Data twin-driven production equipment layout control system and method
Through data twin-driven optimization and simulation analysis, efficient backup switching of key nodes of the production line is achieved, and the problem of slow switching speed of backup equipment in the existing technology is solved, and the operation stability and efficiency of the production line are improved.
Patent Information
- Application Number
- CN202411919333.4
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2024-12-25
- Publication Date
- 2025-03-04
- Estimated Expiration
- 2044-12-25
AI Technical Summary
In the prior art, the production equipment layout control method is difficult to realize the rapid switching and access of backup equipment in a timely and efficient manner after a fault occurs, resulting in difficulty in improving the operating stability and efficiency of the production line.
Through data twin-driven optimization and simulation analysis, efficient backup switching layout design and verification of key nodes in the production line, including fault probability identification, importance analysis, backup switching analysis, switching reliability analysis and equipment layout control modules.
It realizes rapid switching of faulty equipment in actual production, maintains high production efficiency and operation stability, and solves the problems of slow switching speed and complex operation of backup equipment.
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Figure CN119356268B_ABST
Abstract
Description
Technical Field
[0001] The present application relates to the technical field related to control systems, and specifically to a production equipment layout control system and method driven by data twins. Background Art
[0002] In modern manufacturing production lines, ensuring high reliability of equipment and efficient operation of production lines is the core goal pursued by enterprises. However, production equipment will inevitably fail during long-term service. When key node equipment fails, it will not only lead to a decline in overall production efficiency, but also may cause serious economic losses. Traditional methods usually rely on manual experience and fixed backup plans, which are not only slow to switch and complex to operate, but also difficult to adapt to changing production needs.
[0003] Therefore, in the prior art, the production equipment layout control method is difficult to promptly and effectively realize the rapid switching and access of backup equipment after a fault occurs, resulting in a technical problem that it is difficult to improve the operating stability and efficiency of the production line. Summary of the invention
[0004] This application provides a data twin-driven production equipment layout control system and method to solve the technical problem that the production equipment layout control method in the prior art is difficult to promptly and effectively achieve rapid switching and access of backup equipment after a fault occurs, resulting in difficulty in improving the operational stability and efficiency of the production line. Through data twin-driven optimization and simulation analysis, efficient backup switching layout design and verification of key nodes of the production line are achieved, so that faulty equipment can be quickly switched in actual production to maintain high production efficiency and operational stability.
[0005] In a first aspect of the present application, a data twin-driven production equipment layout control system is provided, including: a fault probability identification module, which is used to identify the fault probability of multiple production line nodes in a target production line and generate multiple node fault probabilities; an importance analysis module, which is used to perform node importance analysis on the multiple production line nodes and establish multiple node importance indicators; a first node extraction module, which is used to extract a first node whose fault probability is greater than a preset probability and whose importance indicator is greater than a preset importance indicator based on the multiple node failure probabilities and the multiple node importance indicators; a local equipment layout analysis module, which is used to obtain real-time equipment layout information of the target production line, extract the first local equipment layout information corresponding to the first node, and determine whether the first local equipment layout information includes a backup equipment switching mechanism; a backup switching analysis module, which is used to perform mobility backup switching analysis on the first node when the first local equipment layout information does not include a backup equipment switching mechanism, and establish a first equipment layout optimization plan; a switching reliability analysis module, which is used to input the first equipment layout optimization plan into the twin production line to perform backup equipment switching simulation of the first node and generate a switching reliability index; an equipment layout control module, which is used to perform equipment layout control on the first node with the first equipment layout optimization plan if the switching reliability index is less than the preset index.
[0006] In the implementation method, the backup switching analysis module is also used to: determine the first connection relationship between the production equipment of the first node and the production equipment of the adjacent node, and the second connection relationship with the power supply; based on the first connection relationship and the second connection relationship, call the detachable connection structure database to screen the detachable connection structure and establish a detachable connection structure scheme; establish a backup equipment for the production equipment of the first node, and establish a backup equipment storage point according to the real-time equipment layout information; configure mobile components at the bottom of the production equipment and the backup equipment of the first node; determine the network connection relationship of the production equipment of the first node, and establish a synchronous network interface for the backup equipment; generate the first equipment layout optimization scheme based on the detachable connection structure scheme, the backup equipment storage point, the mobile components and the synchronous network interface.
[0007] In the implementation method, the standby switching analysis module is also used to: analyze the vibration impact of equipment production on the connection node based on the first connection relationship and the second connection relationship, and establish a vibration impact index; based on the vibration impact index, screen the detachable connection structure whose vibration absorption index is greater than the preset vibration absorption index in the detachable connection structure database, and generate the detachable connection structure solution.
