5G network-based industrial communication system and communication method thereof
By adopting an industrial communication system based on 5G network in the industrial communication system, combining load technology, real-time acquisition and analysis of communication link traffic and production data, and optimizing resource use through load balancing scheduling, data transmission in existing industrial communication systems is solved. Slow speed and high latency problems have achieved more efficient and intelligent production management and decision-making support.
Patent Information
- Application Number
- CN202411584163.9
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2024-11-07
- Publication Date
- 2025-02-11
- Estimated Expiration
- 2044-11-07
AI Technical Summary
The existing industrial communication systems have shortcomings in the problems of slow data transmission speed, high latency, insufficient bandwidth and poor scalability, which is difficult to meet the needs of real-time data transmission and efficient communication in industrial environments.
Adopt an industrial communication system based on 5G network, combined with load technology, and realize real-time acquisition and analysis of communication link traffic and equipment through network link acquisition module, communication load balancing module, distributed data acquisition module, data analysis statistics module and visualization module. Operating status and production data, and optimize resource usage through load balancing scheduling.
It improves the real-time and reliability of the system, reduces data transmission delay, improves production efficiency and product quality, and provides data-driven decision-making support.
Smart Images

Figure CN119421201A_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to an industrial communication solution based on the fifth generation mobile communication technology (5G), which utilizes the high bandwidth, low latency and large connection capacity of the 5G network to optimize data transmission and real-time monitoring in the industrial production process, and belongs to the technical field of industrial communication systems. Background Art
[0002] With the rise of Industry 4.0, manufacturing and other industrial fields are undergoing rapid digital and intelligent transformation. Traditional industrial communication systems usually rely on wired networks, which face problems such as slow data transmission, high latency, insufficient bandwidth and poor scalability. These limitations affect the efficiency and flexibility of industrial production.
[0003] In recent years, the rapid development of 5G technology has provided new possibilities for solving these problems. 5G networks meet the needs of real-time data transmission and efficient communication in industrial environments. Especially in real-time monitoring and control systems, the advantages of 5G are particularly prominent, which can significantly improve data processing speed and system responsiveness, thereby supporting more complex and sophisticated industrial operations. However, there are still many challenges in effectively applying 5G technology to industrial communication systems, such as network coverage and reliability. Therefore, industrial communication systems based on 5G networks combined with load technology give full play to the potential of 5G technology and solve the shortcomings of existing technologies.
[0004] The Chinese invention patent application with publication number CN118582661A, published on September 3, 2024, discloses an industrial gas management system based on 5G communication, providing an industrial gas management system that uploads and records various real-time information of gas cylinders through 5G communication technology, and monitors gas cylinders anytime and anywhere. This invention patent application controls the opening and closing of gas cylinders by remote control. In actual use, when an abnormal state of the gas cylinder is detected, the closure of the gas cylinder can also be remotely controlled, further ensuring the safety of use. Although this invention patent application monitors the gas cylinder through a variety of sensor devices and 5G networks, it does not monitor and adjust the 5G network link, and cannot guarantee the reliability of 5G communication data transmission.
[0005] The Chinese invention patent with publication number CN117952540A, published on April 30, 2024, discloses a 5G industrial Internet integrated production and supply chain management system, providing a 5G industrial Internet integrated production and supply chain management system, which ensures that storage and transportation capacity are saturated while increasing the output of the supply side by adjusting the input of characteristic products at the production end, thereby effectively improving the supply efficiency of the supply chain. This invention basically realizes production and supply chain management and 5G communication, but does not monitor equipment and production quality, and cannot provide good data decision-making suggestions.
[0006] The Chinese invention patent with publication number CN117631598A, which was published on March 1, 2024, discloses a data collection system based on a 5G network, and provides a data collection system based on a 5G network, including collecting demand feature information based on the data source, configuring data collection parameter information, and then using 5G network technology to deploy channels on the data source end based on the data collection parameter information, and establishing a data collection multi-channel to collect industrial data from the data source end respectively, and then performing branch preprocessing on the collected multi-channel industrial data stream set through the data collection multi-channel to obtain a multi-channel standard industrial data stream set; allocating network resource slices for the data collection multi-channel to integrate and transmit the multi-channel standard industrial data stream set to the industrial data cloud for labeled storage processing. This invention basically realizes 5G communication and data collection, and also improves the accuracy and security of data collection through 5G network slicing, but does not further explain data monitoring and display, and does not have a good user experience. Summary of the invention
[0007] The purpose of this invention is to provide an industrial communication system based on 5G network combined with load technology to give full play to the potential of 5G technology.
