TW202232906A - Apparatus, system, method and computer-readable medium for networking device data missing analysis and supplement - Google Patents
Apparatus, system, method and computer-readable medium for networking device data missing analysis and supplement Download PDFInfo
- Publication number
- TW202232906A TW202232906A TW110105075A TW110105075A TW202232906A TW 202232906 A TW202232906 A TW 202232906A TW 110105075 A TW110105075 A TW 110105075A TW 110105075 A TW110105075 A TW 110105075A TW 202232906 A TW202232906 A TW 202232906A
- Authority
- TW
- Taiwan
- Prior art keywords
- data
- networked device
- networked
- unit
- head
- Prior art date
Links
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/21—Design, administration or maintenance of databases
- G06F16/215—Improving data quality; Data cleansing, e.g. de-duplication, removing invalid entries or correcting typographical errors
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
- G06F16/23—Updating
- G06F16/2308—Concurrency control
- G06F16/2315—Optimistic concurrency control
- G06F16/2322—Optimistic concurrency control using timestamps
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Databases & Information Systems (AREA)
- Data Mining & Analysis (AREA)
- Physics & Mathematics (AREA)
- General Engineering & Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Quality & Reliability (AREA)
- Data Exchanges In Wide-Area Networks (AREA)
- Debugging And Monitoring (AREA)
Abstract
Description
本發明係關於一種資料缺漏分析與補值技術,特別是指一種聯網設備資料缺漏分析與補值裝置、系統、方法及電腦可讀媒介。 The present invention relates to a data gap analysis and value complementing technology, in particular to a data gap analysis and value complement device, system, method and computer-readable medium for networked equipment.
針對聯網設備之資料讀取方式,通常會定時對聯網設備進行逐筆資料讀取而造成網路資源壅塞之問題,亦容易因通訊品質不佳而造成聯網設備之讀取資料缺漏,也會降低網路頻寬之使用效率。 For the data reading method of networked devices, the networked devices are usually read one by one on a regular basis, which causes the problem of network resource congestion. It is also easy to cause the lack of data read by the networked devices due to poor communication quality. Efficiency of network bandwidth usage.
在一現有技術中,提出一種用於智慧營運中心之資料檢核系統與方法,其中,對資料來源端進行分級之資料檢核方式包括:(1)依據資料來源資料的重要性分級做資料檢核,提供資料檢核結果報告,以自動化之方式輔助大數據分析前之資料精練作業。(2)智慧營運中心之資料收集管理,防止發生重要資料丟失之風險,當電子資訊化系統發生問題時(如斷線或中斷服務),可於電子資訊化系統之問題解決後,針對資料數量不正確之 部分,自動同步電子資訊化系統未上傳之資料,用以確保資料之完整性。 In a prior art, a data inspection system and method for a smart operation center is proposed, wherein the data inspection method for classifying data sources includes: (1) data inspection is performed according to the importance classification of the data source data; Core, provide a report of data inspection results, and assist in the data refining operation before big data analysis in an automated way. (2) The data collection and management of the smart operation center prevents the risk of loss of important data. When there is a problem with the electronic information system (such as disconnection or service interruption), after the problem of the electronic information system is solved, the amount of data can be adjusted. incorrect In part, the data that has not been uploaded by the electronic information system is automatically synchronized to ensure the integrity of the data.
然而,此現有技術主要著重於資料分析與分級,卻未能進一步進行資料內容之缺漏分析,也不具有即時資料缺漏分析與補值功能。亦即,此現有技術並無聯網設備管理模組之即時缺漏值分析與自動補值功能,也無頭端系統核心模組之聯網設備資料自動缺漏分析功能、自動補值功能、手動補值功能,更無現場之聯網設備之資料缺漏補值功能。 However, this prior art mainly focuses on data analysis and classification, but fails to further analyze the data content gaps, and does not have the functions of real-time data gap analysis and supplementation. That is to say, this prior art does not have the functions of real-time missing value analysis and automatic value-filling of the networked device management module, nor the functions of automatic missing-value analysis, automatic value-filling, and manual value-filling functions of the core module of the head-end system. , and there is no data missing compensation function for on-site networking equipment.
因此,如何提供一種創新之資料缺漏分析與補值技術,以解決上述之問題或提供相關之功能,已成為本領域技術人員之一大研究課題。 Therefore, how to provide an innovative data gap analysis and compensation technology to solve the above problems or provide related functions has become a major research topic for those skilled in the art.
本發明提供一種創新之聯網設備資料缺漏分析與補值裝置、系統、方法及電腦可讀媒介,係提供聯網設備管理模組之即時缺漏值分析與自動補值功能,或者提供頭端系統核心模組之聯網設備資料自動缺漏分析功能、自動補值功能、手動補值功能,抑或者提供現場之聯網設備之資料缺漏補值功能。 The present invention provides an innovative device, system, method and computer-readable medium for analyzing and supplementing data for networked equipment. It provides the functions of real-time missing value analysis and automatic compensation of a networked equipment management module, or provides a core module of a head-end system. The automatic missing analysis function, the automatic supplementary value function, the manual value supplementary function of the networked equipment data of the group, or the data missing supplementation function of the on-site networked equipment is provided.