[0008] In the implementation method, the standby switching analysis module is also used to: retrieve the historical detachable connection structure scheme, collect the historical detachable connection structure material data set, the historical structure type set and the corresponding data annotation information set carrying the vibration absorption index; wherein the vibration absorption index is determined based on the difference in equipment vibration intensity before and after the historical detachable connection structure is installed; and establish the detachable connection structure database with the historical detachable connection structure material data set, the historical structure type set and the data annotation information set.
[0009] In the implementation method, the switching reliability analysis module is also used to: configure the mobility standby switching module with the first equipment layout optimization plan; perform modeling data collection on the target production line and the mobility standby switching module to establish the twin production line; based on the twin production line, perform fault reporting simulation on the production equipment of the first node, activate the mobility standby switching module to perform standby equipment switching simulation, and analyze the communication synchronization index and equipment production synchronization index after switching; generate the switching reliability index by weighted calculation of the communication synchronization index and the equipment production synchronization index.
[0010] In the implementation method, the fault probability identification module is also used to: collect historical service record data of the multiple production line nodes since the start of service; and generate the failure probability of the multiple nodes by counting the ratio of the failure frequency to the total startup frequency based on the historical service record data.
[0011] In the implementation method, the importance analysis module is also used to: determine the multiple process sets involved in the multiple production line nodes; based on the multiple process sets, count the ratio of the number of associated processes of each production line node to the total number of processes to generate the multiple node importance indicators.
[0012] The second aspect of the present application provides a data twin-driven production equipment layout control method, the method comprising: identifying fault probabilities of multiple production line nodes in a target production line to generate multiple node failure probabilities; performing node importance analysis on the multiple production line nodes to establish multiple node importance indicators; extracting a first node whose failure probability is greater than a preset probability and whose importance indicator is greater than a preset importance indicator based on the multiple node failure probabilities and the multiple node importance indicators; acquiring real-time equipment layout information of the target production line, extracting first local equipment layout information corresponding to the first node, and determining whether the first local equipment layout information includes a backup equipment switching mechanism; when the first local equipment layout information does not include a backup equipment switching mechanism, performing mobility backup switching analysis on the first node to establish a first equipment layout optimization scheme; inputting the first equipment layout optimization scheme into the twin production line to perform backup equipment switching simulation of the first node to generate a switching reliability index; if the switching reliability index is less than the preset index, performing equipment layout control on the first node using the first equipment layout optimization scheme.
[0013] The data twin-driven production equipment layout control system and method proposed in this application is proposed to identify the failure probability of multiple production line nodes in the target production line and generate multiple node failure probabilities; perform node importance analysis on the multiple production line nodes and establish multiple node importance indicators; extract the first node whose failure probability is greater than the preset probability and whose importance indicator is greater than the preset importance indicator according to the multiple node failure probabilities and the multiple node importance indicators; obtain the real-time equipment layout information of the target production line, extract the first local equipment layout information corresponding to the first node, and determine whether the first local equipment layout information includes a backup equipment switching mechanism; when the first local equipment layout information does not include a backup equipment switching mechanism, perform a mobility backup switching analysis on the first node and establish a first equipment layout optimization scheme; input the first equipment layout optimization scheme into the twin production line to simulate the backup equipment switching of the first node and generate a switching reliability index; if the switching reliability index is less than the preset index, perform equipment layout control on the first node with the first equipment layout optimization scheme. The technical problem that the production equipment layout control method in the prior art is difficult to realize the rapid switching and access of backup equipment in a timely and effective manner after a failure occurs, resulting in difficulty in improving the operation stability and efficiency of the production line, is solved. Through data twin-driven optimization and simulation analysis, efficient backup switching layout design and verification of key nodes of the production line can be achieved, so that faulty equipment can be quickly switched in actual production to maintain high production efficiency and operational stability. BRIEF DESCRIPTION OF THE DRAWINGS
[0014] In order to more clearly illustrate the technical solution of the embodiment of the present disclosure, the accompanying drawings of the embodiment of the present disclosure will be briefly introduced below. A flow chart is used in the present application to illustrate the operations performed by the system according to the embodiment of the present application. It should be understood that the preceding or following operations are not necessarily performed accurately in order. On the contrary, various steps can be processed in reverse order or simultaneously as needed. At the same time, other operations can also be added to these processes, or one or more operations can be removed from these processes.