[0008] In order to achieve the above-mentioned object, one aspect of the technical solution of the present invention provides an industrial communication system based on a 5G network, characterized in that it includes a network link acquisition module, a communication load balancing module, a distributed data acquisition module, a data analysis and statistics module, and a visualization module, wherein:
[0009] The network link collection module uses a 5G communication interface to collect network traffic data on each communication link of the distributed communication link in real time, and transmit the network link traffic data to the communication load balancing module;
[0010] The communication load balancing module uses a dynamic weight distribution algorithm to analyze the link load status based on the collected network traffic data, identify bottlenecks and potential high-load areas, and schedule distributed collection modules in real time based on the analysis results to achieve dynamic traffic balancing and optimize network performance.
[0011] Distributed data acquisition module is used to connect to various data acquisition devices. The data acquisition devices transmit data to the distributed data acquisition module through the 5G network using the MQTT protocol / HTTP protocol. The distributed data acquisition module adjusts the distributed strategy in time according to the communication link load analysis results given by the communication load balancing module;
[0012] The data analysis and statistics module is used to conduct in-depth analysis and statistics on the data uploaded by the distributed data acquisition module, realizing functions including energy consumption analysis of industrial communication systems, production efficiency evaluation, equipment failure warning, and product quality monitoring;
[0013] The visualization module is used to display key information including network link traffic, various production data, and analysis results in real time.
[0014] Preferably, the network traffic data includes bandwidth occupancy, packet loss rate, and delay.
[0015] Preferably, the communication load balancing module schedules the distributed acquisition module in real time according to the link load control amount of each communication link in the distributed communication link, wherein:
[0016] The link load control quantity of the i-th communication link is expressed as ΔF(i), then:
[0017] ΔF(i)=ΔF balanced (i)+ΔF jam (i)
[0018] Where: ΔF ham (i) is the communication link congestion load control quantity of the i-th communication link, δ0 is the preset threshold, δ is the communication link load level of the i-th communication link, Y i is the link load, Y i =n i K i x(t),n i is the number of nodes included in the communication link, K i is the load balancing coefficient, x(t) is the real-time collected communication link traffic data, C i is the communication link capacity of the ith communication link, C i =m dct (W(i)+B(i)), m dct is the matrix determinant function, W(i) and B(i) are the communication link unit matrix and bandwidth value;
[0019] ΔF balanced (i) is the load balancing control quantity of the i-th communication link,
[0020] Preferably, when real-time scheduling of distributed acquisition modules is performed according to the link load control amount:
[0021] If the communication link control quantity result of the current communication link is positive, the load of the current communication link is scheduled to other communication links, that is, the distributed link scheduling information containing a negative communication link control quantity result is transmitted to the data acquisition device of the current communication link through the distributed acquisition module, and the data acquisition device that receives the distributed link scheduling information connects other distributed communication links for data transmission based on the scheduling information.
[0022] Another aspect of the present invention is to provide an industrial communication method based on a 5G network, characterized in that the above-mentioned industrial communication system is adopted, comprising the following steps:
[0023] The network link collection module uses the 5G communication interface to collect the network traffic data on each communication link of the distributed communication link in real time, and transmits the network link traffic data to the communication load balancing module;
[0024] The communication load balancing module uses a dynamic weight distribution algorithm to analyze the link load status based on the collected network traffic data, identify bottlenecks and potential high-load areas, and schedule distributed collection modules in real time based on the analysis results to achieve dynamic traffic balancing and optimize network performance.
[0025] The distributed data acquisition module connects to a variety of data acquisition devices. The data acquisition devices transmit data to the distributed data acquisition module through the 5G network using the MQTT protocol / HTTP protocol. The distributed data acquisition module adjusts the distributed strategy in a timely manner according to the communication link load analysis results given by the communication load balancing module.
[0026] The data analysis and statistics module conducts in-depth analysis and statistics on the data uploaded by the distributed data acquisition module;
[0027] The visualization module displays key information including network link traffic, various production data, and analysis results in real time.
[0028] The present invention improves the efficiency and intelligence level of industrial communication by integrating a network link acquisition module, a communication load balancing module, a distributed data acquisition module, a data analysis and statistics module, and a visualization module. The present invention can collect and analyze communication link traffic, equipment operation status, and production data in real time, optimize resource usage through load balancing scheduling, and display the analysis results in a visual form, thereby supporting enterprises to achieve efficient and stable production and decision-making management.