本發明之聯網設備資料缺漏分析與補值系統包括:至少一聯網設備,係提供或傳送聯網設備資料;以及頭端子系統,係包括一具有聯網設備介接單元、聯網設備資料擷取單元、聯網設備資料讀取單元、第一聯網設備資料分析單元與第一資料儲存單元之聯網設備管理模組,且聯網設備管理模組接收來自聯網設備之聯網設備資料,其中,聯網設備管理模組之聯網設備介接單元分析聯網設備之連線狀態,以於聯網設備之連線狀態為在線時,由聯網設備管理模組之聯網設備資料擷取單元透過聯網設備 資料讀取單元快取記錄聯網設備之最新一筆負載資料之時間戳記,再由聯網設備管理模組之第一聯網設備資料分析單元依據現在時間、聯網設備之最新一筆負載資料之時間戳記與聯網設備之資料產生週期進行決策,其中,當聯網設備管理模組之第一聯網設備資料分析單元分析出現在時間減掉聯網設備之最新一筆負載資料之時間戳記小於聯網設備之資料產生週期時,表示聯網設備之資料產生週期具有連續性而不需對聯網設備資料進行補值,反之,當聯網設備管理模組之第一聯網設備資料分析單元分析出現在時間減掉聯網設備之最新一筆負載資料之時間戳記大於或等於聯網設備之資料產生週期時,表示聯網設備之資料產生週期不具有連續性而需對聯網設備資料之缺漏資料進行補值,則由聯網設備管理模組之聯網設備資料擷取單元透過聯網設備資料讀取單元擷取聯網設備於資料產生週期之聯網設備資料,以將聯網設備於資料產生週期之聯網設備資料儲存於聯網設備管理模組之第一資料儲存單元。 The system for analyzing and supplementing data for networked devices of the present invention includes: at least one networked device, which provides or transmits networked device data; and a head-end terminal system, which includes a networked device interface unit, a networked device data acquisition unit, a The networked device management module of the device data reading unit, the first networked device data analysis unit and the first data storage unit, and the networked device management module receives the networked device data from the networked devices, wherein the networked device management module is connected to the network The device interface unit analyzes the connection status of the networked device, so that when the connection status of the networked device is online, the networked device data acquisition unit of the networked device management module passes through the networked device The data reading unit caches and records the time stamp of the latest load data of the networked device, and then the first networked device data analysis unit of the networked device management module records the time stamp of the latest load data of the networked device according to the current time, the time stamp of the latest load data of the connected device and the connected device. The data generation cycle of the networked device is used to make decisions. When the first networked device data analysis unit of the networked device management module analyzes the time minus the time stamp of the latest load data of the networked device and is less than the data generation cycle of the networked device, it means that the network is connected. The data generation cycle of the device is continuous and does not need to supplement the data of the networked device. On the contrary, when the first networked device data analysis unit of the networked device management module analyzes the occurrence time minus the time of the latest load data of the networked device When the stamp is greater than or equal to the data generation cycle of the networked device, it means that the data generation cycle of the networked device is not continuous and the missing data of the networked device data needs to be supplemented, then the networked device data acquisition unit of the networked device management module The network device data of the network device in the data generation period is retrieved through the network device data reading unit, so as to store the network device data of the network device in the data generation period in the first data storage unit of the network device management module.
本發明之聯網設備資料缺漏分析與補值方法包括:提供至少一聯網設備與一頭端子系統,且頭端子系統包括一具有聯網設備介接單元、聯網設備資料擷取單元、聯網設備資料讀取單元、第一聯網設備資料分析單元與第一資料儲存單元之聯網設備管理模組,其中,由聯網設備管理模組接收來自聯網設備提供或傳送之聯網設備資料;由聯網設備管理模組之聯網設備介接單元分析聯網設備之連線狀態,以於聯網設備之連線狀態為在線時,由聯網設備管理模組之聯網設備資料擷取單元透過聯網設備資料讀取單元快取記錄聯網設備之最新一筆負載資料之時間戳記,再由聯網設備管理模組之第一聯網設備資料分析單元依據現在時間、聯網設備之最新一筆負載資料之時間戳記與聯網設備之資料產生週期進行決策;以及若聯網設備管理模組之第一聯網設備資料分析單元分析出現在時間減掉聯網設 備之最新一筆負載資料之時間戳記小於聯網設備之資料產生週期,表示聯網設備之資料產生週期具有連續性而不需對聯網設備資料進行補值,反之,若聯網設備管理模組之第一聯網設備資料分析單元分析出現在時間減掉聯網設備之最新一筆負載資料之時間戳記大於或等於聯網設備之資料產生週期,表示聯網設備之資料產生週期不具有連續性而需對聯網設備資料之缺漏資料進行補值,則由聯網設備管理模組之聯網設備資料擷取單元透過聯網設備資料讀取單元擷取聯網設備於資料產生週期之聯網設備資料,以將聯網設備於資料產生週期之聯網設備資料儲存於聯網設備管理模組之第一資料儲存單元。 The method for analyzing and complementing data of networked devices of the present invention includes: providing at least one networked device and a head terminal system, and the head terminal system includes a networked device interface unit, a networked device data acquisition unit, and a networked device data reading unit. , The networked device management module of the first networked device data analysis unit and the first data storage unit, wherein the networked device management module receives the networked device data provided or transmitted from the networked device; the networked device management module of the networked device The interface unit analyzes the connection status of the networked device, so that when the connection status of the networked device is online, the networked device data acquisition unit of the networked device management module caches and records the latest data of the networked device through the networked device data reading unit The time stamp of a piece of load data, and then the first network device data analysis unit of the network device management module makes a decision based on the current time, the time stamp of the latest load data of the network device, and the data generation cycle of the network device; and if the network device The first networked device data analysis unit of the management module analyzes the occurrence of time minus the networked device The timestamp of the latest load data prepared by the device is smaller than the data generation cycle of the networked device, which means that the data generation cycle of the networked device is continuous and there is no need to supplement the data of the networked device. On the contrary, if the first network connection of the networked device management module The device data analysis unit analyzes the time minus the time stamp of the latest load data of the networked device and is greater than or equal to the data generation cycle of the networked device, indicating that the data generation cycle of the networked device is not continuous, and the missing data of the networked device data needs to be checked. To make up the value, the network device data acquisition unit of the network device management module acquires the network device data of the network device in the data generation cycle through the network device data reading unit, so as to store the network device data of the network device in the data generation cycle. The first data storage unit stored in the networked device management module.
本發明之電腦可讀媒介應用於計算裝置或電腦中,係儲存有指令,以執行上述之聯網設備資料缺漏分析與補值方法。 The computer-readable medium of the present invention is applied to a computing device or a computer, and stores instructions for executing the above-mentioned method for analyzing and complementing data gaps in networked equipment.
為讓本發明之上述特徵與優點能更明顯易懂,下文特舉實施例,並配合所附圖式作詳細說明。在以下描述內容中將部分闡述本發明之額外特徵及優點,且此等特徵及優點將部分自所述描述內容可得而知,或可藉由對本發明之實踐習得。應理解,前文一般描述與以下詳細描述兩者均為例示性及解釋性的,且不欲約束本發明所欲主張之範圍。 In order to make the above-mentioned features and advantages of the present invention more obvious and easy to understand, the following embodiments are given and described in detail with the accompanying drawings. Additional features and advantages of the present invention will be set forth in part in the description that follows, and in part will be apparent from the description, or may be learned by practice of the invention. It is to be understood that both the foregoing general description and the following detailed description are exemplary and explanatory and are not intended to limit the scope of the invention as claimed.
