TWI785723B - Data management method of industrial networks, electronic device, and storage medium - Google Patents
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Abstract
Description
本申請涉及工業互聯網技術領域,尤其涉及一種工業互聯網的資料管理方法、電子裝置及存儲介質。 The present application relates to the technical field of Industrial Internet, and in particular to a data management method, electronic device and storage medium of Industrial Internet.
現如今,隨著工業生產技術的快速發展,工業生產設備的類型越來越多,功能越來越智慧,隨之產生的生產資料也越來越多。因此,有必要對工業設備產生的資料進行運維管理,而傳統的運維管理方式以單使用者、單終端及伺服器為基礎,缺乏全域的運維管理方式,對緊急情況的反應速度較慢,從而影響工廠的生產效率。 Nowadays, with the rapid development of industrial production technology, there are more and more types of industrial production equipment, with more and more intelligent functions, and more and more production materials are produced accordingly. Therefore, it is necessary to carry out operation and maintenance management on the data generated by industrial equipment. The traditional operation and maintenance management method is based on a single user, a single terminal and a server, lacks a global operation and maintenance management method, and responds to emergencies slower. Slow, thereby affecting the production efficiency of the factory.
有鑒於此,有必要提供一種工業互聯網的資料管理方法、電子裝置及存儲介質,藉由將應用相關的資料與標籤關聯而形成工業互聯網的資料模型,從而進行全域的工業資料管理。 In view of this, it is necessary to provide a data management method, electronic device, and storage medium for the Industrial Internet, by associating application-related data with tags to form a data model of the Industrial Internet, so as to perform global industrial data management.
本申請提供一種工業互聯網的資料管理方法,包括:根據租戶的應用確定工業互聯網架構中對應的應用架構,其中,所述應用架構包括與所述應用關聯的網關、邊緣伺服器及雲平臺資源; 在所述應用架構完成部署後,建立電子裝置與所述應用架構中各個設備之間的通訊連接,並接收所述設備的位置資訊及配置資訊;根據所述位置資訊及配置資訊將採集腳本下載安裝至所述設備,並設置每個設備的標籤;藉由所述採集腳本採集所述設備的監控內容及日誌內容;將採集的所述應用架構中所述設備的監控內容及日誌內容與所述標籤相關聯,以形成所述應用的資料模型;將所述工業互聯網架構中多個應用的資料模型組合形成所述工業互聯網架構的資料模型,以對所述工業互聯網架構的資料進行管理。 The present application provides a data management method for the Industrial Internet, including: determining the corresponding application architecture in the Industrial Internet architecture according to the application of the tenant, wherein the application architecture includes a gateway, an edge server, and a cloud platform resource associated with the application; After the deployment of the application framework is completed, establish a communication connection between the electronic device and each device in the application framework, and receive the location information and configuration information of the equipment; download the acquisition script according to the location information and configuration information Install to the device, and set the label of each device; collect the monitoring content and log content of the device through the collection script; combine the collected monitoring content and log content of the device in the application architecture with the collected The tags are associated to form the data model of the application; the data models of multiple applications in the industrial Internet architecture are combined to form the data model of the industrial Internet architecture, so as to manage the data of the industrial Internet architecture.
可選地,所述網關與所述租戶的工業設備的傳感設備及所述邊緣伺服器通訊連接,用於傳輸所述傳感設備偵測的現場資料及所述邊緣伺服器回饋的設備控制資訊,所述邊緣伺服器用於對所述現場資料進行運算分析,並將分析結果上傳至雲平臺,所述雲平臺用於存儲及共用所述現場資料、設備控制資訊及分析結果。 Optionally, the gateway communicates with the sensor device of the tenant's industrial equipment and the edge server, and is used to transmit field data detected by the sensor device and device control fed back by the edge server information, the edge server is used for computing and analyzing the on-site data, and uploading the analysis results to the cloud platform, and the cloud platform is used for storing and sharing the on-site data, equipment control information and analysis results.
可選地,所述雲平臺還用於給所述應用提供虛擬機器、虛擬層與資源層、中介軟體及軟體服務。 Optionally, the cloud platform is also used to provide the application with a virtual machine, a virtual layer and a resource layer, intermediary software and software services.
