CN112016708A - Multi-dimensional data display method and device for intelligent cable - Google Patents
Multi-dimensional data display method and device for intelligent cable Download PDFInfo
- Publication number
- CN112016708A CN112016708A CN202010803441.0A CN202010803441A CN112016708A CN 112016708 A CN112016708 A CN 112016708A CN 202010803441 A CN202010803441 A CN 202010803441A CN 112016708 A CN112016708 A CN 112016708A
- Authority
- CN
- China
- Prior art keywords
- data
- operation monitoring
- graph
- monitoring data
- data association
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
- 238000000034 method Methods 0.000 title claims abstract description 52
- 238000012544 monitoring process Methods 0.000 claims abstract description 342
- 238000002372 labelling Methods 0.000 claims abstract description 65
- 230000015654 memory Effects 0.000 claims description 20
- 238000012549 training Methods 0.000 claims description 8
- 238000010276 construction Methods 0.000 claims description 7
- 238000012423 maintenance Methods 0.000 abstract description 32
- 230000000694 effects Effects 0.000 abstract description 11
- 230000000875 corresponding effect Effects 0.000 description 97
- 230000002159 abnormal effect Effects 0.000 description 16
- 238000007726 management method Methods 0.000 description 13
- 239000002609 medium Substances 0.000 description 10
- 230000008569 process Effects 0.000 description 6
- 230000008859 change Effects 0.000 description 5
- 230000006870 function Effects 0.000 description 5
- 239000003086 colorant Substances 0.000 description 3
- 238000004891 communication Methods 0.000 description 3
- 238000010586 diagram Methods 0.000 description 3
- 230000009286 beneficial effect Effects 0.000 description 2
- 230000005540 biological transmission Effects 0.000 description 2
- 238000013480 data collection Methods 0.000 description 2
- 238000004590 computer program Methods 0.000 description 1
- 230000002596 correlated effect Effects 0.000 description 1
- 238000013500 data storage Methods 0.000 description 1
- 238000001514 detection method Methods 0.000 description 1
- 239000000284 extract Substances 0.000 description 1
- 238000009434 installation Methods 0.000 description 1
- 238000010295 mobile communication Methods 0.000 description 1
- 239000012120 mounting media Substances 0.000 description 1
- 230000003287 optical effect Effects 0.000 description 1
- 238000012545 processing Methods 0.000 description 1
- 230000008707 rearrangement Effects 0.000 description 1
- 239000007787 solid Substances 0.000 description 1
- 238000006467 substitution reaction Methods 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/20—Administration of product repair or maintenance
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/045—Combinations of networks
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/04—Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
- G06Q10/063—Operations research, analysis or management
- G06Q10/0639—Performance analysis of employees; Performance analysis of enterprise or organisation operations
- G06Q10/06393—Score-carding, benchmarking or key performance indicator [KPI] analysis
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q50/00—Systems or methods specially adapted for specific business sectors, e.g. utilities or tourism
- G06Q50/06—Electricity, gas or water supply
Abstract
The embodiment of the application discloses a multi-dimensional data display method and device for an intelligent cable. According to the technical scheme, various operation monitoring data of the intelligent cable are collected in real time, the data association monitoring graph is constructed based on the operation monitoring data and according to the data association relation, and the data association monitoring graph is output and displayed. And comparing the operation monitoring data corresponding to the data association relation with a preset labeling standard, and labeling the operation monitoring data which correspondingly reach the labeling standard on the data association monitoring graph. By adopting the technical means, the multidimensional correlation display of the intelligent cable operation monitoring data can be realized, the monitoring prompt of the intelligent cable is realized by carrying out data annotation on the data correlation monitoring graph, and the operation and maintenance management effect of the intelligent cable is optimized.
Description
Technical Field
The embodiment of the application relates to the technical field of cable monitoring, in particular to a multi-dimensional data display method and device for an intelligent cable.
Background
At present, electrical cables are a common facility for power or information transmission. In order to better monitor the running state of the cable in real time and realize better operation and maintenance effects on the cable, the operation and maintenance setting of the cable tends to be more and more intelligent. The intelligent cable can realize real-time monitoring on parameters such as voltage, current and local current of the cable through detection setting of relevant operation states, and the setting can monitor cable fault data, so that operation management of the cable can be well realized, and the operation and maintenance effects of the cable are optimized.