[0015] Figure 1 A schematic diagram of the structure of a production equipment layout control system driven by a data twin provided in an embodiment of the present application;
[0016] Figure 2 A schematic flow chart of a data twin-driven production equipment layout control method provided in an embodiment of the present application.
[0017] Explanation of reference numerals: 11 fault probability identification module, 12 importance analysis module, 13 first node extraction module, 14 local equipment layout analysis module, 15 standby switching analysis module, 16 switching reliability analysis module, 17 equipment layout control module. DETAILED DESCRIPTION
[0018] The above description is only an overview of the technical solution of the present application. In order to more clearly understand the technical means of the present application, it can be implemented in accordance with the contents of the specification. In order to make the above and other purposes, features and advantages of the present application more obvious and easy to understand, the specific implementation methods of the present application are listed below.
[0019] In order to make the purpose, technical solutions and advantages of the present application clearer, the present application will be further described in detail below in conjunction with the accompanying drawings. The described embodiments should not be regarded as limiting the present application. All other embodiments obtained by ordinary technicians in the field without making creative work are within the scope of protection of this application.
[0020] In the following description, reference is made to "some embodiments", which describe a subset of all possible embodiments, but it is understood that "some embodiments" may be the same subset or different subsets of all possible embodiments, and may be combined with each other without conflict, and the terms "first\second" involved are merely to distinguish similar objects and do not represent a specific ordering of objects. The terms "including" and "having" and any variations are intended to cover non-exclusive inclusions, for example, a process, method, system, product, or server that includes a series of steps or units is not necessarily limited to those steps or units clearly listed, but may include other steps or modules that are not clearly listed or inherent to these processes, methods, products, or devices. Unless otherwise defined, all technical and scientific terms used herein have the same meaning as those generally understood by technicians in the technical field of this application. The terms used herein are for the purpose of describing the embodiments of the present application only.
[0021] The present application embodiment provides a data twin driven production equipment layout control system and method, such as Figure 2 As shown, the method includes:
[0022] Performing fault probability identification on multiple production line nodes in a target production line to generate multiple node fault probabilities; performing node importance analysis on the multiple production line nodes to establish multiple node importance indices; extracting a first node whose fault probability is greater than a preset probability and whose importance index is greater than a preset importance index based on the multiple node fault probabilities and the multiple node importance indices;
[0023] The historical service data of each node is obtained from the production line data, including the number of historical failures and the corresponding number of startups. The failure probability of multiple production line nodes in the target production line is identified to generate multiple node failure probabilities. For example, node A (a key welding equipment) has been started 1,000 times in the past month, of which 5 failures occurred. Then the failure probability of node A is 0.5%. The node failure probability is the ratio of the number of node failures to the number of startups. Subsequently, node importance analysis is performed on multiple production line nodes, and multiple node importance indicators are established based on the analysis results. Further, according to the multiple node failure probabilities and the multiple node importance indicators, the first node with a failure probability greater than a preset probability and an importance index greater than a preset importance index is extracted, wherein the preset probability is a preset failure probability threshold, when greater than the threshold, the failure probability of the corresponding production node is higher, and the stability of the corresponding node is poor. The preset importance index is a preset node importance threshold, when greater than the preset importance index, the higher the importance of the corresponding node, the more important the node. Through this step, the first node with high importance and high failure rate is screened out, thereby providing a selection object for subsequent node optimization.
[0024] The method provided in the embodiment of the present application also includes: collecting historical service record data of the multiple production line nodes since the start of service; and generating the failure probability of the multiple nodes by calculating the ratio of the failure frequency to the total startup frequency based on the historical service record data.
[0025] When obtaining the node failure probability, the historical service record data of the multiple production line nodes since the start of service is collected, and the historical service record data includes the number of historical failures and the corresponding number of startups. The ratio of the failure frequency to the total startup frequency is calculated based on the historical service record data to generate the multiple node failure probabilities.
[0026] The method provided in the embodiment of the present application also includes: determining multiple process sets involved in the multiple production line nodes; based on the multiple process sets, counting the ratio of the number of associated processes of each production line node to the total number of processes, and generating the multiple node importance indicators.
[0027] Determine the multiple process sets involved in the multiple production line nodes, where the production line nodes refer to equipment or workstations with specific functions on the production line. For example, an automobile parts production line may have a stamping machine (for forming parts), a welding robot (for welding parts), an assembly robot arm (for part assembly), a quality inspection instrument (for checking product qualification), etc. Each such functional unit is a production line node. The process set is a set of production line nodes required for the process steps to complete the production target. Each process step corresponds to multiple production line nodes, which constitute a process set. According to the correspondence between the process and the production line nodes in the multiple process sets, the ratio of the number of associated processes of each production line node to the total number of processes is counted. The number of associated processes is the process directly involved in the production line node, and multiple node importance indicators are obtained according to the ratio. The higher the ratio, the more processes the corresponding node participates in, and the more important the node is.