1:聯網設備資料缺漏分析與補值系統 1: Networked equipment data gap analysis and supplementary system
10:聯網設備 10: Networked Devices
20:通訊模組 20: Communication module
30:集中器(DCU) 30: Concentrator (DCU)
40:有線網路或無線網路 40: wired network or wireless network
50:頭端子系統 50: Head Terminal System
51:聯網設備管理模組 51: Networked device management module
511:聯網設備介接單元 511: Networked equipment interface unit
512:聯網設備資料擷取單元 512: Network device data acquisition unit
513:聯網設備資料讀取單元 513: Network device data reading unit
514:第一聯網設備資料分析單元 514: The first networked equipment data analysis unit
515:第一資料儲存單元 515: The first data storage unit
52:頭端系統核心模組 52: Head-end system core module
521:資料收集單元 521: Data Collection Unit
522:異常聯網設備管理單元 522: Abnormal networking device management unit
523:異常聯網設備通報單元 523: Abnormal networking equipment notification unit
524:第二聯網設備資料分析單元 524: Second network equipment data analysis unit
525:第二資料儲存單元 525: The second data storage unit
526:統計報表單元 526: Statistical report unit
53:北向系統介接模組 53: Northbound system interface module
54:使用者操作介面(UI) 54: User Operation Interface (UI)
60:聯網設備管理與維護單位 60: Network equipment management and maintenance unit
70:聯網設備資料擷取裝置 70: Network equipment data acquisition device
80:聯網設備資料管理子系統 80: Networked device data management subsystem
NB-IoT:窄頻物聯網 NB-IoT: Narrowband Internet of Things
PLC:電力線通訊 PLC: Power Line Communication
RF:射頻 RF: radio frequency
S11至S16、S21至S25、S31至S34:步驟 S11 to S16, S21 to S25, S31 to S34: Steps
S41至S45、S51至S57:步驟 S41 to S45, S51 to S57: Steps
圖1 為本發明之聯網設備資料缺漏分析與補值系統的架構示意圖; FIG. 1 is a schematic diagram of the architecture of the networked device data gap analysis and complement system of the present invention;
圖2 為本發明之聯網設備資料缺漏分析與補值系統及其方法中,關於聯網設備管理模組之即時缺漏值分析與自動補值功能的流程示意圖; FIG. 2 is a schematic flowchart of the real-time missing value analysis and automatic value-filling function of the networked device management module in the system for missing data analysis and value complementing of networked devices and the method thereof of the present invention;
圖3 為本發明之聯網設備資料缺漏分析與補值系統及其方法中,關於 頭端系統核心模組之聯網設備資料自動缺漏分析功能的流程示意圖; FIG. 3 is a system for analyzing and complementing data for networked devices and a method thereof according to the present invention. Flow chart of the automatic missing analysis function of networked device data in the core module of the head-end system;
圖4 為本發明之聯網設備資料缺漏分析與補值系統及其方法中,關於頭端系統核心模組之自動補值功能的流程示意圖; FIG. 4 is a schematic flowchart of the automatic value-filling function of the core module of the head-end system in the networked device data gap analysis and value-filling system and method thereof of the present invention;
圖5 為本發明之聯網設備資料缺漏分析與補值系統及其方法中,關於頭端系統核心模組之手動補值功能的流程示意圖;以及 FIG. 5 is a schematic flowchart of the manual value-added function of the core module of the head-end system in the networked device data gap analysis and value-added system and method thereof of the present invention; and
圖6 為本發明之聯網設備資料缺漏分析與補值系統及其方法中,關於現場之聯網設備之資料缺漏補值功能的流程示意圖。 FIG. 6 is a schematic flowchart of the function of data missing and supplementary value of the on-site networked equipment in the system and method for analyzing and complementing data gaps in networked devices of the present invention.
以下藉由特定的具體實施形態說明本發明之實施方式,熟悉此技術之人士可由本說明書所揭示之內容了解本發明之其它優點與功效,亦可因而藉由其它不同的具體等同實施形態加以施行或運用。 The embodiments of the present invention are described below with specific specific embodiments. Those skilled in the art can understand other advantages and effects of the present invention from the contents disclosed in this specification, and can also be implemented by other different specific equivalent embodiments. or use.
圖1為本發明之聯網設備資料缺漏分析與補值系統1的架構示意圖。如圖所示,聯網設備資料缺漏分析與補值系統1可包括互相通訊之至少一(如多個)聯網設備10(如聯網設備群)、至少一(如多個)通訊模組20、至少一(如多個)集中器30、至少一(如多個)有線網路或無線網路40、一頭端子系統50、一聯網設備管理與維護單位60、一聯網設備資料擷取裝置70、一聯網設備資料管理子系統80等,其中,聯網設備群可為多個(如至少二個)聯網設備10所組成之群組。
FIG. 1 is a schematic structural diagram of a
聯網設備10可為智慧聯網設備(如AMI智慧電表)、智慧水表、配電變壓器、瓦斯表、監控設備等,其中,AMI表示先進讀表基礎建設(Advanced Metering Infrastructure)。通訊模組20可為或連結場域網路 (Field Area Network;FAN),如窄頻物聯網(Narrowband Internet of Things;NB-IoT)、射頻(Radio Frequency;RF)、電力線通訊(Power Line Communication;PLC)等。集中器30為資料集中器單元(Data Concentrator Unit;DCU)等。 The networking device 10 may be a smart networking device (such as an AMI smart electricity meter), a smart water meter, a distribution transformer, a gas meter, a monitoring device, etc., where AMI stands for Advanced Metering Infrastructure. The communication module 20 can be or connect to a field network (Field Area Network; FAN), such as Narrowband Internet of Things (NB-IoT), radio frequency (Radio Frequency; RF), power line communication (Power Line Communication; PLC) and the like. The concentrator 30 is a data concentrator unit (Data Concentrator Unit; DCU) or the like.