However, the existing intelligent cable monitoring system is single in displaying various operation monitoring data, and a good operation and maintenance monitoring effect is difficult to achieve based on single operation monitoring data.
Disclosure of Invention
The embodiment of the application provides a method and a device for displaying multidimensional data of an intelligent cable, which can realize multidimensional association display of operation and maintenance monitoring data and optimize the operation and maintenance management effect of the intelligent cable.
In a first aspect, an embodiment of the present application provides a method for displaying multidimensional data of an intelligent cable, including:
collecting various operation monitoring data of the intelligent cable in real time, wherein the operation monitoring data comprise corresponding position number information;
constructing a data association monitoring graph based on the operation monitoring data and according to a set data association relation or a data association relation selected by a user, and outputting and displaying the data association monitoring graph;
and comparing the operation monitoring data corresponding to the data association relation with a preset labeling standard, and labeling the operation monitoring data corresponding to the labeling standard on the data association monitoring graph.
Further, constructing a data association monitoring graph based on the operation monitoring data and according to a set data association relation or a data association relation selected by a user, and outputting and displaying the data association monitoring graph, wherein the data association monitoring graph comprises the following steps:
determining the data types of the corresponding operation monitoring data according to a set data association relation or a data association relation selected by a user;
and extracting each group of operation monitoring data corresponding to the data type in a specified time period, and constructing the data association monitoring graph corresponding to time distribution, wherein each group of operation monitoring data comprises the same position number information and each operation monitoring data corresponding to the data type at the same time point.
Further, the data association monitoring graph is a graph or a bar graph.
Further, comparing the operation monitoring data corresponding to the data association relationship with a preset labeling standard, and labeling the operation monitoring data corresponding to the labeling standard on the data association monitoring graph, including:
extracting each group of operation monitoring data corresponding to the data type in a specified time period based on the data association relation;
comparing each group of the operation monitoring data with a preset labeling standard one by one, and determining the operation monitoring data meeting the labeling standard;
and displaying the operation monitoring data reaching the marking standard on the corresponding position of the data association monitoring graph by using a set display mode, or adding a data mark on the operation monitoring data reaching the marking standard.
Further, the annotation standard comprises a plurality of hierarchical data annotation indexes;
correspondingly, comparing the operation monitoring data corresponding to the data association relationship with a preset labeling standard, and labeling the operation monitoring data corresponding to the labeling standard on the data association monitoring graph, further comprising:
and according to the data labeling indexes of the corresponding grades, which are reached by the operation monitoring data, performing data labeling of the corresponding grades on the data association monitoring graph.
Further, after constructing a data association monitoring graph based on the operation monitoring data and according to a set data association relationship or a data association relationship selected by a user, and outputting and displaying the data association monitoring graph, the method further includes:
and performing data prediction according to the operation monitoring data corresponding to the data association relation to obtain corresponding prediction data, and constructing a prediction graph of the operation monitoring data on the corresponding data association monitoring graph based on the prediction data.
Further, performing data prediction according to the operation monitoring data corresponding to the data association relationship includes:
and performing data prediction based on a preset CNN network prediction model, wherein the CNN network prediction model performs data training construction by taking operation monitoring data of a data type corresponding to the data association relationship as training samples in advance.
Further, the prediction graph corresponds to a graph or a histogram.
Further, after gathering all kinds of operation monitoring data of smart cable in real time, still include:
and marking the collected various operation monitoring data on the corresponding position of the intelligent cable three-dimensional model according to the position number information, and updating and displaying in real time.
Furthermore, according to the position number information, marking the collected various operation monitoring data on the corresponding position of the intelligent cable three-dimensional model, and updating and displaying in real time, including:
comparing the collected various operation monitoring data with a preset data threshold, and if the corresponding operation monitoring data is larger than the data threshold, highlighting the corresponding operation monitoring data at the corresponding position of the intelligent cable three-dimensional model.
In a second aspect, an embodiment of the present application provides a multi-dimensional data display device for a smart cable, including:
the acquisition module is used for acquiring various operation monitoring data of the intelligent cable in real time, wherein the operation monitoring data comprise corresponding position number information;
the display module is used for constructing a data association monitoring graph based on the operation monitoring data according to a set data association relation or a data association relation selected by a user and outputting and displaying the data association monitoring graph;
and the marking module is used for comparing the operation monitoring data corresponding to the data association relation with a preset marking standard and marking the operation monitoring data which correspondingly reach the marking standard on the data association monitoring graph.