[0028] Acquire the real-time equipment layout information of the target production line, extract the first local equipment layout information corresponding to the first node, and determine whether the first local equipment layout information includes a backup equipment switching mechanism; when the first local equipment layout information does not include a backup equipment switching mechanism, perform mobility backup switching analysis on the first node, and establish a first equipment layout optimization plan; input the first equipment layout optimization plan into the twin production line to perform backup equipment switching simulation of the first node, and generate a switching reliability index; if the switching reliability index is less than a preset index, perform equipment layout control on the first node using the first equipment layout optimization plan.
[0029] The real-time equipment layout information of the target production line is obtained, wherein the layout information includes the layout position and connection information of each node, and the connection information includes the equipment connected to the node (such as power supply, adjacent node equipment, etc.) and whether there is a standby equipment switching mechanism, and the standby equipment switching mechanism is a pre-set standby switching scheme. Through the real-time equipment layout information, the first local equipment layout information corresponding to the first node is extracted, and it is determined whether the first local equipment layout information includes a standby equipment switching mechanism, that is, whether the first node includes a standby equipment switching mechanism. The first local equipment layout information includes the layout position and adjacent connection information corresponding to the first node, and the adjacent connection information includes the equipment connected to the adjacent nodes of the first node and whether there is a standby equipment switching mechanism for the first node. If there is a standby equipment switching mechanism for the first node, the switching of the first device is performed according to the existing standby equipment switching mechanism. When the first local equipment layout information does not include a standby equipment switching mechanism, that is, there is no standby equipment switching mechanism for the first node, at this time, the first node is subjected to a mobility standby switching analysis, and a first equipment layout optimization scheme is established. Further, the first equipment layout optimization scheme is input into the twin production line to simulate the standby equipment switching of the first node, and a switching reliability index is generated. The smaller the calculated result of the switching reliability index, the better the corresponding first equipment layout optimization scheme. If the switching reliability index is less than the preset index, the effect of the first equipment layout optimization scheme is better at this time, and the first equipment layout optimization scheme is used to control the equipment layout of the first node. The preset index is a preset switching reliability threshold parameter. When it is greater than the preset index, the corresponding equipment layout optimization scheme cannot meet the requirements, and it is necessary to re-acquire the equipment layout optimization scheme. It solves the technical problem that the production equipment layout control method in the prior art is difficult to realize the rapid switching and access of spare equipment in a timely and effective manner after a fault occurs, resulting in difficulty in improving the operating stability and efficiency of the production line. Through data twin-driven optimization and simulation analysis, efficient spare switching layout design and verification of key nodes of the production line are realized, so that faulty equipment can be quickly switched in actual production to maintain high production efficiency and operational stability.
[0030] The method provided in the embodiment of the present application also includes: determining a first connection relationship between the production equipment of the first node and the production equipment of the adjacent node, and a second connection relationship with the power supply; based on the first connection relationship and the second connection relationship, calling a detachable connection structure database to screen detachable connection structures, and establishing a detachable connection structure scheme; establishing spare equipment for the production equipment of the first node, and establishing spare equipment storage points according to the real-time equipment layout information; configuring mobile components at the bottom of the production equipment and spare equipment of the first node; determining the network connection relationship of the production equipment of the first node, and establishing a synchronous network interface for the spare equipment; generating the first equipment layout optimization scheme based on the detachable connection structure scheme, the spare equipment storage points, the mobile components and the synchronous network interface.