可選地,所述雲平臺的標籤包括租戶名稱、項目名稱、資源類型及告警等級,所述網關及邊緣伺服器的標籤包括租戶名稱、專案名稱、設備類型及位置資訊。 Optionally, the tags of the cloud platform include tenant names, project names, resource types, and alarm levels, and the tags of the gateway and edge servers include tenant names, project names, device types, and location information.
可選地,所述將採集的所述應用架構中所述設備的監控內容及日誌內容與所述標籤相關聯,以形成所述應用的資料模型包括:將與所述標籤相關聯的監控內容及日誌內容存儲至所述電子裝置的記憶體中,以形成所述應用的資料模型。 Optionally, associating the collected monitoring content and log content of the device in the application framework with the tag to form the data model of the application includes: associating the monitoring content associated with the tag and log content is stored in the memory of the electronic device to form a data model of the application.
可選地,所述對所述工業互聯網架構的資料進行管理包括: 接收使用者輸入的查詢資訊,根據所述查詢資訊在所述工業互聯網架構的資料模型中進行資料查詢,獲取與所述查詢資訊相關聯的資料;將獲取的與所述查詢資訊相關聯的資料顯示在所述電子裝置的顯示螢幕上。 Optionally, managing the data of the industrial Internet architecture includes: Receive the query information input by the user, perform data query in the data model of the industrial Internet architecture according to the query information, and obtain the data associated with the query information; and obtain the data associated with the query information displayed on the display screen of the electronic device.
可選地,所述對所述工業互聯網架構的資料進行管理還包括:在所述多個應用中的任一應用產生異常時,在所述工業互聯網架構的資料模型中查詢產生異常的所述應用的資料模型;對查詢到的所述資料模型中的資料進行分析,以定位導致所述應用產生異常的設備或雲平臺資源;將所述導致所述應用產生異常的設備或雲平臺資源顯示在所述顯示螢幕上。 Optionally, the managing the data of the industrial Internet architecture further includes: when any application in the plurality of applications generates an exception, querying the data model of the industrial Internet architecture for the abnormal The data model of the application; analyzing the queried data in the data model to locate the device or cloud platform resource that causes the abnormality of the application; displaying the device or cloud platform resource that causes the abnormality of the application on the display screen.
可選地,所述採集腳本包括監控端和被監控端,所述根據所述位置資訊及配置資訊將採集腳本下載安裝至所述設備包括:將所述採集腳本的監控端安裝至所述電子裝置;根據所述位置資訊及配置資訊將所述採集腳本的被監控端發送至所述設備,並控制所述設備安裝所述被監控端。 Optionally, the collection script includes a monitoring terminal and a monitored terminal, and downloading and installing the collection script to the device according to the location information and configuration information includes: installing the monitoring terminal of the collection script on the electronic device; sending the monitored end of the collection script to the device according to the location information and configuration information, and controlling the device to install the monitored end.
本申請還提供一種電子裝置,包括:處理器;以及記憶體,所述記憶體中存儲有多個程式模組,所述多個程式模組由所述處理器載入並執行上述的工業互聯網的資料管理方法。 The present application also provides an electronic device, including: a processor; and a memory, wherein a plurality of program modules are stored in the memory, and the plurality of program modules are loaded by the processor and execute the above-mentioned Industrial Internet data management methods.
本申請還提供一種電腦可讀存儲介質,其上存儲有至少一條電腦指令,所述指令由處理器並載入執行上述的工業互聯網的資料管理方法。 The present application also provides a computer-readable storage medium, on which at least one computer instruction is stored, and the instruction is loaded by a processor to execute the above-mentioned industrial Internet data management method.
上述工業互聯網的資料管理方法、電子裝置及存儲介質可藉由將應用相關的資料與標籤關聯而形成工業互聯網的資料模型,從而進行全域的工業資料管理,對於緊急情況可以速度反應,有效提高了工廠的生產效率。 The data management method, electronic device, and storage medium of the above-mentioned industrial Internet can form a data model of the industrial Internet by associating application-related data with tags, so as to perform global industrial data management, and can respond quickly to emergencies, effectively improving Factory productivity.
