A system and method for integrating production facility monitoring data with digital twin models
Patent Information
- Application Number
- CN202211387885.6
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2022-11-08
- Publication Date
- 2026-09-01
- Estimated Expiration
- 2042-11-08
AI Technical Summary
生产设施监测数据与数字孪生的集成需要由数字孪生建模人员手工标定各生产设施的位置和基本信息,再有开发人员分别针对各生产设施做数据对接与转换程序开发,工作量大,难度高,准确性难以保证
[0027] 1. This invention can match dynamic data sources to digital twin models of rural production facilities with high precision through simple and quick configuration, providing a data foundation for subsequent monitoring, analysis and early warning of rural production facilities based on digital twins;
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Figure CN115794934B_ABST
Abstract
Description
Technical Field
[0001] This invention relates to the field of digital twin technology, and in particular to a system and method for integrating production facility monitoring data with a digital twin model. Background Technology
[0002] Digital twins fully utilize data from physical models, sensor updates, and operational history to integrate multi-disciplinary, multi-physical, multi-scale, and multi-probabilistic simulation processes, mapping these data in virtual space to reflect the entire lifecycle of the corresponding physical equipment. Digital twin models of rural production facilities are built upon 3D models of rural landscapes, integrating static and dynamic data from each facility. This accurately reflects the operational status of each facility, supporting refined management. Due to the wide spatial layout, large area, low density, and numerous monitoring points of rural production facilities, integrating dynamic monitoring data with the digital twin model is a key focus and challenge in its construction.
[0003] In recent years, with the development of IoT technology and the improvement of rural digitalization, more and more agricultural production facilities such as greenhouses and irrigation systems have adopted IoT-based digital monitoring systems. The integration of production facility monitoring data with digital twins requires digital twin modelers to manually mark the location and basic information of each production facility, and then developers to develop data docking and conversion programs for each production facility. This is a labor-intensive, difficult, and inaccurate process.
[0004] Therefore, how to provide a system and method for integrating monitoring data of production facilities with digital twin models that can quickly integrate monitoring data of a large number of production facilities into rural digital twins in order to reduce the modeling cost of digital twins of rural production facilities is a technical problem that urgently needs to be solved by those skilled in the art. Summary of the Invention
[0005] This invention provides a system and method for integrating production facility monitoring data with a digital twin model to solve the aforementioned technical problems.
[0006] To address the aforementioned technical problems, this invention provides an integrated system for production facility monitoring data and digital twin models, comprising production facility monitoring data acquisition equipment, a digital twin association configuration terminal, a digital twin display and application terminal, and a server.
[0007] The production facility monitoring data acquisition device is used to collect data from various sensors in and around the production facility and encode the data into corresponding strings. The strings contain at least the equipment number corresponding to the production facility and the readings of each sensor.
[0008] The digital twin association configuration terminal is used to parse the equipment number corresponding to the production facility and generate production facility registration information when it comes into contact with the production facility monitoring data acquisition equipment. The production facility registration information includes the basic information of the production facility, the location information, and the configuration information of the sensor.
[0009] The server is used to connect with the production facility monitoring data acquisition equipment and the digital twin association configuration terminal signal, and to receive the string and the production facility registration information;
[0010] The digital twin display and application terminal is connected to the server via a signal to query the registration information of the production facility and display the dynamic monitoring data of the production facility.
[0011] Preferably, the production facility monitoring data acquisition device includes a data acquisition module, a data processing module, a data upload module, and an NFC tag module. The data acquisition module is used to query the data from each of the sensors; the data processing module is used to parse the data acquired by the data acquisition module and encode it into a string; the data upload module is used to upload the string to the server; and the NFC tag module is used to write the device number into an NFC tag.
[0012] Preferably, the string also includes the channel number and timestamp of each of the sensors.
[0013] Preferably, the digital twin-associated configuration terminal includes an NFC device number reading module, a GPS positioning and coordinate conversion module, a production facility basic information input module, a sensor configuration module, and a production facility registration information submission module. The NFC device number reading module is used to scan the NFC tag and parse the device number therein; the GPS positioning and coordinate conversion module is used to obtain the positioning information of the production facility; the production facility basic information input module is used to provide a first graphical user interface for users to input the basic information of the production facility; the sensor configuration module is used to provide a second graphical user interface for users to set the configuration information of each sensor; and the production facility registration information submission module is used to submit the production facility registration information to the server.