[0031] According to the first local equipment layout information, the first connection relationship between the production equipment of the first node and the production equipment of the adjacent node, and the second connection relationship with the power supply are obtained, wherein the first connection relationship is the connection structure between the production equipment of the first node and the production equipment of the adjacent node, such as a gas circuit connection structure, an electrical connection structure, a data communication connection structure, etc. The second connection relationship is the connection structure between the power supply and the first node, such as a cable connection structure, a special interface connection structure, etc. Such as a unified interface, a plug-in connector, a quick-release buckle and other quick connection structures. Based on the first connection relationship and the second connection relationship, the detachable connection structure database is called to screen the detachable connection structure. The detachable connection structure database records a variety of detachable connection structures. The detachable structures in the first connection relationship and the second connection relationship are screened through the detachable connection structure database, so as to establish a detachable connection structure scheme. The detachable connection structure scheme is a detachable structure in the first connection relationship and the second connection relationship to separate the first node in the connection relationship. A backup device is established for the production equipment of the first node, the backup device is the same device as the production equipment of the first node, and a storage point of the backup device is established according to the real-time device layout information, that is, the placement position of the backup device in the production node is obtained according to the real-time device layout information. Further, a moving component is configured at the bottom of the production equipment and the backup device of the first node to move the production equipment and the backup device of the first node. The network connection relationship of the production equipment of the first node is determined, and a synchronous network interface of the backup device is established. Finally, the first device layout optimization scheme is generated based on the detachable connection structure scheme, the storage point of the backup device, the moving component and the synchronous network interface. The first device layout optimization scheme includes the detachable connection structure object that the device needs to be connected to, the specific location where the backup device is placed, the specific movement method and the network interface that needs to be synchronized. By obtaining the first device layout optimization scheme, when the first device fails, the backup device can be quickly put into production, thereby improving the processing efficiency of the production line in dealing with equipment failures.
[0032] The method provided in the embodiment of the present application also includes: analyzing the vibration impact of equipment production on the connection node based on the first connection relationship and the second connection relationship, and establishing a vibration impact index; based on the vibration impact index, screening in the detachable connection structure database a detachable connection structure whose vibration absorption index is greater than a preset vibration absorption index, and generating the detachable connection structure solution.
[0033] Based on the first connection relationship and the second connection relationship, the vibration impact of the equipment production on the connection node is analyzed, that is, the vibration absorption index corresponding to the detachable structure in the first connection relationship and the second connection relationship is obtained, and the vibration absorption index is added to complete the vibration impact analysis to obtain the vibration impact index. Further, based on the vibration impact index, it is judged whether the vibration impact index is greater than or equal to the preset threshold requirement. The preset threshold is a preset vibration impact index threshold. When it is greater than or equal to the preset threshold, the corresponding detachable structure has better vibration suppression, otherwise it is poor. Subsequently, the detachable structures in the first connection relationship and the second connection relationship are optimized for the same type of structure. When optimizing, the detachable structures in the first connection relationship and the second connection relationship are obtained from the detachable connection structure database for the same type of structure, that is, the structure with the same functional role, and the detachable connection structure with the same type of structure vibration absorption index greater than the preset vibration absorption index is screened to generate the detachable connection structure scheme. Among them, the preset vibration absorption index is the ratio of the preset threshold to the detachable connection structure in the first node, that is, the vibration absorption index requirement of the detachable connection structure that meets the preset threshold requirement.
[0034] The method provided by the embodiment of the present application also includes: by retrieving historical detachable connection structure schemes, collecting historical detachable connection structure material data sets, historical structure type sets and corresponding data annotation information sets carrying vibration absorption indicators; wherein the vibration absorption index is determined based on the difference in equipment vibration intensity before and after the historical detachable connection structure is installed; and establishing the detachable connection structure database with the historical detachable connection structure material data sets, the historical structure type sets and the data annotation information sets.
[0035] When establishing the detachable connection structure database, by searching the historical detachable connection structure scheme, the historical detachable connection structure material data set, the historical structure type set and the corresponding data annotation information set carrying vibration absorption index are obtained. The historical detachable connection structure material data set is a set of various material information used in the historical detachable connection structure. The materials may include steel, aluminum alloy, polymer shock-absorbing materials, composite materials, etc. The historical structure type set refers to a category set of various types of detachable connection structure schemes, such as a simple snap-on connection structure, a track sliding connection structure, and a shock-absorbing gasket combination quick-install structure. Different structure types are suitable for different equipment layouts and vibration conditions. The vibration absorption index is an index calculated by the difference in vibration intensity before and after the detachable structure is installed on the equipment, which is used to measure the effectiveness of the connection structure in reducing vibration transmission. If the vibration intensity of the equipment before the installation of the structure is X and after the installation is Y, the vibration absorption index directly uses the difference between X and Y to indicate the degree to which the structure reduces vibration, where the vibration intensity is the vibration amplitude data obtained based on the vibration sensor before and after the installation of the connection structure. The annotation information is the specific data of the historical detachable connection structure in the material data set, the historical structure type set and the corresponding vibration absorption index. The vibration absorption index is determined based on the difference in equipment vibration intensity before and after the installation of the historical detachable connection structure. Finally, the detachable connection structure database is established based on the historical detachable connection structure material data set, the historical structure type set and the data annotation information set.