1:電子裝置 1: Electronic device
10:處理器 10: Processor
20:記憶體 20: Memory
30:電腦程式 30: Computer program
40:顯示螢幕 40: display screen
2:工業設備 2: Industrial equipment
201:傳感設備 201: Sensing equipment
3:網關 3: Gateway
4:邊緣伺服器 4: Edge server
5:雲平臺 5: Cloud platform
501:基礎設施服務 501: Infrastructure services
502:容器管理平臺 502: container management platform
503:平臺服務 503: Platform service
504:軟體服務 504: Software service
S201-S206:步驟 S201-S206: Steps
圖1是本申請較佳實施方式提供的工業互聯網的資料管理方法的應用環境架構示意圖。 Fig. 1 is a schematic diagram of an application environment architecture of an industrial Internet data management method provided by a preferred embodiment of the present application.
圖2是本申請較佳實施方式提供的工業互聯網的資料管理方法的流程圖。 Fig. 2 is a flow chart of a data management method for the Industrial Internet provided by a preferred embodiment of the present application.
圖3是本申請較佳實施方式提供的工業互聯網的架構示意圖。 Fig. 3 is a schematic diagram of the architecture of the industrial Internet provided by a preferred embodiment of the present application.
圖4是本申請較佳實施方式提供的電子裝置的結構示意圖。 Fig. 4 is a schematic structural diagram of an electronic device provided in a preferred embodiment of the present application.
為了能夠更清楚地理解本申請的上述目的、特徵和優點,下面結合附圖和具體實施例對本申請進行詳細描述。需要說明的是,在不衝突的情況下,本申請的實施例及實施例中的特徵可以相互組合。 In order to more clearly understand the above objects, features and advantages of the present application, the present application will be described in detail below in conjunction with the accompanying drawings and specific embodiments. It should be noted that, in the case of no conflict, the embodiments of the present application and the features in the embodiments can be combined with each other.
在下面的描述中闡述了很多具體細節以便於充分理解本申請,所描述的實施例僅僅是本申請一部分實施例,而不是全部的實施例。基於本申請中的實施例,本領域普通技術人員在沒有做出創造性勞動前提下所獲得的所有其他實施例,都屬於本申請保護的範圍。 A lot of specific details are set forth in the following description to facilitate a full understanding of the application, and the described embodiments are only a part of the embodiments of the application, rather than all the embodiments. Based on the embodiments in this application, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the scope of protection of this application.
除非另有定義,本文所使用的所有的技術和科學術語與屬於本申請的技術領域的技術人員通常理解的含義相同。本文中在本申請的說明書中所使用的術語只是為了描述具體的實施例的目的,不是旨在於限制本申請。 Unless otherwise defined, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the technical field to which this application belongs. The terms used herein in the specification of the application are only for the purpose of describing specific embodiments, and are not intended to limit the application.
請參閱圖1所示,為本申請較佳實施方式提供的工業互聯網的資料管理方法的應用環境架構示意圖。 Please refer to FIG. 1 , which is a schematic diagram of an application environment architecture of an industrial Internet data management method provided by a preferred embodiment of the present application.
本申請中的工業互聯網的資料管理方法應用在電子裝置1中,所述電子裝置1與多個網關3、多個邊緣伺服器4及雲平臺5藉由網路建立通訊連接。所述網關3與租戶的工業設備2藉由網路建立通訊連接。所述網路可以是有線網路,例如工業匯流排,也可以是無線網路,例如無線電、無線保真(Wireless Fidelity,WIFI)、蜂窩、衛星、廣播等。蜂窩網路可以是4G網路或5G網路。
The data management method of the industrial Internet in this application is applied in the
所述電子裝置1可以為安裝有資料管理程式的電子設備,例如個人電腦、伺服器等,其中,所述伺服器可以是單一的伺服器、伺服器集群等。
The
所述網關3為工業網關,支援PLC協定,具有協定解析、資料獲取以及資料傳輸等功能。所述邊緣伺服器4可以是單一的伺服器、伺服器集群等,用於提供邊緣計算服務。所述雲平臺5可以是單一的伺服器、伺服器集群或雲端伺服器等。
The
請參閱圖2所示,為本申請較佳實施方式提供的工業互聯網的資料管理方法的流程圖。根據不同的需求,所述流程圖中步驟的順序可以改變,某些步驟可以省略。 Please refer to FIG. 2 , which is a flow chart of a data management method for the Industrial Internet provided by a preferred embodiment of the present application. According to different requirements, the order of the steps in the flowchart can be changed, and some steps can be omitted.