[0014] Preferably, the basic information includes at least the name and type of the production facility.
[0015] Preferably, the server includes a dynamic data access module and a production facility registration module. The dynamic data access module is used to receive data streams from multiple production facility monitoring data acquisition devices and provide a query interface. The production facility registration module is used to receive the production facility registration information and provide interfaces for adding, modifying, deleting, and querying the basic information, positioning information, and sensor configuration information of the production facility.
[0016] The present invention also provides a method for integrating production facility monitoring data with a digital twin model as described above, comprising the following steps:
[0017] Step 1: Connect the device and upload data: Query each sensor S at preset data acquisition intervals. i The reading v of (0 < i < n, where n is the number of sensors) i , the 4-tuple (v i (i, c, t) is written into the data stream S, where i is the channel number of the sensor, c is the device number, and t is the timestamp of the current moment;
[0018] Step 2: Read device information from NFC tag: The digital twin associated configuration terminal contacts and reads the production facility data acquisition device D. c The data in the NFC tag is parsed to obtain the device number c, and temporarily stored in the production facility registration data r = (c);
[0019] Step 3: Matching production facilities with digital twin coordinates: Obtain the coordinates P of the digital twin associated configuration terminal. c1 , coordinate P c1 Transformed into coordinates P in the local coordinate system of the digital twin model c And add it to the production facility registration data r = (c, P c )middle;
[0020] Step 4: Input basic information about the production facility: The user inputs basic information about the production facility on the digital twin association configuration terminal, including the name of the production facility. name Types of production facilities type And add it to the production facility registration data r = (c, P c s name S type )middle;
[0021] Step 5: Match and confirm sensor configuration information: Obtain the configuration information for each sensor from data stream S. i The latest data d i =(v i (i, c, t), for the type of production facility s selected in step 4 typeThe system queries the preset sensor type set T corresponding to the type of the production facility, and the user selects the sensor type based on the channel number i and reading v of each record. i Select the corresponding sensor type T i Add the mapping between the channel number and type of each sensor to set P. s ={(i, T)} i )}, and add to the production facility registration data r = (c, P c s name s type P s )middle;
[0022] Step 6: Submit configuration information: The digital twin association configuration terminal submits the production facility registration data R to the server to complete the integration of the production facility with the digital twin;
[0023] Step 7: Digital Twin Model Display and Application: The digital twin model display and application terminal queries and displays all production facility registration data R from the server.
[0024] Preferably, the display in step 7 includes: production facility registration data r for each production facility. i =(c i P ci s namei s typei In digital twins, the coordinates are P. ci The location displays the label T for this production facility. i .
[0025] Preferably, step 7 further includes: subscribing to data stream S, for new data s received in data stream S k Find the record r with the same equipment number in the production facility registration data R. k , will s k Displayed in the corresponding label T k middle.
[0026] Compared with existing technologies, the integrated system and method for production facility monitoring data and digital twin models provided by this invention have the following advantages:
[0027] 1. This invention can match dynamic data sources to digital twin models of rural production facilities with high precision through simple and quick configuration, providing a data foundation for subsequent monitoring, analysis and early warning of rural production facilities based on digital twins;
[0028] 2. This invention simplifies the process of integrating production facility monitoring data into a digital twin model, reducing the workload by 80% and lowering the operational threshold by simplifying the professional technical work such as location calibration and data docking into a simple graphical configuration task.
[0029] 3. The position matching accuracy of this invention can reach the sub-meter level, which can meet the quality requirements of dynamic data integration of digital twins in production facilities. Moreover, it can be achieved using smartphones with extremely high penetration rates, making it cost-effective. Attached Figure Description
[0030] Figure 1 This is a network topology diagram of a system for integrating production facility monitoring data with a digital twin model, according to a specific embodiment of the present invention. Network devices and security devices have been omitted in the diagram.
[0031] Figure 2 This is a flowchart of a method for integrating production facility monitoring data with a digital twin model according to a specific embodiment of the present invention;
[0032] Figure 3 This is a data flow diagram of the method for integrating production facility monitoring data with a digital twin model in a specific embodiment of the present invention; the data storage part has been omitted.