有線網路或無線網路40中之有線網路可為光纖接入(Fiber To The X;FTTx)、非對稱數位式用戶線路(Asymmetric Digital Subscriber Line;ADSL)、專線等,而無線網路可為無線保真(Wireless Fidelity;WiFi)、窄頻物聯網(NB-IoT)、第三代(3rd-Generation;3G)行動通訊網路、第四代(4th-generation;4G)行動通訊網路、第五代(5th-generation;5G)行動通訊網路等。頭端子系統50亦稱為聯網設備資料缺漏分析與補值裝置,可包括一聯網設備管理模組51、一頭端系統核心模組52、一北向系統介接模組53、一使用者操作介面(User Interface;UI)54等。北向系統介接模組53可為北向系統介接器、北向系統介接軟體(程式)等。聯網設備管理與維護單位60為聯網設備管理與維護端等。聯網設備資料擷取裝置70為聯網設備資料擷取器等。
The wired network in the wired network or
聯網設備管理模組51可具有一聯網設備介接單元511、一聯網設備資料擷取單元512、聯網設備資料讀取單元513、第一聯網設備資料分析單元514、第一資料儲存單元515等。聯網設備介接單元511可為聯網設備介接組件、聯網設備介接軟體(程式)等,用以透過有線網路或無線網路40介接聯網設備10。聯網設備資料擷取單元512可為聯網設備資料擷取器、聯網設備資料擷取軟體(程式)等,用以將聯網設備10所回覆之資料內容進行解密、分析或擷取需要之資料。聯網設備資料讀取單元513可
為聯網設備資料讀取器、聯網設備資料讀取軟體(程式)等,用以讀取聯網設備10之聯網設備資料,亦可向聯網設備10發送讀取命令與接收聯網設備10之回覆資料。第一聯網設備資料分析單元514可為聯網設備資料分析器、聯網設備資料分析軟體(程式)等。第一資料儲存單元515可為硬碟(如網路或雲端硬碟)、記憶體、記憶卡、資料庫等。
The networked
頭端系統核心模組52可為頭端伺服器(Head End Server;HES)等,並具有一資料收集單元521、一異常聯網設備管理單元522、一異常聯網設備通報單元523、一第二聯網設備資料分析單元524、一第二資料儲存單元525、一統計報表單元526等。資料收集單元521可為資料收集器、資料收集軟體(程式)等。異常聯網設備管理單元522可為異常聯網設備記錄器、異常聯網設備管理軟體(程式)等。異常聯網設備通報單元523可為異常聯網設備通報器、異常聯網設備通報軟體(程式)等。第二聯網設備資料分析單元524可為聯網設備資料分析器、聯網設備資料分析軟體(程式)等。第二資料儲存單元525可為硬碟(如網路或雲端硬碟)、記憶體、記憶卡、資料庫等。統計報表單元526可為統計報表軟體(程式)等。
The head-end
聯網設備10(如聯網設備群)可透過通訊模組20(如場域網路FAN)連結有線網路或無線網路40,且通訊模組20之場域網路(FAN)之型式可為窄頻物聯網(NB-IoT)、射頻(RF)、電力線通訊(PLC)等型式。亦即,聯網設備10可透過為窄頻物聯網(NB-IoT)型式之通訊模組20(如場域網路FAN)直接連結有線網路或無線網路40,以透過有線網路或無線網路40對頭端子系統50之聯網設備管理模組51進行通訊。或者,聯網設備10可透過為射頻(RF)型式或電力線通訊(PLC)型式之通訊模組20(如場域網路
FAN)經由集中器30(如資料集中器單元DCU)連結有線網路或無線網路40,以透過有線網路或無線網路40對頭端子系統50之聯網設備管理模組51進行通訊。
The networked device 10 (eg, a networked device group) can be connected to a wired network or a
聯網設備10(如聯網設備群)可透過窄頻物聯網(NB-IoT)、射頻(RF)或電力線通訊(PLC)之介接方式,經由有線網路或無線網路40等通訊方式將聯網設備10之聯網設備資料傳送至頭端子系統50之聯網設備管理模組51,再經由頭端子系統50之頭端系統核心模組52對聯網設備10之聯網設備資料進行分析、管理、統計報表、異常聯網設備管理或通報等作業。
The networked devices 10 (eg, networked device groups) can be connected to the Internet through a communication method such as a wired network or a
頭端系統核心模組52可透過第二聯網設備資料分析單元524將有缺漏值之聯網設備資料存放於異常聯網設備管理單元522中,並透過異常聯網設備通報單元523將有缺漏值之聯網設備資料通報聯網設備管理與維護單位60,以由聯網設備管理與維護單位60判斷有缺漏值之聯網設備資料是否需進行現場之聯網設備10之補值作業(即現場補值)。
The head-end
若聯網設備管理與維護單位60判斷有缺漏值之聯網設備資料需進行現場之聯網設備10之補值作業(即現場補值),則利用聯網設備資料擷取裝置70透過頭端子系統50之使用者操作介面(UI)54,經由頭端系統核心模組52提取聯網設備10之缺漏值資訊,且缺漏值資訊可例如為有缺漏值之聯網設備10及其時間區段。又,聯網設備管理與維護單位60可透過聯網設備資料擷取裝置70擷取現場之聯網設備10之缺漏資料,以由聯網設備資料擷取裝置70將所擷取之聯網設備10之缺漏資料經由使用者操作介面(UI)54載入頭端系統核心模組52,並可透過使用者操作介面
(UI)54驗證聯網設備10之聯網設備資料之完整性。
If the network equipment management and
聯網設備資料管理子系統80可透過頭端子系統50之北向系統介接模組53自頭端系統核心模組52中取得聯網設備10之聯網設備資料或相關訊息,且頭端子系統50之使用者操作介面(UI)54可直接自頭端系統核心模組52中取得聯網設備10之聯網設備資料或相關訊息,以進行聯網設備10之聯網設備資料之查詢、統計報表等操控作業。
The network equipment