S201,根據租戶的應用確定工業互聯網架構中的應用架構。 S201. Determine the application architecture in the industrial Internet architecture according to the tenant's application.
在一實施方式中,所述租戶為使用所述工業互聯網架構的生產廠家。所述應用為所述租戶基於所述工業互聯網結構所實現的功能。例如,所述應用可以是物流管理應用、產品品質監控應用、設備管理應用等。 In one embodiment, the tenant is a manufacturer using the industrial Internet architecture. The application is a function realized by the tenant based on the industrial Internet structure. For example, the application may be a logistics management application, a product quality monitoring application, an equipment management application, and the like.
請參閱圖3所示,在一實施方式中,所述工業互聯網架構包括網關3、邊緣伺服器4及雲平臺5。所述網關3與所述租戶的工業設備2的傳感設備201及所述邊緣伺服器4通訊連接,用於將所述傳感設備201偵測的現場資料傳輸至所述邊緣伺服器4,以及將所述邊緣伺服器4回饋的設備控制資訊傳輸至所述工
業設備2。其中,所述現場資料可以包括所述工業設備2的溫度、濕度、電流、電壓、生產的產品圖像等。所述邊緣伺服器4用於對所述現場資料進行運算分析,得到分析結果及設備控制資訊,並將所述現場資料、分析結果及設備控制資訊上傳至所述雲平臺5。所述雲平臺5用於存儲及共用所述現場資料、設備控制資訊及分析結果。
Please refer to FIG. 3 , in an embodiment, the industrial Internet architecture includes a
在一實施方式中,所述應用對應的應用架構包括與所述應用關聯的網關3、邊緣伺服器4及雲平臺資源,用於實現所述應用的功能。在一實施方式中,所述雲平臺5包括基礎設施服務501、容器管理平臺502、平臺服務503及軟體服務504。所述基礎設施服務501用於提供多個虛擬機器。所述容器管理平臺502為kubernetes平臺,用於給所述應用提供虛擬層與資源層,對所述虛擬機器的硬體資源進行分配。所述平臺服務503用於提供多個中介軟體,可選地,所述中介軟體為資料庫。所述軟體服務504用於藉由網路提供所述應用對應的軟體服務。例如,所述軟體服務504可以是安裝於使用者終端的應用程式,藉由所述應用程式可以查看所述應用的相關資料。所述應用對應的應用架構中的雲平臺資源包括所述雲平臺5中用以實現所述應用功能的虛擬機器、容器管理平臺502的虛擬層與資源層及資料庫。
In one embodiment, the application architecture corresponding to the application includes a
S202,在所述應用架構完成部署後,建立電子裝置1與所述應用架構中各個設備之間的通訊連接,並接收所述設備的位置資訊及配置資訊。
S202. After the deployment of the application framework is completed, establish a communication connection between the
在一實施方式中,在所述應用架構確定後,可藉由人工在所述工業互聯網架構中部署所述應用架構。在所述應用架構部署完成後,建立電子裝置1與所述工業互聯網架構之間的通訊連接,並接收所述網關3、邊緣伺服器4及雲平臺5發送的位置資訊及配置資訊。所述位置資訊為地理位置資訊,例如樓號、房號等,所述配置資訊可以包括埠狀態、硬體參數等。
In one embodiment, after the application architecture is determined, the application architecture can be manually deployed in the industrial Internet architecture. After the deployment of the application framework is completed, a communication connection between the
S203,根據所述位置資訊及配置資訊將採集腳本下載安裝至所述設備,並設置每個設備的標籤。 S203. Download and install the acquisition script to the device according to the location information and configuration information, and set a label for each device.