Specifically, still include:
and the prediction module is used for predicting data according to the operation monitoring data corresponding to the data association relation to obtain corresponding prediction data, and constructing a prediction graph of the operation monitoring data on the corresponding data association monitoring graph based on the prediction data.
Specifically, still include:
and the marking module is used for marking the collected various operation monitoring data on the corresponding position of the intelligent cable three-dimensional model according to the position number information and carrying out real-time updating and displaying.
In a third aspect, an embodiment of the present application provides an electronic device, including:
a memory and one or more processors;
the memory for storing one or more programs;
when executed by the one or more processors, cause the one or more processors to implement the method for multi-dimensional data presentation for a smart cable of the first aspect.
In a fourth aspect, embodiments of the present application provide a storage medium containing computer-executable instructions for performing the method for multi-dimensional data presentation of a smart cable according to the first aspect when executed by a computer processor.
According to the embodiment of the application, various operation monitoring data of the intelligent cable are collected in real time, the data association monitoring graph is constructed based on the operation monitoring data and according to the data association relation, and the data association monitoring graph is output and displayed. And comparing the operation monitoring data corresponding to the data association relation with a preset labeling standard, and labeling the operation monitoring data which correspondingly reach the labeling standard on the data association monitoring graph. By adopting the technical means, the multidimensional correlation display of the intelligent cable operation monitoring data can be realized, the monitoring prompt of the intelligent cable is realized by carrying out data annotation on the data correlation monitoring graph, and the operation and maintenance management effect of the intelligent cable is optimized.
Drawings
Fig. 1 is a flowchart of a method for displaying multidimensional data of a smart cable according to an embodiment of the present application;
FIG. 2 is a flow chart of construction of a data association monitoring graph in the first embodiment of the present application;
FIG. 3 is a labeling flowchart of a data association monitoring graph in an embodiment of the present application;
fig. 4 is a schematic structural diagram of a multi-dimensional data display device for a smart cable according to a second embodiment of the present application;
fig. 5 is a schematic structural diagram of an electronic device according to a third embodiment of the present application.
Detailed Description
In order to make the objects, technical solutions and advantages of the present application more apparent, specific embodiments of the present application will be described in detail with reference to the accompanying drawings. It is to be understood that the specific embodiments described herein are merely illustrative of the application and are not limiting of the application. It should be further noted that, for the convenience of description, only some but not all of the relevant portions of the present application are shown in the drawings. Before discussing exemplary embodiments in more detail, it should be noted that some exemplary embodiments are described as processes or methods depicted as flowcharts. Although a flowchart may describe the operations (or steps) as a sequential process, many of the operations can be performed in parallel, concurrently or simultaneously. In addition, the order of the operations may be re-arranged. The process may be terminated when its operations are completed, but may have additional steps not included in the figure. The processes may correspond to methods, functions, procedures, subroutines, and the like.
The application provides a multi-dimensional data display method of an intelligent cable, which aims to acquire various operation monitoring data of the intelligent cable in real time and construct a data association monitoring graph of the various operation monitoring data according to corresponding data association relations. In addition, data annotation is carried out on the data association monitoring graph according to a preset annotation standard. Therefore, the display effect of the operation monitoring data can be optimized, operation and maintenance managers can better know the operation conditions of various parameters of the intelligent cable based on the displayed data, the operation and maintenance monitoring of the intelligent cable can be better carried out, and the abnormal conditions of the operation monitoring data can be timely known through data marking. Compared with the traditional intelligent cable operation monitoring system, when the intelligent cable is subjected to operation and maintenance management, the operation and maintenance monitoring data which are collected usually correspond to the operation and maintenance monitoring data, and only a single record is stored. And subsequently, calling the data of the corresponding type according to the requirements of the operation and maintenance personnel for checking. The data display mode is single, and the relation among the running states of the intelligent cable cannot be well displayed. In addition, corresponding to the abnormal data condition, comprehensive annotation prompting cannot be performed, so that the operation and maintenance management effect is relatively poor. Based on the method, the multidimensional data display method of the intelligent cable is provided, and the technical problems that the operation monitoring data display of the existing intelligent cable operation and maintenance system is single, and data abnormity comprehensive prompt is lacked are solved.