[0029] Compared with the prior art solutions, the present invention has the following beneficial effects:
[0030] (1) Improve system real-time performance and reliability: The system uses the network link acquisition module to monitor the status of the industrial site network in real time, and can quickly identify link problems such as delay and packet loss, so as to adjust the communication link in time to ensure real-time and reliable communication;
[0031] (2) Improve production efficiency and product quality: Through the communication load balancing module, data flow is intelligently scheduled to the optimal link, which reduces the delay of data transmission, improves the overall response speed and processing speed of the system, and thus improves production efficiency and production quality;
[0032] (3) Data-driven decision support: The data analysis and statistics module provides in-depth analysis and prediction models to help management understand production trends, energy consumption patterns, etc., support data-driven decision-making, and improve management efficiency.
[0033] In summary, the 5G network-based industrial communication system and communication method disclosed in the present invention realize dynamic scheduling of 5G communication and improve the real-time and reliability of data transmission. These beneficial effects will bring more efficient and intelligent production management and decision support to enterprises, and promote the development and progress of the industrial field. BRIEF DESCRIPTION OF THE DRAWINGS
[0034] Figure 1 A diagram of the specific embodiment of the present invention;
[0035] Figure 2 Schematic diagram of the link designed for the present invention. DETAILED DESCRIPTION
[0036] The present invention will be further described below in conjunction with specific embodiments. It should be understood that these embodiments are only used to illustrate the present invention and are not intended to limit the scope of the present invention. In addition, it should be understood that after reading the content taught by the present invention, those skilled in the art can make various changes or modifications to the present invention, and these equivalent forms fall within the scope limited by the appended claims of the application equally.
[0037] An embodiment of the present invention discloses an industrial communication system based on a 5G network, including: a network link acquisition module, a communication load balancing module, a distributed data acquisition module, a data analysis and statistics module, and a visualization module.
[0038] The network link acquisition module uses a 5G communication interface to collect network traffic data on the communication link in real time. In the embodiment of the present invention, the network traffic data includes but is not limited to key indicators such as bandwidth occupancy, packet loss rate, and delay. The network link acquisition module uses efficient data storage and transmission technology to transmit network link traffic data to the communication load balancing module.
[0039] The communication load balancing module uses a dynamic weight allocation algorithm to analyze the link load status based on the collected network traffic data, identify bottlenecks and potential high-load areas, and schedule distributed collection modules in real time according to the analysis results to achieve dynamic traffic balancing, optimize network performance, and ensure the stability and efficiency of data transmission.
[0040] In the embodiment of the present invention, the communication link load calculation formula used by the communication load balancing module is as follows:
[0041] Y i =n i K i x(t)
[0042] Where n i is the number of nodes included in the communication link, K i is the load balancing coefficient, x(t) is the real-time collected communication link traffic data, and Y i is the link load.
[0043] Taking into account the 5G communication capacity, the current link load detection result can be obtained. The capacity calculation formula is:
[0044] C i =m dct (W(i)+B(i))
[0045] In the formula, m dct is the matrix determinant function, W(i) and B(i) are the communication link unit matrix and bandwidth value, which can be obtained from the communication link acquisition module, C i is the communication link capacity.
[0046] Furthermore, the communication load balancing module The detection results of the load level of the 5G communication link are obtained.
[0047] After obtaining the load status of the 5G communication link (i.e., the detection result of the load degree of the 5G communication link), the link with load congestion is scheduled and controlled to alleviate the congestion degree. The communication link congestion load control amount ΔF jam (i) is:
[0048]
[0049] In the formula, δ is the load level of the communication link, δ0 is the setting threshold, and the load balancing control amount ΔF is calculated according to the congestion load control amount balanced (i)
[0050]
[0051] In formula (4), n lis the number of links in the communication network, and the load control quantity ΔF(i) of any i-th link is:
[0052] ΔF(i)=ΔF balanced (i)+ΔF jam (i)
[0053] The communication load balancing module gives the calculated load control quantity of any link to the distributed data acquisition module.
[0054] The distributed data acquisition module is mainly used to connect to a variety of data acquisition devices. In the embodiment of the present invention, the data acquisition devices include energy consumption data acquisition devices, production data acquisition devices, operation data acquisition devices, and quality data acquisition devices. The data acquisition devices transmit data to the distributed data acquisition module through the 5G network using the MQTT protocol / HTTP protocol. The distributed data acquisition module adjusts the distributed strategy in time according to the communication link load analysis results.