[0033] Figure 4 This is a schematic diagram of a first graphical user interface in a specific embodiment of the present invention;
[0034] Figure 5 This is a schematic diagram of the visualization interface of a digital twin display and application terminal in a specific embodiment of the present invention.
[0035] In the diagram: 10 - Production facility monitoring data acquisition equipment, 20 - Digital twin association configuration terminal, 30 - Server, 40 - Digital twin display and application terminal. Detailed Implementation
[0036] To illustrate the technical solutions of the invention in more detail, specific embodiments are listed below to demonstrate the technical effects; it should be emphasized that these embodiments are used to illustrate the invention and are not intended to limit the scope of the invention.
[0037] The production facility monitoring data and digital twin model integration system provided by this invention, such as... Figure 1 As shown, it includes a production facility monitoring data acquisition device 10, a digital twin association configuration terminal 20, a digital twin display and application terminal 40, and a server 30, specifically:
[0038] The production facility monitoring data acquisition device 10 is used to collect data from various sensors in and around the production facility and encode the data into corresponding strings. The strings contain at least the equipment number corresponding to the production facility and the readings of each sensor.
[0039] The digital twin association configuration terminal 20 is used to parse the equipment number corresponding to the production facility and generate production facility registration information when it comes into contact with the production facility monitoring data acquisition device 10. The production facility registration information includes the basic information of the production facility, the location information, and the configuration information of the sensor.
[0040] The server 30 is used to connect to the production facility monitoring data acquisition device 10 and the digital twin association configuration terminal 20, and to receive the string and the production facility registration information.
[0041] The digital twin display and application terminal 40 is connected to the server 30 by a signal and is used to query the registration information of the production facility and display the dynamic monitoring data of the production facility.
[0042] This invention enables high-precision matching of dynamic data sources to digital twin models of rural production facilities through simple and rapid configuration, providing a data foundation for subsequent monitoring, analysis, and early warning of rural production facilities based on digital twins. This invention simplifies the process of integrating production facility monitoring data into the digital twin model, reducing the workload by 80% and lowering the operational threshold by simplifying technical tasks such as location calibration and data docking into a simple graphical configuration process. The location matching accuracy of this invention can reach sub-meter level, meeting the quality requirements of dynamic data integration for digital twins of production facilities. Furthermore, it can be implemented using widely available smartphones, offering high cost-effectiveness.
[0043] In some embodiments, the production facility monitoring data acquisition device 10 is a customized IoT data acquisition hardware, specifically including a data acquisition module, a data processing module, a data upload module, and an NFC tag module. The data acquisition module is used to query data from each of the sensors, for example, periodically querying data from each sensor from the host of an existing monitoring system via the MODBUS-RTU protocol. The data processing module is used to parse the data acquired by the data acquisition module and encode it into a JSON string containing the device number, channel number, timestamp, and sensor reading. The data upload module is used to upload the string to the server 30, for example, uploading the processed data to the server 30 via a 4G network in the form of an MQTT stream. The NFC tag module is used to write the device number into an NFC tag, for example, encoding the device number into the configuration page URL and writing it to the NFC tag in NDEF format. The digital twin associated configuration terminal 20 can obtain the device number from this NFC tag.
[0044] In some embodiments, the production facility monitoring data acquisition device 10 has a set of RS-485 input interfaces, which traverse the sensor readings of 32 channels at 1-second intervals. After encoding the sensor readings, device number, sensor channel number, timestamp, and other data into JSON format, it is sent to a designated topic on the MQTT Broker on the public internet via a 4G network. The production facility monitoring data acquisition device 10 has an NFC tag, and the configuration page URL containing the device number parameter is pre-encoded in NDEF format and written into the NFC tag.
[0045] In some embodiments, the digital twin association configuration terminal 20 is a handheld smart terminal running specific software and equipped with NFC and GPS functions, typically a villager's Android or iOS operating system smartphone. This terminal runs "digital twin association configuration software," which has the following functional modules: an NFC device number reading module, a GPS positioning and coordinate conversion module, a production facility basic information input module, a sensor configuration module, and a production facility registration information submission module. The NFC device number reading module is used to scan the NFC tag in NDEF format and parse the device number therein. The GPS positioning and coordinate conversion module is used to obtain the positioning information of the production facility, for example, obtaining the position in the WGS84 coordinate system through GPS (Global Positioning System) and converting it to coordinates in the digital twin local coordinate system. The production facility basic information input module is used to provide a first graphical user interface, such as... Figure 4 As shown, the interface allows users to input basic information about the production facility. In some embodiments, users can input basic information such as the name and type of the production facility through this interface. The sensor configuration module provides a second graphical user interface, through which users can preview the readings of the connected sensors and set the configuration information of each sensor, such as setting the sensor type. The production facility registration information submission module is used to submit the production facility registration information to the server 30.