The first embodiment is as follows:
fig. 1 is a flowchart of a method for displaying multidimensional data of an intelligent cable according to an embodiment of the present disclosure, where the method for displaying multidimensional data of an intelligent cable provided in this embodiment may be executed by a multidimensional data display device of an intelligent cable, the multidimensional data display device of an intelligent cable may be implemented in a software and/or hardware manner, and the multidimensional data display device of an intelligent cable may be formed by two or more physical entities or may be formed by one physical entity. Generally speaking, the multidimensional data display device of the intelligent cable can be an operation and maintenance management platform of the intelligent cable, a server host and other operation and maintenance management devices.
The following description will be given by taking a multidimensional data display device of an intelligent cable as an example of a main body for executing a multidimensional data display method of an intelligent cable. Referring to fig. 1, the method for displaying the multidimensional data of the intelligent cable specifically includes:
s110, collecting various operation monitoring data of the intelligent cable in real time, wherein the operation monitoring data comprise corresponding position number information.
Specifically, the operation monitoring data may be cable current, cable voltage, cable temperature, ambient temperature, partial discharge monitoring condition, fault data, and the like of the smart cable. The operation monitoring data acquisition cluster of the intelligent cable monitoring system is used for acquiring and monitoring the operation monitoring data acquired by the corresponding sensor in the acquisition cluster. It can be understood that the type, number and installation position of the sensors in the operation monitoring data acquisition cluster can be determined according to the actual cable line arrangement condition, and the application is not limited. And the operation monitoring data can be periodically collected by the data collection cluster according to a set data collection period and uploaded to the multi-dimensional data display equipment of the intelligent cable. The data acquisition cluster comprises monitoring modules corresponding to the intelligent cables and gateways, the gateways are in signal connection with the monitoring modules and used for collecting operation monitoring data uploaded by the monitoring modules and uploading the operation monitoring data to the multi-dimensional data display equipment of the intelligent cables. In this application embodiment, the gateway is as the network relay who connects each intelligent cable monitoring module and this intelligent cable's multidimension degree data display equipment, can gather the operation monitoring data that the monitoring module of the intelligent cable of each different circuit gathered through the gateway.
It should be noted that, corresponding to the collected operation monitoring data, corresponding position number information needs to be included, where the position number information indicates from which position of the smart cable the currently collected operation monitoring data comes. In addition, when monitoring the operation of a plurality of smart cables, the number information of each smart cable needs to be added to the position number information, so as to distinguish which position of which cable the operation monitoring data comes from. Correspondingly, when the multi-dimensional data of the intelligent cable is displayed, the trend of the operation parameters of the intelligent cable at the corresponding position in the current time period and the correlation among the operation parameters are displayed.
And S120, constructing a data association monitoring graph based on the operation monitoring data and according to a set data association relation or a data association relation selected by a user, and outputting and displaying the data association monitoring graph.
Further, based on the collected operation monitoring data, the embodiment of the application constructs a data association monitoring graph based on the data association relation of the operation monitoring data, so that the association between various types of operation monitoring data of the intelligent cable is displayed through the data association monitoring graph. And displaying the change of various operation monitoring data and displaying the association change among the data. Based on the data association monitoring graph, operation and maintenance managers can more accurately determine the time node with abnormal operation. Specifically, referring to fig. 2, the construction process of the data association monitoring graph includes:
s1201, determining the data types of the corresponding multiple operation monitoring data according to a set data association relation or a data association relation selected by a user;
s1202, extracting each group of operation monitoring data corresponding to the data type in a specified time period, and constructing the data association monitoring graph corresponding to time distribution, wherein each group of operation monitoring data comprises the same position number information and each group of operation monitoring data corresponding to the data type at the same time point.