在一實施方式中,所述採集腳本為zabbix腳本。所述採集腳本包括監控端和被監控端。將所述採集腳本的監控端安裝至所述電子裝置1,根據所述位置資訊及配置資訊將所述採集腳本的被監控端發送至所述設備,並發送控制指令以控制所述設備安裝所述被監控端。
In one embodiment, the collection script is a zabbix script. The acquisition script includes a monitoring terminal and a monitored terminal. Install the monitoring end of the collection script on the
在一實施方式中,所述雲平臺5的標籤包括租戶名稱、項目名稱、資源類型及告警等級。其中,所述告警等級代表對應的資源出現異常時的嚴重程度。所述網關3及邊緣伺服器4的標籤包括租戶名稱、專案名稱、設備類型及位置資訊。
In one embodiment, the tags of the
例如,所述網關3、邊緣伺服器4及雲平臺5的租戶名稱可以是租戶A或租戶B,項目名稱可以是SMT(Surface Mounted Technology,表面組裝技術)、CNC(Computerized Numerical Control,電腦數控)或QC(Quality Control,品質控制),所述網關3的設備類型可以是PLC,所述邊緣伺服器4的設備可以是V001或V002,所述網關3及邊緣伺服器4的位置資訊可以是E5(樓號),所述雲平臺5中所述基礎設施服務501的資源類型可以是VM01,告警等級可以是H(High,高等級),所述雲平臺5中所述容器管理平臺502的資源類型可以是POD01,告警等級可以是L(Low,低等級),所述雲平臺5中所述平臺服務503的資源類型可以是MySQL01,告警等級可以是H,所述雲平臺5中所述軟體服務504的資源類型可以是S01,告警等級可以是L。
For example, the tenant name of the
S204,藉由所述採集腳本採集所述設備的監控內容及日誌內容。 S204. Collect monitoring content and log content of the device by using the collection script.
在一實施方式中,所述監控內容包括所述設備的硬體狀態及工作時產生的資料,例如,所述硬體狀態可以包括溫度、濕度、CPU使用率、埠狀態等,所述工作時產生的資料可以包括採集的資料、運算的資料、傳輸的資料
等。例如,所述採集的資料為所述網關3採集的所述工業設備2的現場資料,所述運算的資料為所述邊緣伺服器4執行邊緣計算時產生的資料,所述傳輸的資料為所述邊緣伺服器4傳輸至所述網關3的設備控制資訊及傳輸至所述雲平臺5的分析結果。所述日誌內容包括所述設備產生的事件,例如所述產生的事件可以包括測試事件、運算事件、分析事件等。
In one embodiment, the monitoring content includes the hardware status of the device and data generated during operation. For example, the hardware status may include temperature, humidity, CPU usage, port status, etc., and the working time Generated data can include collected data, computed data, transmitted data
Wait. For example, the collected data is the on-site data of the
S205,將採集的所述應用架構中所述設備的監控內容及日誌內容與所述標籤相關聯,以形成所述應用的資料模型。 S205, associating the collected monitoring content and log content of the device in the application framework with the tag, so as to form a data model of the application.