[0046] In some embodiments, a villager's smartphone can be used as a digital twin association configuration terminal 20. This device supports background scanning of NFC tags in NDEF format. When the NFC tag of the production facility monitoring data acquisition device 10 is read, it will automatically open a browser and redirect to a web browser. Figure 4 The configuration page shown. Device identification information is obtained from the URL parameters of the NFC tag, and the production facility's location information is obtained from the phone's GPS. A form is provided on the interface for the user to input basic production facility information and sensor configuration information. After the user clicks submit, the above information is processed and combined into production facility registration information, which is then submitted to the server.
[0047] In some embodiments, the server 30 includes a dynamic data access module and a production facility registration module. The dynamic data access module receives data streams from multiple production facility monitoring data acquisition devices and provides a query interface. The production facility registration module receives the production facility registration information and provides interfaces for adding, modifying, deleting, and querying the basic information, location information, and sensor configuration information of the production facilities. In some embodiments, the server 30 builds a real-time data warehouse system based on Flink, Kafka, and ClickHouse to provide dynamic data access and query services, supporting the use of MQTT streams to receive production facility monitoring data. A Web API interface is provided for production facility registration information and digital twin model data.
[0048] like Figure 2 and Figure 3 As shown, the present invention also provides a method for integrating production facility monitoring data with a digital twin model as described above, comprising the following steps:
[0049] Step 1: Connect the device and upload data: Connect the production facility data acquisition device D c The input interface of device D1 is connected to the data acquisition port of the host of the existing production facility monitoring system. Device D1 queries each sensor S at preset acquisition intervals. i The reading v of (0 < i < n, where n is the number of sensors) i , the 4-tuple (v i Write i, c, t) into the data stream S, where i is the channel number of the sensor, c is the device number, and t is the timestamp of the current moment.
[0050] Step 2: Read device information from NFC tag: The NFC reader of the digital twin association configuration terminal 20 contacts and reads the production facility data acquisition device D. c The data in the NFC tag is parsed to obtain the device number c, and temporarily stored in the production facility registration data r = (c).
[0051] Step 3: Matching production facilities with digital twin coordinates: Obtain the GPS coordinates P of the current geographical location in the WGS84 coordinate system from the digital twin associated configuration terminal 20. c1 Step 2 requires the digital twin to be associated with the configuration terminal 20 and device D. c Contact has occurred, and the time interval between steps 2 and 3 is relatively short, so P can be considered to be... c1 That is, device D c The position coordinates. Based on preset parameters, the coordinates P... c1 Transformed into coordinates P in the local coordinate system of the digital twin model c And add it to the production facility registration data r = (c, Pc )middle.
[0052] Step 4: Input basic information about the production facility: The user inputs basic information about the production facility on the digital twin association configuration terminal 20, including the name of the production facility. name Types of production facilities type And add it to the production facility registration data r = (c, P c s name s type )middle.
[0053] Step 5: Match and confirm sensor configuration information: Obtain the configuration information for each sensor from data stream S. i The latest data d i =(v i (i, c, t), for the type of production facility s selected in step 4 type The system queries the preset sensor type set T corresponding to the type of the production facility, and the user selects the sensor type based on the channel number i and reading v of each record. i Select the corresponding sensor type T i Add the mapping between the channel number and type of each sensor to set P. s ={(i, T)} i )}, and add to the production facility registration data r = (c, P c s name s type P s )middle.
[0054] Step 6: Submit configuration information: The digital twin association configuration terminal 20 submits the production facility registration data R to the server 30 to complete the integration of the production facility with the digital twin.
[0055] Step 7: Digital Twin Model Display and Application: The digital twin model display and application terminal 40 queries and displays all production facility registration data R from the server 30. In some embodiments, the display in step 7 may include: for each production facility, the corresponding production facility registration data...