Since the data association monitoring graph is constructed according to the data association relationship, the data association relationship of the operation monitoring data needs to be determined in advance when the data association monitoring graph is constructed. The data association relation of the embodiment of the application is selected by a user in real time or preset. When the data association relation is selected in real time, the multi-dimensional data display device of the intelligent cable displays various operation monitoring data types of the intelligent cable for operation and maintenance management personnel to select, extracts operation monitoring data of corresponding types within a specified time period (such as within 30 minutes) according to two or more types of operation monitoring data selected by the operation and maintenance management personnel, and constructs a data association monitoring graph based on the extracted operation monitoring data. For example, when the data association relationship is the construction of the data association monitoring graph of the cable current and the cable temperature, the operation monitoring data corresponding to the current and the temperature of the intelligent cable, which is acquired within 30 minutes before the operation and maintenance manager, is extracted according to the line number and the position number of the intelligent cable selected by the operation and maintenance manager. Each group of the operation monitoring data comprises the same position number information and each operation monitoring data corresponding to the data type at the same time point. In the acquisition period of each operation monitoring data, the operation monitoring data acquisition cluster acquires a group of operation monitoring data, and the group of operation monitoring data comprises temperature data and current data of the intelligent cable corresponding to the same circuit and the same position under the same time node, so that multiple groups of operation monitoring data acquired within 30 minutes before can be extracted. Furthermore, a set of operation monitoring data is used as a coordinate point, a curve graph is constructed, and a data association monitoring graph of cable current and cable temperature within 30 minutes is obtained. Based on the data, the monitoring graph is correlated, so that the change of the temperature of the cable along with the rise and fall of the current can be determined. In addition, according to actual needs, time parameters can be introduced to construct a space coordinate curve graph of cable current-cable temperature-time, so that the change situation of intelligent cable current and temperature along with time change can be better known.
It should be noted that, in the embodiment of the present application, the data association monitoring graph is a graph or a bar graph. The graphs and histograms may better demonstrate the variation and correlation of the operational monitoring data. In actual use, relevant graphs can be selected according to needs to display operation monitoring data. When the monitoring data is displayed, the operation monitoring data of a certain line or even a corresponding position is displayed according to the selection of a user. And according to actual needs, abnormal part of operation monitoring data can be output and displayed, and abnormal data conditions of a user can be prompted in time.
S130, comparing the operation monitoring data corresponding to the data association relation with a preset labeling standard, and labeling the operation monitoring data corresponding to the labeling standard on the data association monitoring graph.
In addition to displaying the data association monitoring graph corresponding to the operation monitoring data, the embodiment of the application further compares the operation monitoring data with a preset labeling standard to judge whether the data is abnormal or not, and labels the abnormal data so that operation and maintenance managers can know the abnormal conditions of the related operation parameters of the intelligent cable conveniently. It should be noted that the preset labeling standard may be a data index of the corresponding type of operation monitoring data, or may be a labeling standard of integrating two types of operation monitoring data. Taking the cable current-cable temperature data correlation monitoring graph as an example, if a single type of data index is used as a standard, any one of the operation monitoring data of a certain group of cable current and cable temperature exceeds a preset marking standard, and marking the position corresponding to the group of operation monitoring data on the data correlation monitoring graph. If the data indexes of the two types of operation monitoring data are combined to serve as the marking standard, in the operation monitoring data of a certain group of cable current and cable temperature, the two operation monitoring data exceed the corresponding data indexes, and then the operation monitoring data are marked corresponding to the group of operation monitoring data. The data labeling mode can be a mode of highlighting the coordinate points with abnormal data and converting the display size or color of the coordinate points, so that the operation and maintenance manager can be intuitively reminded of the abnormal data.
Specifically, referring to fig. 3, the labeling process of the data association monitoring graph includes:
s1301, extracting each group of operation monitoring data corresponding to the data type in a specified time period based on the data association relation;
s1302, comparing each group of the operation monitoring data with a preset labeling standard one by one, and determining the operation monitoring data meeting the labeling standard;
and S1303, displaying the operation monitoring data meeting the labeling standard on a corresponding position of the data association monitoring graph by using a set display mode, or adding a data mark on the operation monitoring data meeting the labeling standard.
Each group of extracted operation monitoring data is constructed corresponding to the data association monitoring graph, each group of operation monitoring data is compared with the labeling standard one by one, and then the operation monitoring data meeting the labeling standard, namely the operation monitoring data needing to be labeled on the data association monitoring graph, is determined. And displaying the part of the operation monitoring data on the corresponding position of the data association monitoring graph according to the set display mode. The set display mode can adopt the display sizes or colors of different coordinate points to highlight the overproof operation monitoring data. In addition, the operation monitoring data can be highlighted by adding data marks (such as adding star marks on coordinate points).