聯網設備管理模組51之聯網設備介接單元511可自動化分析聯網設備10之連線狀態為在線(連線)或離線,聯網設備資料擷取單元512可透過聯網設備資料讀取單元513快取記錄在線(連線)之聯網設備10之最新一筆負載資料之時間戳記。第一聯網設備資料分析單元514可依據現在時間、聯網設備10之最新一筆負載資料之時間戳記與資料產生週期進行自動化決策,分析(判斷)現在時間減掉最新一筆負載資料之時間戳記是否小於資料產生週期。若是(現在時間減掉時間戳記小於資料產生週期),則表示聯網設備10之資料產生週期具有連續性而不需對聯網設備資料進行補值,第一聯網設備資料分析單元514通知通訊模組20(如場域網路FAN)進入休眠模式。反之,若否(現在時間減掉時間戳記大於或等於資料產生週期),則表示聯網設備10之資料產生週期不具有連續性而需對聯網設備資料之缺漏資料進行補值,故聯網設備資料擷取單元512可透過聯網設備資料讀取單元513擷取聯網設備10於此資料產生週期之聯網設備資料,將聯網設備10於此資料產生週期之聯網設備資料儲存於第一資料儲存單元515,使聯網設備管理模組51達成(完成)聯網設備10之缺漏資料之自動補值資料讀取作業。藉此,本發明能避免習知定時對聯網設備進行逐筆資料
讀取而造成網路資源壅塞之問題,亦能提高網路頻寬之使用效率。
The networked
頭端系統核心模組52之第二資料儲存單元525可透過資料收集單元521依據排程定時或定期接收來自聯網設備管理模組51之第一資料儲存單元515之更新資料,且頭端系統核心模組52之第二聯網設備資料分析單元524可定時或定期透過統計報表單元526分析第二資料儲存單元525所儲存之聯網設備資料之連續性與完整性(即缺漏值分析)。當第二資料儲存單元525所儲存之聯網設備資料不具有連續性與完整性時,第二聯網設備資料分析單元524可整理需要收集之聯網設備10之缺漏資料內容,以依據缺漏資料內容通知聯網設備管理模組51之聯網設備資料擷取單元512收集聯網設備10之缺漏資料,再由聯網設備資料擷取單元512將所收集之聯網設備10之缺漏資料儲存於第一資料儲存單元515。聯網設備管理模組51之第一資料儲存單元515可將聯網設備資料擷取單元512所收集之聯網設備10之缺漏資料,透過頭端系統核心模組52之資料收集單元521接收與傳送至第二資料儲存單元525,以由第二資料儲存單元525進行聯網設備10之缺漏資料之補值更新,俾達到自動化回補聯網設備資料之功效。
The second
頭端系統核心模組52亦可對聯網設備10之聯網設備資料進行手動補值。例如,透過使用者操作介面(UI)54先選取要補值之聯網設備10(如聯網設備群)與選擇要補值之時間區間,以由頭端系統核心模組52透過第二聯網設備資料分析單元524整理需要重新收集之聯網設備10之資料內容,進而透過資料收集單元521要求聯網設備管理模組51之聯網設備資料擷取單元512進行聯網設備10之資料收集作業(資料收集活動),
使資料收集單元521補齊第二資料儲存單元525所儲存之聯網設備資料之缺漏資料作為補值資料,再透過使用者操作介面(UI)54驗證補值資料之完整性。如此,本發明能解決當聯網設備10(如聯網設備群)之聯網設備資料有遺失或收集不完整時,可透過手動方式立即進行聯網設備10之資料補齊作業,以利手動回補機制與自動化回補機制共同確保聯網設備10之聯網設備資料之完整性。
The head-end
本發明之聯網設備管理模組51可於聯網設備10之連線狀態為在線或連線時進行即時缺漏值分析,當聯網設備10之聯網設備資料有收集不完整時,聯網設備管理模組51即自動進行缺漏資料之補值作業。因此,本發明能解決習知因定時對聯網設備進行逐筆資料讀取而造成網路資源壅塞、或容易因通訊品質不佳而造成設備讀取資料缺漏之問題,亦能提高網路頻寬之使用效率。
The network
本發明可搭配頭端系統核心模組52進行讀值缺漏自動分析與補值,以定時或定期分析第二資料儲存單元525所儲存之聯網設備資料之連續性與完整性,當聯網設備10之聯網設備資料有缺漏時,能自動補齊缺漏或遺失之資料。又,如遇緊急狀況時,使用者可透過頭端系統核心模組52進行手動補值控制,以強制收集聯網設備10於指定時間區間或類型(如單相單向或三相雙向之智慧電表)等之聯網設備資料,進而解決資料缺漏之問題。
The present invention can be used in conjunction with the head-end
本發明可應用於智慧聯網設備(AMI智慧電表)、智慧水表、配電變壓器、瓦斯表等聯網設備10,且聯網設備10亦可為例如偏遠地區需透過通訊模組20(如場域網路FAN)讀取與傳送資料之環境(溫度、相對 濕度、二氧化碳、降雨量、空氣品質、水質等)、太陽光電、風力發電等監控設備。 The present invention can be applied to networked devices 10 such as smart networking equipment (AMI smart electricity meters), smart water meters, distribution transformers, gas meters, etc., and the networking equipment 10 can also be used in remote areas, for example, through a communication module 20 (such as a field network FAN). ) The environment for reading and transmitting data (temperature, relative Humidity, carbon dioxide, rainfall, air quality, water quality, etc.), solar photovoltaic, wind power and other monitoring equipment.
圖2為本發明之聯網設備資料缺漏分析與補值系統1及其方法中,關於聯網設備管理模組51之即時缺漏值分析與自動補值功能的流程示意圖,並參閱圖1予以說明。
FIG. 2 is a schematic flowchart of the real-time missing value analysis and auto-complement functions of the networked
於步驟S11中,通訊模組20(如場域網路FAN)之通訊狀態進入休眠模式或定時主動連線模式。 In step S11, the communication state of the communication module 20 (eg, the field area network FAN) enters the sleep mode or the timed active connection mode.