[0055] According to the communication link control quantity result, if the communication link control quantity result of the current link is positive, the load of the current link needs to be scheduled to other links, that is, the distributed link scheduling information containing the negative communication link control quantity result is transmitted to the data acquisition device of the current link through the distributed acquisition module, and the data acquisition device that receives the distributed link scheduling information connects other distributed communication links for data transmission based on the scheduling information.
[0056] The data analysis and statistics module is used to conduct in-depth analysis and statistics on the data uploaded by the distributed data acquisition module. It mainly uses data mining and other technologies, including: data cleaning, data classification, data statistics, data analysis, to achieve industrial communication system energy consumption analysis, production efficiency evaluation, equipment failure warning, product quality monitoring and other functions.
[0057] The visualization module develops a user-friendly visualization interface to display key information such as network link traffic, various production data, and analysis results in real time. In the embodiment of the present invention, the visualization module supports multiple visualization forms, such as dashboards, line charts, heat maps, etc., to help managers intuitively understand the production status, quickly discover problems and respond.
[0058] In the technical solution disclosed in the embodiment of the present invention, the data acquisition device establishes a communication connection with the distributed acquisition module through the 5G network, the network link acquisition module collects traffic data in real time, and the distributed data acquisition module performs dynamic link adjustment according to the analysis results of the communication load balancing module to ensure efficient and stable transmission of various types of production, quality and other data.
[0059] The above-mentioned technical solution of an industrial communication system based on 5G network involves multiple key technologies and builds an efficient and intelligent industrial communication system. The industrial communication system can collect, process and visualize various data in the industrial production process in real time, providing strong technical support for production management. At the same time, by optimizing the configuration of communication links and data analysis statistics, it effectively improves the stability and reliability of data transmission, reduces the data transmission delay, and provides a strong guarantee for the intelligent transformation of industrial enterprises.
[0060] The above description is only an overview of the technical solution of the present invention. In order to more clearly understand the technical means of the present invention, it can be implemented according to the contents of the specification. In order to make the above and other purposes, features and advantages of the present invention more obvious and easy to understand, the specific implementation methods of the present invention are listed below. Figure 1 Although the system and method disclosed in the present patent application are described in detail, it is obvious that the described examples are only some embodiments of the present invention, rather than all embodiments.
[0061] Example: An industrial communication system based on 5G network in a certain automobile parts production line
[0062] S1: Deploy network link traffic collectors in the automotive parts production workshop to collect indicators such as bandwidth, delay rate, and packet loss rate of all network links in the parts production workshop, and transmit them to the industrial communication system;
[0063] S2: Four collection devices and four switches are deployed on the production line. The collection devices are equipped with 5G communication modules. The collection devices are connected to the production line PLC control system to collect production data such as real-time manufacturing data, workpiece status, and production workpiece type information, as well as operation data such as equipment status and processing status; the collection devices are connected to the production line industrial computer system to collect parts welding and production quality data; the collection devices are connected to smart meters to collect production workshop energy consumption data. The distributed collection module of the industrial communication system dynamically sends link path scheduling information to the collection devices in real time, adjusts the communication link in real time, and ensures that the transmission of information is real-time, efficient, and reliable;
[0064] S3: The industrial communication system performs load balancing analysis based on the link network information collected by the network link flow collector. The parts production line includes: PLC control system, production line temperature and humidity sensors, speed sensors, displacement sensors, smart meters and industrial computers. The communication link includes:
[0065] (1) Production data link: PLC control system, acquisition equipment, switch to industrial communication system;
[0066] (2) Equipment operation data link: various sensors, acquisition devices, switches to industrial communication systems;
[0067] (3) Quality data link: industrial computers, acquisition equipment, switches to industrial communication systems;
[0068] (4) Energy consumption data link: smart meters, data collection equipment, switches to industrial communication systems;
[0069] The communication load balancing module analyzes the four communication links involved and transmits the load results to the distributed acquisition module;
[0070] S4: The distributed acquisition module performs dynamic scheduling based on the load control results of the four links. The four acquisition devices are connected to the four switches respectively. Figure 2 As shown in the figure, only one link is activated for each data transmission to ensure that there are 4 activated links in the whole system. When the load control quantity of the production data link is positive and the energy consumption data link is negative, the distributed data collection module publishes scheduling information to the production data link collection device, instructing it to close the original connection link and activate the energy consumption data link for data transmission. The same scheduling scheme is adopted for other links in similar situations.