[0036] The method provided in the embodiment of the present application also includes: configuring a mobility standby switching module with the first equipment layout optimization plan; performing modeling data collection on the target production line and the mobility standby switching module to establish the twin production line; based on the twin production line, simulating a fault report of the production equipment of the first node, activating the mobility standby switching module to perform standby equipment switching simulation, and analyzing the communication synchronization index and the equipment production synchronization index after switching; generating the switching reliability index by performing weighted calculation on the communication synchronization index and the equipment production synchronization index.
[0037] The mobility standby switching module is configured based on the first equipment layout optimization scheme. The mobility standby switching module is a modular unit designed on the basis of the optimization scheme to realize the rapid movement and alignment of the standby equipment. The module may include a collection of hardware / software elements such as guide rails, wheel rails, transfer robots, quick plug-in power interfaces, and synchronous network adapters, so that the standby equipment can be quickly moved to the fault node position and connected when a fault occurs. Modeling data collection is performed on the target production line and the mobility standby switching module to obtain the collection data of the real production line, including equipment model, operating parameters, process flow chart, communication network topology, material transportation path, and power supply interface information. These data are input into a simulation modeling tool (such as a CAD model, industrial simulation software), and the twin production line is established in combination with the parameters of the mobility standby switching module (such as standby equipment size, interface position, guide rail length, power plug specification, and network interface standard). In the twin production line, the first node equipment is artificially set to fail at a certain time point (for example: when the 500th part is produced). Through the parameter setting of the simulation software, the first node equipment stops responding to normal instructions and outputs a fault signal. The mobility standby switching module is activated to simulate the standby equipment switching. After the fault occurs, the control logic of the twin production line will activate the mobility standby switching module according to the previously defined strategy. The standby equipment (such as the second welding robot stored in advance) moves along the virtual rail to the position of the faulty equipment and docks with the power interface, network interface and mechanical positioning device. In the simulation, the system records the time from the occurrence of the fault to the successful replacement of the standby equipment, the communication data packet loss rate during the connection process, and the delay change of the control instructions of each node, and analyzes the communication synchronization index and the equipment production synchronization index after switching. Among them, the communication synchronization index is the sum of the communication data packet loss rate during the connection process after normalization and the delay of the control instructions of each node after normalization. The equipment production synchronization index is the time from the normalized fault occurrence to the successful replacement of the standby equipment. The switching reliability index is generated by weighted calculation of the communication synchronization index and the equipment production synchronization index. Among them, the weight parameter is a weight parameter pre-set according to the actual demand preference, and the default is 0.5.
[0038] In the above, refer to Figure 2 The data twin-driven production equipment layout control method according to an embodiment of the present invention is described in detail. Figure 1 A data twin-driven production equipment layout control system according to an embodiment of the present invention is described.
[0039] The data twin-driven production equipment layout control system according to the embodiment of the present invention solves the technical problem that the production equipment layout control method in the prior art is difficult to promptly and effectively realize the rapid switching and access of spare equipment after a fault occurs, resulting in difficulty in improving the operational stability and efficiency of the production line. Through data twin-driven optimization and simulation analysis, efficient spare switching layout design and verification of key nodes of the production line are achieved, so that faulty equipment can be quickly switched in actual production to maintain high production efficiency and operational stability. The data twin-driven production equipment layout control system includes: a fault probability identification module 11, an importance analysis module 12, a first node extraction module 13, a local equipment layout analysis module 14, a spare switching analysis module 15, a switching reliability analysis module 16, and an equipment layout control module 17.
[0040] A fault probability identification module 11 is used to identify the fault probabilities of multiple production line nodes in the target production line and generate multiple node fault probabilities;
[0041] The importance analysis module 12 is used to perform node importance analysis on the multiple production line nodes and establish multiple node importance indicators;
[0042] A first node extraction module 13, configured to extract a first node whose failure probability is greater than a preset probability and whose importance index is greater than a preset importance index according to the multiple node failure probabilities and the multiple node importance indexes;
[0043] The local equipment layout analysis module 14 is used to obtain the real-time equipment layout information of the target production line, extract the first local equipment layout information corresponding to the first node, and determine whether the first local equipment layout information includes a backup equipment switching mechanism;
[0044] A standby switching analysis module 15, configured to perform a mobility standby switching analysis on the first node and establish a first device layout optimization plan when the first local device layout information does not include a standby device switching mechanism;
[0045] A switching reliability analysis module 16, for inputting the first equipment layout optimization solution into the twin production line to perform a backup equipment switching simulation of the first node and generate a switching reliability index;
[0046] The device layout control module 17 is configured to control the device layout of the first node using the first device layout optimization solution if the switching reliability index is less than a preset index.