More specifically, in the embodiment of the present application, the annotation standard includes a plurality of hierarchical data annotation indexes; and according to the data labeling indexes of the corresponding grades, which are reached by the operation monitoring data, performing data labeling of the corresponding grades on the data association monitoring graph. Data annotation indexes of multiple levels are set, and data annotation of data corresponding to the data annotation indexes exceeding standards is carried out on the data association monitoring graph in different forms of annotation styles, so that abnormal conditions of the data can be further detailed and displayed. Taking temperature data as an example, establishing a first-level, a second-level and a third-level marking indexes, wherein the first-level marking index represents that the data is close to abnormal, the second-level marking index represents that the data is abnormal, and the third-level marking index represents that the data is seriously abnormal. And each grade of marking index is the temperature threshold value of the corresponding grade, and when the temperature exceeds the data marking index of a certain grade, data marking is carried out according to the data marking index. Different data standard exceeding conditions can be represented by adopting different display sizes or different colors, so that operation and maintenance managers can more particularly and more intuitively know the abnormal conditions of the current intelligent cable operation monitoring data.
In one embodiment, data prediction is performed according to the operation monitoring data corresponding to the data association relationship to obtain corresponding prediction data, and a prediction graph of the operation monitoring data is constructed on the corresponding data association monitoring graph based on the prediction data.
And predicting the operation monitoring data through a network prediction model of the operation monitoring data, and further displaying the predicted data obtained through prediction on a data association monitoring graph to construct a prediction graph of the predicted data. Specifically, when the operation monitoring data is predicted, the data prediction may be performed based on a preset CNN network prediction model, where the CNN network prediction model performs data training construction in advance by using the operation monitoring data of the data type corresponding to the data association relationship as a training sample. Specifically, taking the network prediction model construction of the temperature-current operation monitoring data as an example, when the CNN network prediction model is constructed, a plurality of groups of temperature-current operation monitoring data are collected as training samples, and model training is performed based on the CNN network. And taking a plurality of groups of temperature-current operation monitoring data in a specified time period as model input, taking temperature-current prediction data as model output, and constructing a network prediction model of the operation monitoring data. And when the data association monitoring graph is constructed subsequently, data prediction is carried out on the operation monitoring data based on the constructed data association monitoring graph, the operation monitoring data are input into a preset CNN network prediction model, and one or more groups of predicted operation monitoring data are output. And constructing a prediction graph on the data association monitoring graph corresponding to the predicted operation monitoring data. The prediction graph corresponds to a curve graph or a histogram, wherein the prediction curve in the corresponding curve graph or the prediction histogram in the histogram needs to be distinguished from the display pattern of the actual operation monitoring data, so that operation and maintenance managers can better distinguish which part of data is monitored in real time and which part is predicted based on the real-time monitoring data.
In addition, in one embodiment, the collected various types of operation monitoring data are marked on the corresponding position of the intelligent cable three-dimensional model according to the position number information, and are updated and displayed in real time. Besides displaying the data association monitoring graph, the multi-dimensional data display equipment of the intelligent cable further displays the three-dimensional model of the intelligent cable, and marks operation monitoring data on the corresponding position of the three-dimensional model. The three-dimensional model of the intelligent cable is constructed according to the pre-collected three-dimensional point cloud data of the intelligent cable. And subsequently, when the operation data is marked, determining the marking position of the operation monitoring data according to the line number and position number information contained in the operation monitoring data, and marking the data corresponding to the position. After that, every time a data acquisition cycle is passed, updating the marking data at the corresponding position of the intelligent cable three-dimensional model based on the newly acquired operation monitoring data. It should be noted that, because a position of the smart cable can collect multiple types of operation monitoring data, when the operation monitoring data is labeled, the data type is further marked, so as to more intuitively display the operation conditions of all aspects of the current smart cable.
Furthermore, when the operation monitoring data of the intelligent cable three-dimensional model is marked, the collected various operation monitoring data are compared with a preset data threshold, and if the corresponding operation monitoring data are larger than the data threshold, the corresponding operation monitoring data are highlighted on the corresponding position of the intelligent cable three-dimensional model. In order to better show the abnormal condition of the operation monitoring data, each operation monitoring data to be marked is compared with a preset data threshold value, and the operation monitoring data exceeding the standard are highlighted. Taking temperature data as an example, presetting a temperature threshold, comparing each collected temperature operation monitoring data with the temperature threshold, and if the exceeding condition occurs, highlighting the temperature operation monitoring data and marking the temperature operation monitoring data at the corresponding position of the intelligent cable three-dimensional model. The operation monitoring data of the highlight marks can be displayed in different colors, display sizes and the like.