在一實施方式中,將與所述標籤相關聯的監控內容及日誌內容存儲至所述電子裝置1的記憶體中,以形成所述應用的資料模型。
In one embodiment, the monitoring content and log content associated with the tag are stored in the memory of the
例如,所述應用的資料模型中的網關資料包括“租戶A”、“SMT”、“PLC”、“E5”、“監控內容”及“租戶A”、“SMT”、“PLC”、“E5”、“日誌內容”,邊緣伺服器資料包括“租戶A”、“SMT”、“V001”、“E5”、“監控內容”及“租戶A”、“SMT”、“V001”、“E5”、“日誌內容”,雲平臺虛擬機器資料包括“租戶A”、“SMT”、“VM01”、“H”、“監控內容”及“租戶A”、“SMT”、“VM01”、“H”、“日誌內容”,雲平臺容器管理平臺資料包括“租戶A”、“SMT”、“POD01”、“H”、“監控內容”及“租戶A”、“SMT”、“POD01”、“H”、“日誌內容”,雲平臺中介軟體資料包括“租戶A”、“SMT”、“MySQL01”、“H”、“監控內容”及“租戶A”、“SMT”、“MySQL01”、“H”、“日誌內容”,雲平臺軟體服務資料包括“租戶A”、“SMT”、“S01”、“H”、“監控內容”及“租戶A”、“SMT”、“S01”、“H”、“日誌內容”。 For example, the gateway data in the data model of the application includes "tenant A", "SMT", "PLC", "E5", "monitoring content" and "tenant A", "SMT", "PLC", "E5 ", "Log Content", edge server data include "Tenant A", "SMT", "V001", "E5", "Monitoring Content" and "Tenant A", "SMT", "V001", "E5" , "log content", cloud platform virtual machine information includes "tenant A", "SMT", "VM01", "H", "monitoring content" and "tenant A", "SMT", "VM01", "H" , "Log content", the cloud platform container management platform information includes "tenant A", "SMT", "POD01", "H", "monitoring content" and "tenant A", "SMT", "POD01", "H ", "Log content", cloud platform intermediary software data include "tenant A", "SMT", "MySQL01", "H", "monitoring content" and "tenant A", "SMT", "MySQL01", "H ", "Log content", cloud platform software service data include "tenant A", "SMT", "S01", "H", "monitoring content" and "tenant A", "SMT", "S01", "H ", "Log Content".
S206,將所述工業互聯網架構中多個應用的資料模型組合形成所述工業互聯網架構的資料模型,以對所述工業互聯網架構的資料進行管理。 S206. Combine data models of multiple applications in the industrial Internet architecture to form a data model of the industrial Internet architecture, so as to manage the data of the industrial Internet architecture.
在一實施方式中,根據每個應用所對應的應用架構的部署時間順序對所述應用的資料模型進行排列,以組合形成所述工業互聯網架構的資料模型,從而對所述工業互聯網架構的資料進行管理。 In one embodiment, the data models of the applications are arranged according to the deployment time sequence of the application architecture corresponding to each application, so as to form the data model of the industrial Internet architecture in combination, so that the data of the industrial Internet architecture to manage.
在一實施方式中,接收使用者輸入的查詢資訊,根據所述查詢資訊在所述工業互聯網架構的資料模型中進行資料查詢,獲取與所述查詢資訊相關聯的資料,將獲取的與所述查詢資訊相關聯的資料顯示在所述電子裝置1的顯示螢幕上。其中,所述查詢資訊為應用名稱或標籤資訊。
In one embodiment, the query information input by the user is received, data query is performed in the data model of the industrial Internet architecture according to the query information, and the data associated with the query information is obtained, and the obtained data is related to the The data associated with the query information is displayed on the display screen of the
例如,在用戶輸入應用名稱為物流管理時,在所述工業互聯網架構的資料模型中查詢並獲取物流管理應用的資料模型,並將物流管理應用的資料模型中的資料顯示在所述顯示螢幕上,其中,所述資料模型中的資料包括所述物料管理應用的應用架構及應用架構中每個設備的監控內容及日誌內容。再例如,在使用者輸入標籤資訊為租戶A時,在所述工業互聯網架構的資料模型中查詢並獲取與租戶A對應的所有應用的資料模型,並將租戶A對應的所有應用的資料模型中的資料顯示在所述顯示螢幕上。 For example, when the user inputs the application name as logistics management, query and obtain the data model of the logistics management application in the data model of the industrial Internet architecture, and display the data in the data model of the logistics management application on the display screen , wherein, the data in the data model includes the application architecture of the material management application and the monitoring content and log content of each device in the application architecture. For another example, when the user enters the tag information as tenant A, query and obtain the data models of all applications corresponding to tenant A in the data model of the industrial Internet architecture, and store the data models of all applications corresponding to tenant A The data is displayed on the display screen.