[0047] The specific configuration of the standby switching analysis module 15 will be described in detail below. The standby switching analysis module 15 further includes: determining the first connection relationship between the production equipment of the first node and the production equipment of the adjacent node, and the second connection relationship with the power supply; based on the first connection relationship and the second connection relationship, calling the detachable connection structure database to screen the detachable connection structure and establish a detachable connection structure scheme; establishing a standby device for the production equipment of the first node, and establishing a standby device storage point according to the real-time device layout information; configuring a mobile component at the bottom of the production equipment and the standby device of the first node; determining the network connection relationship of the production equipment of the first node, and establishing a synchronous network interface of the standby device; generating the first device layout optimization scheme based on the detachable connection structure scheme, the standby device storage point, the mobile component and the synchronous network interface.
[0048] The specific configuration of the standby switching analysis module 15 will be described in detail below. The standby switching analysis module 15 may further include: analyzing the vibration impact of equipment production on the connection node based on the first connection relationship and the second connection relationship, and establishing a vibration impact index; based on the vibration impact index, screening the detachable connection structure database with a vibration absorption index greater than a preset vibration absorption index, and generating the detachable connection structure solution.
[0049] The specific configuration of the standby switching analysis module 15 will be described in detail below. The standby switching analysis module 15 further includes: collecting historical detachable connection structure material data sets, historical structure type sets and corresponding data annotation information sets carrying vibration absorption indicators through historical detachable connection structure scheme retrieval; wherein the vibration absorption index is determined based on the difference in equipment vibration intensity before and after the historical detachable connection structure is installed; and establishing the detachable connection structure database with the historical detachable connection structure material data sets, the historical structure type sets and the data annotation information sets.
[0050] The specific configuration of the switching reliability analysis module 16 will be described in detail below. The switching reliability analysis module 16 further includes: configuring the mobility standby switching module with the first equipment layout optimization solution; performing modeling data collection on the target production line and the mobility standby switching module to establish the twin production line; based on the twin production line, simulating the fault reporting of the production equipment of the first node, activating the mobility standby switching module to perform standby equipment switching simulation, and analyzing the communication synchronization index and the equipment production synchronization index after the switching; generating the switching reliability index by weighted calculation of the communication synchronization index and the equipment production synchronization index.
[0051] The specific configuration of the fault probability identification module 11 will be described in detail below. The fault probability identification module 11 further includes: collecting historical service record data of the multiple production line nodes since the start of service; and generating the fault probabilities of the multiple nodes by calculating the ratio of the fault frequency to the total startup frequency based on the historical service record data.
[0052] The specific configuration of the importance analysis module 12 will be described in detail below. The importance analysis module 12 may further include: determining a plurality of process sets involved in the plurality of production line nodes; and according to the plurality of process sets, calculating the ratio of the number of associated processes of each production line node to the total number of processes, and generating the plurality of node importance indicators.
[0053] The data twin-driven production equipment layout control system provided in an embodiment of the present invention can execute the data twin-driven production equipment layout control method provided in any embodiment of the present invention, and has functional modules and beneficial effects corresponding to the execution method.
[0054] Although the present application makes various references to certain modules in the system according to the embodiments of the present application, any number of different modules can be used and run on the user terminal and / or the server, and the various units and modules included are only divided according to functional logic, but are not limited to the above divisions, as long as the corresponding functions can be achieved. In addition, the specific names of the functional units are only for the convenience of distinguishing from each other, and are not used to limit the scope of protection of the present invention.
[0055] The above specific implementations do not constitute a limitation on the protection scope of this application. It should be understood by those skilled in the art that various modifications, combinations and substitutions can be made according to design requirements and other factors. Any modifications, equivalent substitutions and improvements made within the spirit and principles of this application should be included in the protection scope of this application.