於步驟S12中,聯網設備管理模組51之聯網設備介接單元511自動化分析(如自動偵測與分析)之聯網設備10之連線狀態為在線(連線)或離線。若連線狀態為在線(連線),則進至步驟S13;反之,若連線狀態為非在線(離線),則可不予處理。
In step S12, the networked
於步驟S13中,當聯網設備10之連線狀態為在線(連線)時,聯網設備管理模組51之聯網設備資料擷取單元512透過聯網設備資料讀取單元513快取記錄在線(連線)之聯網設備10之最新一筆負載資料之時間戳記。
In step S13, when the connection status of the networked device 10 is online (connected), the networked device
於步驟S14中,聯網設備管理模組51之第一聯網設備資料分析單元514依據現在時間、聯網設備10之最新一筆負載資料之時間戳記與資料產生週期進行自動化決策資料產生週期進行自動化決策。
In step S14 , the first networked device
於步驟S15中,第一聯網設備資料分析單元514分析(判斷)現在時間減掉最新一筆負載資料之時間戳記是否小於資料產生週期?若是(現在時間減掉時間戳記小於資料產生週期),則表示聯網設備10之資料產生週期具有連續性而不需對聯網設備資料進行補值,故重新進行步驟S11,
由第一聯網設備資料分析單元514通知通訊模組20(如場域網路FAN)進入休眠模式。反之,若否(現在時間減掉時間戳記大於或等於資料產生週期),則表示聯網設備10之資料產生週期不具有連續性而需對聯網設備資料之缺漏資料進行補值,故進行步驟S16。
In step S15, the first networked device
於步驟S16中,聯網設備資料擷取單元512透過聯網設備資料讀取單元513擷取聯網設備10於此資料產生週期之聯網設備資料,以將聯網設備10於此資料產生週期之聯網設備資料儲存於第一資料儲存單元515,使聯網設備管理模組51達成(完成)聯網設備10之缺漏資料之自動補值資料讀取作業。藉此,本發明能解決習知定時對聯網設備進行逐筆資料讀取而造成網路資源壅塞之問題,亦能提高網路頻寬之使用效率。
In step S16, the networked device
圖3為本發明之聯網設備資料缺漏分析與補值系統1及其方法中,關於頭端系統核心模組52之聯網設備資料自動缺漏分析功能的流程示意圖,並參閱圖1予以說明。
FIG. 3 is a schematic flow chart of the automatic missing analysis function of networked device data of the
於步驟S21中,頭端系統核心模組52定時或定期判斷指定之聯網設備10於指定時間區間之資料收集數量。
In step S21 , the head-end
於步驟S22中,頭端系統核心模組52判斷聯網設備10之聯網設備資料有不完整與缺漏之資料項目。
In step S22, the head-end
於步驟S23中,頭端系統核心模組52批次彙整需要重新收集之聯網設備10之資料項目與工作排程。
In step S23, the head-end
於步驟S24中,頭端系統核心模組52之資料收集單元521重新進行聯網設備10之資料收集與上傳作業。
In step S24, the data collection unit 521 of the head-end
於步驟S25中,完成資料收集與上傳作業後,頭端系統核心
模組52同步驗證聯網設備10之聯網設備資料之完整性,以確保工作任務完成。
In step S25, after completing the data collection and uploading operations, the head-end system core
The
圖4為本發明之聯網設備資料缺漏分析與補值系統1及其方法中,關於頭端系統核心模組52之自動補值功能的流程示意圖,並參閱圖1予以說明。
FIG. 4 is a schematic flowchart of the auto-complement function of the
於步驟S31中,頭端系統核心模組52之第二資料儲存單元525透過資料收集單元521依據排程定時或定期接收來自聯網設備管理模組51之第一資料儲存單元515之更新資料。
In step S31 , the second
於步驟S32中,頭端系統核心模組52之第二聯網設備資料分析單元524定時或定期透過統計報表單元526分析第二資料儲存單元525所儲存之聯網設備資料之連續性與完整性(即缺漏值分析)。
In step S32, the second networked device
於步驟S33中,當第二資料儲存單元525所儲存之聯網設備資料不具有連續性與完整性時,第二聯網設備資料分析單元524可整理需要收集之聯網設備10之缺漏資料內容,以依據缺漏資料內容通知聯網設備管理模組51之聯網設備資料擷取單元512收集聯網設備10之缺漏資料,再由聯網設備資料擷取單元512將所收集之聯網設備10之缺漏資料儲存於第一資料儲存單元515。
In step S33, when the networked device data stored by the second
於步驟S34中,聯網設備管理模組51之第一資料儲存單元515將聯網設備資料擷取單元512所收集之聯網設備10之缺漏資料,透過頭端系統核心模組52之資料收集單元521接收與傳送至第二資料儲存單元525,以由第二資料儲存單元525依據所收集之缺漏資料進行聯網設備10之缺漏資料之補值更新,俾達到自動化回補聯網設備資料之功效。然後,
重新進行步驟S32。
In step S34 , the first
圖5為本發明之聯網設備資料缺漏分析與補值系統1及其方法中,關於頭端系統核心模組52之手動補值功能的流程示意圖,並參閱圖1予以說明。
FIG. 5 is a schematic flowchart of the manual value complement function of the
於步驟S41中,透過使用者操作介面(UI)54選取要補值之聯網設備10(如聯網設備群)與選擇要補值之時間區間。 In step S41 , through the user operation interface (UI) 54 , the networked device 10 (eg, a networked device group) to be supplemented and the time interval to be supplemented are selected.
於步驟S42中,頭端系統核心模組52透過第二聯網設備資料分析單元524整理需要重新收集之聯網設備10之資料內容。
In step S42 , the head-end
於步驟S43中,頭端系統核心模組52透過資料收集單元521要求聯網設備管理模組51之聯網設備資料擷取單元512進行聯網設備10之資料收集作業(資料收集活動)。
In step S43 , the head-end
於步驟S44中,頭端系統核心模組52透過資料收集單元521補齊第二資料儲存單元525所儲存之聯網設備資料之缺漏資料作為補值資料。
In step S44, the head-end
於步驟S45中,透過使用者操作介面(UI)54驗證補值資料之完整性。 In step S45 , the integrity of the supplementary data is verified through the user operation interface (UI) 54 .
藉此,本發明能解決當聯網設備10(如聯網設備群)之聯網設備資料有遺失或收集不完整時,可透過手動方式立即進行聯網設備10(如聯網設備群)之資料補齊作業,以利手動回補機制與自動化回補機制共同確保聯網設備10之聯網設備資料之完整性。 Therefore, the present invention can solve the problem that when the data of the networked device 10 (eg, the networked device group) is lost or incompletely collected, the data of the networked device 10 (eg, the networked device group) can be supplemented immediately by manual means. The manual back-up mechanism and the automatic back-up mechanism jointly ensure the integrity of the network device data of the network device 10 .
圖6為本發明之聯網設備資料缺漏分析與補值系統1及其方法中,關於現場之聯網設備10之資料缺漏補值功能的流程示意圖,並參
閱圖1予以說明。
FIG. 6 is a schematic flow chart of the function of data omission compensating for the on-site networking equipment 10 in the
於步驟S51中,經由頭端系統核心模組52之自動補值(見圖4)與手動補值(見圖5)的流程後,仍無法完成聯網設備10之聯網設備資料之完整性。
In step S51 , the integrity of the network device data of the network device 10 cannot be completed after the process of automatic value-filling (see FIG. 4 ) and manual value-filling (see FIG. 5 ) by the head-end
於步驟S52中,透過頭端系統核心模組52之異常聯網設備通報單元523通報聯網設備管理與維護單位60,以由聯網設備管理與維護單位60判斷是否需派人至現場之聯網設備10進行補值作業(即現場補值)。
In step S52, the abnormal networking
於步驟S53中,若非因聯網設備10之本體異常、拆除、更換等非通訊因素造成之問題且有必要性,則聯網設備管理與維護單位60可派人進行現場之聯網設備10之補值作業(即現場補值)。
In step S53, if the problem is not caused by non-communication factors such as abnormality, dismantling, and replacement of the networked device 10, and it is necessary, the networked device management and
於步驟S54中,利用聯網設備資料擷取裝置70透過使用者操作介面(UI)54,經由頭端系統核心模組52提取聯網設備10之缺漏值資訊,且缺漏值資訊可例如為有缺漏值之聯網設備10及其時間區段。
In step S54, the
於步驟S55中,利用聯網設備資料擷取裝置70依據缺漏值資訊擷取現場之聯網設備10之缺漏資料作為補值資料。
In step S55 , the missing data of the on-site networked device 10 is retrieved as supplementary data according to the missing value information by using the networked device
於步驟S56中,利用聯網設備資料擷取裝置70將來自現場之聯網設備10中作為補值資料之缺漏資料經由使用者操作介面(UI)54載入頭端系統核心模組52。
In step S56 , the missing data from the networked equipment 10 in the field as supplementary data is loaded into the head-end
於步驟S57中,透過使用者操作介面(UI)54驗證補值資料之完整性。 In step S57 , the integrity of the supplementary data is verified through the user operation interface (UI) 54 .