Illustratively, when the multidimensional data display equipment of the intelligent cable displays data, the corresponding three-dimensional model is called for display according to the intelligent cable corresponding to the line number and the position number selected by the operation and maintenance manager, and the operation monitoring data of the intelligent cable in the set time period is extracted and marked on the three-dimensional model. On the other hand, a data association monitoring graph is constructed based on the extracted operation monitoring data, and a corresponding prediction graph is constructed on the data association monitoring graph. Therefore, operation and maintenance management personnel can know the real-time operation condition, the multi-dimensional correlation operation condition and the predicted operation condition of the intelligent cable through the data correlation monitoring graph and the three-dimensional model, and a better operation and maintenance management effect is achieved.
The method comprises the steps of collecting various operation monitoring data of the intelligent cable in real time, constructing a data association monitoring graph based on the operation monitoring data and according to the data association relation, and outputting and displaying the data association monitoring graph. And comparing the operation monitoring data corresponding to the data association relation with a preset labeling standard, and labeling the operation monitoring data which correspondingly reach the labeling standard on the data association monitoring graph. By adopting the technical means, the multidimensional correlation display of the intelligent cable operation monitoring data can be realized, the monitoring prompt of the intelligent cable is realized by carrying out data annotation on the data correlation monitoring graph, and the operation and maintenance management effect of the intelligent cable is optimized.
Example two:
on the basis of the foregoing embodiment, fig. 4 is a schematic structural diagram of a multi-dimensional data display device for an intelligent cable according to a second embodiment of the present application. Referring to fig. 4, the multi-dimensional data display device for an intelligent cable provided in this embodiment specifically includes: a collection module 21, a display module 22 and a labeling module 23.
The acquisition module 21 is used for acquiring various operation monitoring data of the intelligent cable in real time, wherein the operation monitoring data comprise corresponding position number information;
the display module 22 is configured to construct a data association monitoring graph based on the operation monitoring data and according to a set data association relationship or a data association relationship selected by a user, and output and display the data association monitoring graph;
the labeling module 23 is configured to compare the operation monitoring data corresponding to the data association relationship with a preset labeling standard, and label the operation monitoring data corresponding to the labeling standard on the data association monitoring graph.
The method comprises the steps of collecting various operation monitoring data of the intelligent cable in real time, constructing a data association monitoring graph based on the operation monitoring data and according to the data association relation, and outputting and displaying the data association monitoring graph. And comparing the operation monitoring data corresponding to the data association relation with a preset labeling standard, and labeling the operation monitoring data which correspondingly reach the labeling standard on the data association monitoring graph. By adopting the technical means, the multidimensional correlation display of the intelligent cable operation monitoring data can be realized, the monitoring prompt of the intelligent cable is realized by carrying out data annotation on the data correlation monitoring graph, and the operation and maintenance management effect of the intelligent cable is optimized.
Specifically, still include:
and the prediction module is used for predicting data according to the operation monitoring data corresponding to the data association relation to obtain corresponding prediction data, and constructing a prediction graph of the operation monitoring data on the corresponding data association monitoring graph based on the prediction data.
And the marking module is used for marking the collected various operation monitoring data on the corresponding position of the intelligent cable three-dimensional model according to the position number information and carrying out real-time updating and displaying.
The multidimensional data display device for the intelligent cable provided by the second embodiment of the application can be used for executing the multidimensional data display method for the intelligent cable provided by the first embodiment of the application, and has corresponding functions and beneficial effects.
Example three:
an embodiment of the present application provides an electronic device, and with reference to fig. 5, the electronic device includes: a processor 31, a memory 32, a communication module 33, an input device 34, and an output device 35. The number of processors in the electronic device may be one or more, and the number of memories in the electronic device may be one or more. The processor, memory, communication module, input device, and output device of the electronic device may be connected by a bus or other means.