Claims
1. Data twin-driven production equipment layout control system, characterized by: include: A fault probability identification module is used to identify the fault probabilities of multiple production line nodes in the target production line and generate multiple node fault probabilities; An importance analysis module, used to perform node importance analysis on the multiple production line nodes and establish multiple node importance indicators; A first node extraction module, configured to extract, according to the plurality of node failure probabilities and the plurality of node importance indicators, a first node whose failure probability is greater than a preset probability and whose importance indicator is greater than a preset importance indicator; A local equipment layout analysis module, used to obtain real-time equipment layout information of a target production line, extract first local equipment layout information corresponding to the first node, and determine whether the first local equipment layout information includes a standby equipment switching mechanism; A standby switching analysis module, configured to perform a mobility standby switching analysis on the first node and establish a first device layout optimization plan when the first local device layout information does not include a standby device switching mechanism; A switching reliability analysis module, used for inputting the first equipment layout optimization plan into the twin production line to perform a backup equipment switching simulation of the first node and generate a switching reliability index; The device layout control module is used to control the device layout of the first node using the first device layout optimization solution if the switching reliability index is less than a preset index.
2. The data twin-driven production equipment layout control system according to claim 1, characterized in that: The standby switching analysis module is also used for: Determine a first connection relationship between the production equipment of the first node and the production equipment of an adjacent node, and a second connection relationship with a power source; Based on the first connection relationship and the second connection relationship, calling a detachable connection structure database to screen detachable connection structures and establish a detachable connection structure solution; Establishing backup equipment for the production equipment of the first node, and establishing a storage point for the backup equipment according to the real-time equipment layout information; Configuring a moving component at the bottom of the production equipment and the standby equipment of the first node; Determine the network connection relationship of the production equipment of the first node, and establish a synchronous network interface of the backup equipment; The first equipment layout optimization plan is generated based on the detachable connection structure plan, the spare equipment storage points, the mobile components and the synchronous network interface.
3. The data twin-driven production equipment layout control system according to claim 2, characterized in that: The standby switching analysis module is also used for: Analyze the vibration impact of equipment production on the connection node based on the first connection relationship and the second connection relationship, and establish a vibration impact index; Based on the vibration impact index, the detachable connection structure database is screened for detachable connection structures whose vibration absorption index is greater than a preset vibration absorption index, and the detachable connection structure solution is generated.
4. The data twin-driven production equipment layout control system according to claim 3, characterized in that: The standby switching analysis module is also used for: By searching for historical detachable connection structure solutions, a historical detachable connection structure material data set, a historical structure type set, and a corresponding data annotation information set carrying vibration absorption indicators are collected; Among them, the vibration absorption index is determined based on the difference in equipment vibration intensity before and after the installation of the historical detachable connection structure; The detachable connection structure database is established with the historical detachable connection structure material data set, the historical structure type set and the data annotation information set.
5. The data twin-driven production equipment layout control system according to claim 1, characterized in that: The switching reliability analysis module is also used for: configuring a mobility standby switching module according to the first device layout optimization solution; Performing modeling data collection on the target production line and the mobility standby switching module to establish the twin production line; Based on the twin production line, a fault reporting simulation is performed on the production equipment of the first node, the mobility standby switching module is activated to perform standby equipment switching simulation, and the communication synchronization index and the equipment production synchronization index after the switching are analyzed; The switching reliability index is generated by performing weighted calculation on the communication synchronization index and the equipment production synchronization index.
6. The data twin-driven production equipment layout control system according to claim 1, characterized in that: The fault probability identification module is also used for: Collecting historical service record data of the plurality of production line nodes since the start of service; The multiple node failure probabilities are generated based on the ratio of the failure frequency to the total startup frequency calculated from the historical service record data.
7. The data twin-driven production equipment layout control system according to claim 1, characterized in that: The importance analysis module is also used for: Determining a plurality of process sets involved in the plurality of production line nodes; According to the multiple process sets, the ratio of the number of associated processes of each production line node to the total number of processes is counted to generate the multiple node importance indicators.
8. A data twin-driven production equipment layout control method, characterized in that: include: Identify the failure probabilities of multiple production line nodes in the target production line and generate multiple node failure probabilities; Performing node importance analysis on the multiple production line nodes and establishing multiple node importance indicators; Extracting, according to the multiple node failure probabilities and the multiple node importance indicators, a first node whose failure probability is greater than a preset probability and whose importance indicator is greater than a preset importance indicator; Acquire real-time equipment layout information of the target production line, extract first local equipment layout information corresponding to the first node, and determine whether the first local equipment layout information includes a standby equipment switching mechanism; When the first local device layout information does not include a standby device switching mechanism, performing a mobility standby switching analysis on the first node and establishing a first device layout optimization plan; Inputting the first equipment layout optimization plan into the twin production line to perform a backup equipment switching simulation of the first node to generate a switching reliability index; If the switching reliability index is less than a preset index, the device layout of the first node is controlled by using the first device layout optimization solution.
Citation Information
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