[0071] S5: The data analysis and statistics module of the industrial communication system analyzes production data, quality data, equipment operation data and energy consumption data, mainly including: production line work efficiency, parts output rate, total parts output, parts qualification rate, parts classification statistics, daily power consumption, unit parts power consumption, production line real-time warning statistics and production line equipment real-time status;
[0072] S6: Based on the data analysis results, pie charts, bar charts, line charts, etc. are used to visualize the analysis data, as shown in the following table.
[0073] Data Category Display method Production line efficiency Dashboard display Parts yield trend Line chart display Total parts production Numerical display Qualified parts rate Pie chart display Classification and statistics of unqualified parts Pie chart display Daily power consumption Bar chart display Power consumption per unit component Bar chart display Real-time early warning statistics of production lines List display Real-time status of production line equipment Different status indicator lights Network link traffic Line chart display
Claims
1. An industrial communication system based on 5G network, characterized in that: It includes network link acquisition module, communication load balancing module, distributed data acquisition module, data analysis and statistics module and visualization module, among which: The network link collection module uses a 5G communication interface to collect network traffic data on each communication link of the distributed communication link in real time, and transmit the network link traffic data to the communication load balancing module; The communication load balancing module uses a dynamic weight distribution algorithm to analyze the link load status based on the collected network traffic data, identify bottlenecks and potential high-load areas, and schedule distributed collection modules in real time based on the analysis results to achieve dynamic traffic balancing and optimize network performance. Distributed data acquisition module is used to connect to various data acquisition devices. The data acquisition devices transmit data to the distributed data acquisition module through the 5G network using the MQTT protocol / HTTP protocol. The distributed data acquisition module adjusts the distributed strategy in time according to the communication link load analysis results given by the communication load balancing module; The data analysis and statistics module is used to conduct in-depth analysis and statistics on the data uploaded by the distributed data acquisition module, realizing functions including energy consumption analysis of industrial communication systems, production efficiency evaluation, equipment failure warning, and product quality monitoring; The visualization module is used to display key information including network link traffic, various production data, and analysis results in real time.
2. An industrial communication system based on a 5G network as claimed in claim 1, characterized in that: The network traffic data includes bandwidth occupancy, packet loss rate, and delay.
3. The industrial communication system based on 5G network as claimed in claim 1, characterized in that: The communication load balancing module schedules the distributed acquisition module in real time according to the link load control amount of each communication link in the distributed communication link, where: The link load control quantity of the i-th communication link is expressed as ΔF(i), then: ΔF(i)=ΔF balanced (i)+ΔF jam (i) Where: ΔF jam (i) is the communication link congestion load control quantity of the i-th communication link, δ0 is the preset threshold, δ is the communication link load level of the i-th communication link, Y i is the link load, Y i =n i K i x(t),n i is the number of nodes included in the communication link, K i is the load balancing coefficient, x(t) is the real-time collected communication link traffic data, C i is the communication link capacity of the ith communication link, C i =m dct (W(i)+B(i)), m dct is the matrix determinant function, W(i) and B(i) are the communication link unit matrix and bandwidth value; ΔF balanced (i) is the load balancing control quantity of the i-th communication link, 4. The industrial communication system based on 5G network as claimed in claim 3, characterized in that: When real-time scheduling of distributed acquisition modules is performed according to the link load control quantity: If the communication link control quantity result of the current communication link is positive, the load of the current communication link is scheduled to other communication links, that is, the distributed link scheduling information containing a negative communication link control quantity result is transmitted to the data acquisition device of the current communication link through the distributed acquisition module, and the data acquisition device that receives the distributed link scheduling information connects other distributed communication links for data transmission based on the scheduling information.
5. An industrial communication method based on 5G network, characterized in that: The industrial communication system according to claim 1 comprises the following steps: The network link collection module uses the 5G communication interface to collect the network traffic data on each communication link of the distributed communication link in real time, and transmits the network link traffic data to the communication load balancing module; The communication load balancing module uses a dynamic weight distribution algorithm to analyze the link load status based on the collected network traffic data, identify bottlenecks and potential high-load areas, and schedule distributed collection modules in real time based on the analysis results to achieve dynamic traffic balancing and optimize network performance. The distributed data acquisition module connects to a variety of data acquisition devices. The data acquisition devices transmit data to the distributed data acquisition module through the 5G network using the MQTT protocol / HTTP protocol. The distributed data acquisition module adjusts the distributed strategy in a timely manner according to the communication link load analysis results given by the communication load balancing module. The data analysis and statistics module conducts in-depth analysis and statistics on the data uploaded by the distributed data acquisition module; The visualization module displays key information including network link traffic, various production data, and analysis results in real time.
Citation Information
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