[0056] r i =(c i P ci, s namei s typei In digital twins, the coordinates are P. ci The location displays the label T for this production facility. i In some embodiments, a data stream S can also be subscribed to for new data s received in the data stream S. k Find the record r with the same equipment number in the production facility registration data R.k , will s k Displayed in the corresponding label T k In the middle, data from data stream S is used to analyze equipment operating status and fault risk based on actual business needs.
[0057] This invention simplifies the process of integrating production facility monitoring data into a digital twin model, reducing specialized technical tasks such as location calibration and data interoperability into simple graphical configuration, decreasing workload by 80% and lowering the barrier to entry. Location matching accuracy can reach sub-meter level, meeting the quality requirements for dynamic data integration of rural production facilities' digital twins, and can be achieved using widely available smartphones, making it cost-effective.
[0058] In practical applications, villagers can use the system's hardware and software to complete the integration of monitoring data from an agricultural production facility into a digital twin by following the process below.
[0059] S1: Connect the input port of the production facility monitoring data acquisition device 10 to the data acquisition port of the production facility monitoring host, insert the SIM card, and turn on the power. After completing this step, dynamic data will begin to enter the data warehouse. You can log in to the real-time data warehouse system to view the data access status.
[0060] S2: Using the digital twin association configuration terminal 20, touch the back of the production facility monitoring data acquisition device 10 with the NFC tag to bring up the device's configuration page. The device number has been automatically filled in through the URL in the NFC tag.
[0061] S3: The digital twin-related configuration terminal 20 obtains the coordinates of the current location in the WGS84 coordinate system via GPS positioning and displays them on the map control. Villagers can review and adjust the automatic positioning results. These coordinates are then converted to coordinates in the digital twin model coordinate system and temporarily stored.
[0062] S4: Villagers enter the name and type of the production facility on the form.
[0063] S5: Villagers set the sensor type for each sensor according to the actual situation.
[0064] S6: The villager clicks the submit button, and the above information is submitted to the server 30.
[0065] The integration of monitoring data from this agricultural production facility into a digital twin is complete. The location and real-time monitoring data of the facility can be viewed on a digital twin model visualization terminal. Figure 5 As shown.
[0066] In a certain village, 22 agricultural greenhouse monitoring systems and 5 smart irrigation systems were connected. Using traditional methods, the estimated workload for digital twin modeling was 10 person-days, and the data access development workload was 20 person-days, for a total of 30 person-days. Using this system and method to integrate the monitoring data of agricultural production facilities into the digital twin, the total time was 5 person-days, reducing the workload by 90%.
[0067] In summary, the production facility monitoring data and digital twin model integration system and method provided by this invention includes a production facility monitoring data acquisition device 10, a digital twin association configuration terminal 20, a digital twin display and application terminal 40, and a server 30. The production facility monitoring data acquisition device 10 is used to collect data from various sensors around the production facility and encode the data into corresponding strings. The strings at least include the device number corresponding to the production facility and the readings of each sensor. The digital twin association configuration terminal 20, upon contact with the production facility monitoring data acquisition device 10, parses the device number corresponding to the production facility and generates production facility registration information. The production facility registration information includes basic information, location information, and sensor configuration information of the production facility. The server 30 is signal-connected to the production facility monitoring data acquisition device 10 and the digital twin association configuration terminal 20, and receives the strings and the production facility registration information. The digital twin display and application terminal 40 is signal-connected to the server 30 and is used to query the production facility registration information and display the dynamic monitoring data of the production facility. This invention enables the high-precision matching of dynamic data sources to digital twin models of rural production facilities through simple and rapid configuration, providing a data foundation for subsequent monitoring, analysis, and early warning of rural production facilities based on digital twins.
[0068] Obviously, those skilled in the art can make various modifications and variations to the invention without departing from the spirit and scope of the invention. Therefore, if these modifications and variations fall within the scope of the claims of the invention and their equivalents, the invention is also intended to include these modifications and variations.
