference resource pool includes: a function module set; An initial state definition module, used for performing a second definition on the initial state of the element; An interface matching module, used for matching the unpaired interface set with the interface set of the first functional module in the functional module set in sequence according to the identification order of the functional module set to obtain a first target process interface set; A scenario-associated functional module set determination module, used to determine the scenario-associated functional module set of the demand adaptation resource pool based on the first target process interface set; the scenario-associated functional module set is a functional module set adapted to the production equipment operation control business scenario; An assignment module, used to assign the scenario-related function module to the production equipment operation control business scenario to obtain a production equipment operation control scenario-related function module; The combination module is used to interactively connect the interface sets of each functional module in the production equipment operation control scenario-related functional module according to the interface type and content to complete the combination of the production equipment operation control functional module for the target scenario.

9. A computer-readable storage medium, characterized in that: The computer-readable storage medium stores computer-executable instructions. When the computer-executable instructions are called and executed by the processor, the computer-executable instructions prompt the processor to implement the combination method of the production equipment operation control functional modules described in any one of claims 1 to 7.

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