在一實施方式中,在所述多個應用中的任一應用產生異常時,在所述工業互聯網架構的資料模型中查詢產生異常的所述應用的資料模型,對查詢到的所述資料模型中的資料進行分析,以定位導致所述應用產生異常的設備或雲平臺資源,將所述導致所述應用產生異常的設備或雲平臺資源顯示在所述顯示螢幕上。 In one embodiment, when any application of the plurality of applications generates an exception, the data model of the application that generates the exception is queried in the data model of the industrial Internet architecture, and the queried data model Analyze the data in the application to locate the device or cloud platform resource that causes the abnormality of the application, and display the device or cloud platform resource that causes the abnormality in the application on the display screen.
在一實施方式中,可以採用閾值比對或神經網路模型分析的方式對查詢到的所述資料模型中的資料進行分析,以確定所述資料是否存在異常,若所述資料存在異常,則產生所述資料的設備或雲平臺資源導致所述應用產生異常。例如,將一資料與所述資料的閾值進行比對,若所述資料超出所述閾值,則確定所述資料存在異常。再例如,將一資料輸入一卷積神經網路模型,根據 所述卷積神經網路模型提取所述資料的特徵,並對所述資料的特徵進行分類,以判斷所述資料是否存在異常,在確定所述資料的特徵不屬於正常資料的特徵時,確定所述資料存在異常。 In one embodiment, the queried data in the data model can be analyzed by means of threshold comparison or neural network model analysis to determine whether the data is abnormal. If the data is abnormal, then The device or cloud platform resources that generate the data cause the application to generate an exception. For example, a data is compared with a threshold of the data, and if the data exceeds the threshold, it is determined that the data is abnormal. For another example, input a data into a convolutional neural network model, according to The convolutional neural network model extracts the characteristics of the data, and classifies the characteristics of the data to determine whether the data is abnormal, and when it is determined that the characteristics of the data do not belong to the characteristics of normal data, determine The data is abnormal.
請參閱圖4所示,為本申請較佳實施方式提供的電子裝置的結構示意圖。 Please refer to FIG. 4 , which is a schematic structural diagram of an electronic device provided in a preferred embodiment of the present application.
所述電子裝置1包括,但不僅限於,處理器10、記憶體20、存儲在所述記憶體20中並可在所述處理器10上運行的電腦程式30及顯示螢幕40。例如,所述電腦程式30為資料管理程式。所述處理器10執行所述電腦程式30時實現工業互聯網的資料管理方法中的步驟,例如圖2所示的步驟S201~S206。
The
示例性的,所述電腦程式30可以被分割成一個或多個模組/單元,所述一個或者多個模組/單元被存儲在所述記憶體20中,並由所述處理器10執行,以完成本申請。所述一個或多個模組/單元可以是能夠完成特定功能的一系列電腦程式指令段,所述指令段用於描述所述電腦程式30在所述電子裝置1中的執行過程。
Exemplarily, the
本領域技術人員可以理解,所述示意圖僅僅是電子裝置1的示例,並不構成對電子裝置1的限定,可以包括比圖示更多或更少的部件,或者組合某些部件,或者不同的部件,例如所述電子裝置1還可以包括輸入輸出設備、網路接入設備、匯流排等。
Those skilled in the art can understand that the schematic diagram is only an example of the
所稱處理器10可以是中央處理單元(Central Processing Unit,CPU),還可以是其他通用處理器、數位訊號處理器(Digital Signal Processor,DSP)、專用積體電路(Application Specific Integrated Circuit,ASIC)、現成可程式設計閘陣列(Field-Programmable Gate Array,FPGA)或者其他可程式設計邏輯器件、分立門或者電晶體邏輯器件、分立硬體元件等。通用處理器可以是微處理
器或者所述處理器10也可以是任何常規的處理器等,所述處理器10是所述電子裝置1的控制中心,利用各種介面和線路連接整個電子裝置1的各個部分。
The so-called
所述記憶體20可用於存儲所述電腦程式30和/或模組/單元,所述處理器10藉由運行或執行存儲在所述記憶體20內的電腦程式和/或模組/單元,以及調用存儲在記憶體20內的資料,實現所述電子裝置1的各種功能。所述記憶體20可主要包括存儲程式區和存儲資料區,其中,存儲程式區可存儲作業系統、至少一個功能所需的應用程式(比如聲音播放功能、圖像播放功能等)等;存儲資料區可存儲根據電子裝置1的使用所創建的資料(比如音訊資料、電話本等)等。此外,記憶體20可以包括易失性和非易失性記憶體,例如硬碟、記憶體、插接式硬碟,智慧存儲卡(Smart Media Card,SMC),安全數位(Secure Digital,SD)卡,快閃記憶體卡(Flash Card)、至少一個磁碟記憶體件、快閃記憶體器件、或其他記憶體件。所述顯示螢幕40為LCD顯示螢幕。