Claims
1. A system integrating production facility monitoring data with a digital twin model, characterized in that, This includes production facility monitoring data acquisition equipment, digital twin-related configuration terminals, digital twin display and application terminals, and server-side components. The production facility monitoring data acquisition device is used to collect data from various sensors in and around the production facility and encode the data into corresponding strings. The strings at least include the device number corresponding to the production facility and the readings of each sensor. The production facility monitoring data acquisition device includes a data acquisition module, a data processing module, a data upload module, and an NFC tag module. The data acquisition module is used to query the data from each sensor. The data processing module is used to parse the data collected by the data acquisition module and encode it into the string. The data upload module is used to upload the string to the server. The NFC tag module is used to write the device number into an NFC tag. The digital twin-associated configuration terminal is used to parse the device number corresponding to the production facility and generate production facility registration information when it comes into contact with the monitoring data acquisition equipment of the production facility. The production facility registration information includes the basic information, location information, and configuration information of the sensors of the production facility. The digital twin-associated configuration terminal includes an NFC device number reading module, a GPS positioning and coordinate conversion module, a production facility basic information input module, a sensor configuration module, and a production facility registration information submission module. The NFC device number reading module is used to scan the NFC tag and parse the device number therein. The GPS positioning and coordinate conversion module is used to obtain the location information of the production facility. The production facility basic information input module is used to provide a first graphical user interface for users to input the basic information of the production facility. The sensor configuration module is used to provide a second graphical user interface for users to set the configuration information of each sensor. The production facility registration information submission module is used to submit the production facility registration information to the server. The server is used to connect with the production facility monitoring data acquisition equipment and the digital twin association configuration terminal signal, and to receive the string and the production facility registration information; The digital twin display and application terminal is connected to the server via a signal to query the registration information of the production facility and display the dynamic monitoring data of the production facility.
2. The integrated system for production facility monitoring data and digital twin model as described in claim 1, characterized in that, The string also includes the channel number and timestamp of each sensor.
3. The integrated system for production facility monitoring data and digital twin model as described in claim 1, characterized in that, The basic information includes at least the name and type of the production facility.
4. The integrated system for production facility monitoring data and digital twin model as described in claim 1, characterized in that, The server includes a dynamic data access module and a production facility registration module. The dynamic data access module is used to receive data streams from multiple production facility monitoring data acquisition devices and provide a query interface. The production facility registration module is used to receive the production facility registration information and provide interfaces for adding, modifying, deleting, and querying the basic information, positioning information, and sensor configuration information of the production facility.
5. A method for integrating production facility monitoring data with a digital twin model, applied to the production facility monitoring data and digital twin model integration system as described in any one of claims 1 to 4, characterized in that, Includes the following steps: Step 1: Connect the device and upload data: Query each sensor S at preset data acquisition intervals. i The reading v i , , where n is the number of sensors, and the 4-tuple ( ) is written into data stream S, where is the channel number where the sensor is located, c is the device number, and t is the timestamp of the current moment; Step 2: Read device information from NFC tag: The digital twin associated configuration terminal contacts and reads the production facility data acquisition device D. c The data from the NFC tag is parsed to obtain the device number 'c', and temporarily stored in the production facility registration data. middle; Step 3: Matching production facilities with digital twin coordinates: Obtain the coordinates P of the digital twin associated configuration terminal. c1 , coordinate P c1 Transformed into coordinates P in the local coordinate system of the digital twin model c And add to the production facility registration data. middle; Step 4: Input basic information about the production facility: The user inputs basic information about the production facility on the digital twin configuration terminal, including the name of the production facility. Types of production facilities And add to the production facility registration data. middle; Step 5: Match and confirm sensor configuration information: Obtain the configuration information for each sensor from data stream S. i The latest data For the type of production facility selected in step 4 The system queries the preset sensor type set T corresponding to the type of the production facility, and the user selects the sensor type based on the channel number of each record. and reading v i Select the corresponding sensor type T i Add the mapping between each sensor channel number and type to the set. And add to the production facility registration data. middle; Step 6: Submit configuration information: The digital twin-associated configuration terminal will submit the production facility registration data. Submit to the server to complete the integration of the production facility with the digital twin; Step 7: Digital Twin Model Demonstration and Application: The digital twin model demonstration and application terminal queries all production facility registration data from the server. And display.
6. The method for integrating production facility monitoring data with a digital twin model as described in claim 5, characterized in that, The presentation in step 7 includes: production facility registration data for each production facility. In digital twins, the coordinates are P. ci The location displays the label L for this production facility. i .
7. The method for integrating production facility monitoring data with a digital twin model as described in claim 6, characterized in that, Step 7 also includes: subscribing to data stream S, for new data s received in data stream S k In production facility registration data Find records with the same device number r k , will s k Displayed in the corresponding label L k middle.
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