另外,本發明還提供一種用於聯網設備資料缺漏分析與補值方法之電腦可讀媒介,係應用於具有處理器及/或記憶體的計算裝置或電腦 中,且儲存有指令,並可利用計算裝置或電腦透過處理器及/或記憶體執行電腦可讀媒介,以於執行電腦可讀媒介時執行上述內容。例如,處理器可為微處理器、中央處理單元(CPU)、圖形處理器(GPU)等,記憶體可為隨機存取記憶體(RAM)、記憶卡、硬碟(如雲端/網路硬碟)等,但不以此為限。 In addition, the present invention also provides a computer-readable medium for a method for analyzing and complementing data gaps in networked equipment, which is applied to a computing device or computer having a processor and/or memory. and store instructions, and can utilize a computing device or computer to execute a computer-readable medium through a processor and/or memory, so as to execute the above-mentioned content when the computer-readable medium is executed. For example, the processor can be a microprocessor, a central processing unit (CPU), a graphics processing unit (GPU), etc., and the memory can be a random access memory (RAM), a memory card, a hard disk (such as a cloud/network hard disk) disc), etc., but not limited thereto.
綜上,本發明之聯網設備資料缺漏分析與補值系統、方法及電腦可讀媒介至少具有下列特色、優點或技術功效。 To sum up, the system, method and computer-readable medium for analyzing and complementing data gaps in networked devices of the present invention have at least the following features, advantages or technical effects.
一、本發明能提供聯網設備管理模組之即時缺漏值分析與自動補值功能,或者提供頭端系統核心模組之聯網設備資料自動缺漏分析功能、自動補值功能、手動補值功能,抑或者提供現場之聯網設備之資料缺漏補值功能,亦能有效地建構自動化檢查與回補機制。 1. The present invention can provide real-time missing value analysis and automatic value-filling functions of the networked device management module, or provide the networked device data automatic missing-value analysis function, automatic value-filling function, and manual value-filling function of the core module of the head-end system, or It provides the function of making up the missing data of the on-site networked equipment, and can also effectively construct an automatic inspection and compensation mechanism.
二、本發明之聯網設備可為智慧聯網設備(如AMI智慧聯網設備)、配電變壓器、智慧水表、瓦斯表等,並可透過有線網路或無線網路連結頭端子系統,有利於解決聯網設備之佈建區域廣泛以致聯網通訊常因地形、地物、通訊品質不佳或干擾等而產生資料傳輸缺漏之問題。 2. The networking equipment of the present invention can be smart networking equipment (such as AMI smart networking equipment), distribution transformers, smart water meters, gas meters, etc., and can be connected to the head-terminal system through a wired network or a wireless network, which is conducive to solving the problem of networking equipment. The deployment area is so extensive that network communication often results in data transmission gaps due to terrain, features, poor communication quality or interference.
三、當聯網設備之聯網設備資料有收集不完整時,本發明能自動回補資料,亦能定期分析資料儲存單元所儲存之聯網設備資料之連續性與完整性。 3. When the networked device data of the networked device is incompletely collected, the present invention can automatically supplement the data, and can also regularly analyze the continuity and integrity of the networked device data stored in the data storage unit.
四、當聯網設備之聯網設備資料有缺漏時,本發明能自動補齊缺漏或遺失之資料,全面解決資料缺漏之問題,並大幅提升人工判斷維運管理效率,滿足聯網設備資料之完整性與連續性之檢核需求。例如,本發明能有效提升資料讀取成功率14%以上(如自85%提升至99%),超越標準門檻(如大於95%)。 4. When the network equipment data of the network equipment is missing, the present invention can automatically fill in the missing or missing data, comprehensively solve the problem of missing data, and greatly improve the efficiency of manual judgment, maintenance, operation and management, so as to satisfy the integrity and reliability of the network equipment data. Continuity check requirements. For example, the present invention can effectively increase the success rate of data reading by more than 14% (eg, from 85% to 99%), exceeding the standard threshold (eg, greater than 95%).
五、當有聯網設備之重要資料缺漏(如計費資料)時,本發明能採用手動方式立即進行聯網設備資料之回補作業,強制收集聯網設備於指定時間區間或類型之聯網設備資料(如負載資料(load profile)、定時供電品質資料、午夜(midnight)資料等),有利手動回補機制與自動化回補機制相互搭配以達成聯網設備資料讀取之各種需求。 5. When there is a missing important data of networked devices (such as billing data), the present invention can immediately carry out the supplementary operation of the networked device data manually, and compulsorily collect the networked device data of the networked device in a specified time interval or type (such as Load profile, timed power supply quality data, midnight data, etc.), it is advantageous to cooperate with the manual compensation mechanism and the automatic compensation mechanism to meet various requirements of data reading of networked devices.
上述實施形態僅例示性說明本發明之原理、特點及其功效,並非用以限制本發明之可實施範疇,任何熟習此項技藝之人士均能在不違背本發明之精神及範疇下,對上述實施形態進行修飾與改變。任何使用本發明所揭示內容而完成之等效改變及修飾,均仍應為申請專利範圍所涵蓋。因此,本發明之權利保護範圍應如申請專利範圍所列。 The above-mentioned embodiments are only illustrative of the principles, features and effects of the present invention, and are not intended to limit the applicable scope of the present invention. Modifications and changes are made to the implementation form. Any equivalent changes and modifications made by using the contents disclosed in the present invention should still be covered by the scope of the patent application. Therefore, the protection scope of the present invention should be listed in the scope of the patent application.