The
所述電子裝置1集成的模組/單元如果以軟體功能單元的形式實現並作為獨立的產品銷售或使用時,可以存儲在一個電腦可讀取存儲介質中。基於這樣的理解,本申請實現上述實施例方法中的全部或部分流程,也可以藉由電腦程式來指令相關的硬體來完成,所述的電腦程式可存儲於一電腦可讀存儲介質中,所述電腦程式在被處理器執行時,可實現上述各個方法實施例的步驟。其中,所述電腦程式包括電腦程式代碼,所述電腦程式代碼可以為原始程式碼形式、物件代碼形式、可執行檔或某些中間形式等。所述電腦可讀介質可以包括:能夠攜帶所述電腦程式代碼的任何實體或裝置、記錄介質、U盤、移動硬碟、磁碟、光碟、電腦記憶體、唯讀記憶體(ROM,Read-Only Memory)、隨機存取記憶體(RAM,Random Access Memory)。
If the integrated modules/units of the
本申請提供的工業互聯網的資料管理方法、電子裝置及存儲介質可以根據工業互聯網架構生成工業互聯網資料模型,進行全域的工業資料運維,有效提高生產效率,快速定位問題和解決問題。 The industrial Internet data management method, electronic device, and storage medium provided by this application can generate an industrial Internet data model according to the industrial Internet architecture, perform global industrial data operation and maintenance, effectively improve production efficiency, and quickly locate and solve problems.
對於本領域技術人員而言,顯然本申請不限於上述示範性實施例的細節,而且在不背離本申請的精神或基本特徵的情況下,能夠以其他的具體形式實現本申請。因此,無論從哪一點來看,均應將實施例看作是示範性的,而且是非限制性的,本申請的範圍由所附申請專利範圍而不是上述說明限定,因此旨在將落在申請專利範圍的等同要件的含義和範圍內的所有變化涵括在本申請內。不應將申請專利範圍中的任何附圖標記視為限制所涉及的申請專利範圍。此外,顯然“包括”一詞不排除其他單元或步驟,單數不排除複數。裝置申請專利範圍中陳述的多個單元或裝置也可以由同一個單元或裝置藉由軟體或者硬體來實現。第一,第二等詞語用來表示名稱,而並不表示任何特定的順序。 It will be apparent to those skilled in the art that the present application is not limited to the details of the exemplary embodiments described above, but that the present application can be implemented in other specific forms without departing from the spirit or essential characteristics of the present application. Therefore, no matter from any point of view, the embodiments should be regarded as exemplary and non-restrictive. The scope of the present application is defined by the appended patent scope rather than the above description, so it is intended that the scope of the application shall be All changes within the meaning and range of equivalents of the patent claims are embraced in this application. Any reference sign in a claim should not be construed as limiting the claim involved. In addition, it is obvious that the word "comprising" does not exclude other elements or steps, and the singular does not exclude the plural. A plurality of units or devices stated in the scope of patent application for devices can also be realized by the same unit or device through software or hardware. The words first, second, etc. are used to denote names and do not imply any particular order.
綜上所述,本發明符合發明專利要件,爰依法提出專利申請。惟,以上所述者僅為本發明之較佳實施方式,舉凡熟悉本案技藝之人士,於爰依本發明精神所作之等效修飾或變化,皆應涵蓋於以下之申請專利範圍內。 In summary, the present invention meets the requirements of an invention patent, and a patent application is filed according to law. However, what is described above is only a preferred embodiment of the present invention, and all equivalent modifications or changes made by those who are familiar with the technology of the present invention according to the spirit of the present invention should be covered by the scope of the following patent application.
S201-S206:步驟 S201-S206: Steps
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