1:聯網設備資料缺漏分析與補值系統 1: Networked equipment data gap analysis and supplementary system
10:聯網設備 10: Networked Devices
20:通訊模組 20: Communication module
30:集中器(DCU) 30: Concentrator (DCU)
40:有線網路或無線網路 40: wired network or wireless network
50:頭端子系統 50: Head Terminal System
51:聯網設備管理模組 51: Networked device management module
511:聯網設備介接單元 511: Networked equipment interface unit
512:聯網設備資料擷取單元 512: Network device data acquisition unit
513:聯網設備資料讀取單元 513: Network device data reading unit
514:第一聯網設備資料分析單元 514: The first networked equipment data analysis unit
515:第一資料儲存單元 515: The first data storage unit
52:頭端系統核心模組 52: Head-end system core module
521:資料收集單元 521: Data Collection Unit
522:異常聯網設備管理單元 522: Abnormal networking device management unit
523:異常聯網設備通報單元 523: Abnormal networking equipment notification unit
524:第二聯網設備資料分析單元 524: Second network equipment data analysis unit
525:第二資料儲存單元 525: Second data storage unit
526:統計報表單元 526: Statistical report unit
53:北向系統介接模組 53: Northbound system interface module
54:使用者操作介面(UI) 54: User Operation Interface (UI)
60:聯網設備管理與維護單位 60: Network equipment management and maintenance unit
70:聯網設備資料擷取裝置 70: Network equipment data acquisition device
80:聯網設備資料管理子系統 80: Networked device data management subsystem
NB-IoT:窄頻物聯網 NB-IoT: Narrowband Internet of Things
PLC:電力線通訊 PLC: Power Line Communication
RF:射頻 RF: radio frequency
Claims (20)
Priority Applications (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| TW110105075A TWI742999B (en) | 2021-02-09 | 2021-02-09 | Apparatus, system, method and computer-readable medium for networking device data missing analysis and supplement |
| CN202110350422.1A CN114911779A (en) | 2021-02-09 | 2021-03-31 | Device, system and method for analyzing data missing and supplementing values of networking equipment |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| TW110105075A TWI742999B (en) | 2021-02-09 | 2021-02-09 | Apparatus, system, method and computer-readable medium for networking device data missing analysis and supplement |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| TWI742999B TWI742999B (en) | 2021-10-11 |
| TW202232906A true TW202232906A (en) | 2022-08-16 |
Family
ID=80782649
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| TW110105075A TWI742999B (en) | 2021-02-09 | 2021-02-09 | Apparatus, system, method and computer-readable medium for networking device data missing analysis and supplement |
Country Status (2)
| Country | Link |
|---|---|
| CN (1) | CN114911779A (en) |
| TW (1) | TWI742999B (en) |
Families Citing this family (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| TWI825640B (en) * | 2022-03-28 | 2023-12-11 | 宏碁通信股份有限公司 | Smart meter control system and control method for automatically eliminating transmission failure |
Family Cites Families (9)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| TW200929025A (en) * | 2007-12-31 | 2009-07-01 | Ind Tech Res Inst | Automatic report system and method |
| US12457127B2 (en) * | 2011-10-04 | 2025-10-28 | Ei Electronics Llc | Internet of things (IoT) intelligent electronic devices, systems and methods |
| EP4597302A3 (en) * | 2015-06-05 | 2025-10-29 | C3.ai, Inc. | Systems, methods, and devices for an enterprise internet-of-things application development platform |
| TWI815443B (en) * | 2016-12-30 | 2023-09-11 | 美商英特爾公司 | Non-transitory machine readable medium for internet of things |
| CN109857728A (en) * | 2017-11-30 | 2019-06-07 | 广州明领基因科技有限公司 | For the big data cleaning system in library |
| CN108362958A (en) * | 2017-12-22 | 2018-08-03 | 国网冀北电力有限公司 | A kind of acquisition fault point diagnosis and method for repairing and mending automatically |
| CN109783552B (en) * | 2018-11-28 | 2025-02-28 | 中国电力科学研究院有限公司 | A data cleaning and repair method |
| US12464041B2 (en) * | 2019-02-13 | 2025-11-04 | Telefonaktiebolaget Lm Ericsson (Publ) | Industrial automation with 5G and beyond |
| CN110704439B (en) * | 2019-09-27 | 2022-07-29 | 北京智道合创科技有限公司 | Data storage method and device |
-
2021
- 2021-02-09 TW TW110105075A patent/TWI742999B/en active
- 2021-03-31 CN CN202110350422.1A patent/CN114911779A/en active Pending
Also Published As
| Publication number | Publication date |
|---|---|
| TWI742999B (en) | 2021-10-11 |
| CN114911779A (en) | 2022-08-16 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN202004755U (en) | Power utilization information acquisition system with standby concentrator | |
| CN103762723A (en) | Method and system for managing a power grid | |
| CN106060476A (en) | Ultra-high voltage transmission line monitoring system | |
| CN107707029A (en) | Low and medium voltage distribution network integrated monitoring and management system | |
| CN103715767A (en) | Smart power grid information integration and display platform | |
| CN106558917A (en) | A kind of secondary operational system protective relaying device inspection method | |
| CN104502753A (en) | Networked on-line real-time analysis system for electric power fault recording device and application of system | |
| CN104300675A (en) | Power distribution room remote monitoring method and system based on integrated substation system | |
| CN110991037A (en) | Intelligent substation test simulation system based on SCD | |
| CN117477794B (en) | Power distribution station power consumption management optimization system and method based on gateway machine data exchange | |
| CN111046543A (en) | Intelligent substation test simulation method | |
| CN110852899B (en) | Ultra-high voltage converter station valve hall infrared collection analysis system | |
| CN105978140B (en) | Information fusion method of power equipment | |
| TWI742999B (en) | Apparatus, system, method and computer-readable medium for networking device data missing analysis and supplement | |
| CN109035746A (en) | A kind of the function judgment method and system of centralized meter reading terminal | |
| CN112233402A (en) | Photovoltaic power generation on-line monitoring system and monitoring method | |
| CN118449275A (en) | Intelligent self-adjusting electric power concentrator | |
| CN118605186A (en) | A digital precise control method and system for brewing process | |
| CN118134451A (en) | A method and system for intelligently processing equipment failures based on big data | |
| CN103927690A (en) | Remote energy efficiency assessment system and method | |
| CN117388621A (en) | A system and method for segmented line loss diagnosis in low-voltage station areas | |
| CN117369333A (en) | General intelligent control equipment of virtual power plant | |
| CN202275503U (en) | Intelligent terminal of distribution network | |
| CN115549290A (en) | Acquisition method and acquisition system for distributed photovoltaic operation data | |
| CN114062801A (en) | Power failure event quasi-real-time monitoring method and system based on edge calculation |