The memory 32 is a computer-readable storage medium, and can be used for storing software programs, computer-executable programs, and modules, such as program instructions/modules corresponding to the multidimensional data presentation method for a smart cable according to any embodiment of the present application (for example, the collection module, the presentation module, and the labeling module in the multidimensional data presentation device for a smart cable). The memory can mainly comprise a program storage area and a data storage area, wherein the program storage area can store an operating system and an application program required by at least one function; the storage data area may store data created according to use of the device, and the like. Further, the memory may include high speed random access memory, and may also include non-volatile memory, such as at least one magnetic disk storage device, flash memory device, or other non-volatile solid state storage device. In some examples, the memory may further include memory located remotely from the processor, and these remote memories may be connected to the device over a network. Examples of such networks include, but are not limited to, the internet, intranets, local area networks, mobile communication networks, and combinations thereof.
The communication module 33 is used for data transmission.
The processor 31 executes software programs, instructions and modules stored in the memory, so as to execute various functional applications and data processing of the device, that is, implement the above-mentioned multi-dimensional data presentation method of the smart cable.
The input device 34 may be used to receive entered numeric or character information and to generate key signal inputs relating to user settings and function controls of the apparatus. The output device 35 may include a display device such as a display screen.
The electronic device provided by the embodiment can be used for executing the multi-dimensional data display method of the smart cable provided by the embodiment one, and has corresponding functions and beneficial effects.
Example four:
embodiments of the present application further provide a storage medium containing computer-executable instructions, which when executed by a computer processor, perform a method for multi-dimensional data presentation of a smart cable, the method for multi-dimensional data presentation of a smart cable including: collecting various operation monitoring data of the intelligent cable in real time, wherein the operation monitoring data comprise corresponding position number information; constructing a data association monitoring graph based on the operation monitoring data and according to a set data association relation or a data association relation selected by a user, and outputting and displaying the data association monitoring graph; and comparing the operation monitoring data corresponding to the data association relation with a preset labeling standard, and labeling the operation monitoring data corresponding to the labeling standard on the data association monitoring graph.
Storage medium-any of various types of memory devices or storage devices. The term "storage medium" is intended to include: mounting media such as CD-ROM, floppy disk, or tape devices; computer system memory or random access memory such as DRAM, DDR RAM, SRAM, EDO RAM, Lanbas (Rambus) RAM, etc.; non-volatile memory such as flash memory, magnetic media (e.g., hard disk or optical storage); registers or other similar types of memory elements, etc. The storage medium may also include other types of memory or combinations thereof. In addition, the storage medium may be located in a first computer system in which the program is executed, or may be located in a different second computer system connected to the first computer system through a network (such as the internet). The second computer system may provide program instructions to the first computer for execution. The term "storage medium" may include two or more storage media residing in different locations, e.g., in different computer systems connected by a network. The storage medium may store program instructions (e.g., embodied as a computer program) that are executable by one or more processors.
Of course, the storage medium provided in the embodiments of the present application contains computer-executable instructions, and the computer-executable instructions are not limited to the method for displaying multidimensional data of a smart cable described above, and may also perform related operations in the method for displaying multidimensional data of a smart cable provided in any embodiment of the present application.
The multi-dimensional data display device, the storage medium, and the electronic device of the smart cable provided in the above embodiments may perform the multi-dimensional data display method of the smart cable provided in any embodiment of the present application, and reference may be made to the multi-dimensional data display method of the smart cable provided in any embodiment of the present application without detailed technical details described in the above embodiments.
The foregoing is considered as illustrative of the preferred embodiments of the invention and the technical principles employed. The present application is not limited to the particular embodiments described herein, but is capable of various obvious changes, rearrangements and substitutions as will now become apparent to those skilled in the art without departing from the scope of the invention. Therefore, although the present application has been described in more detail with reference to the above embodiments, the present application is not limited to the above embodiments, and may include other equivalent embodiments without departing from the spirit of the present application, and the scope of the present application is determined by the scope of the claims.
Claims (15)
1. A multi-dimensional data display method of an intelligent cable is characterized by comprising the following steps:
collecting various operation monitoring data of the intelligent cable in real time, wherein the operation monitoring data comprise corresponding position number information;
constructing a data association monitoring graph based on the operation monitoring data and according to a set data association relation or a data association relation selected by a user, and outputting and displaying the data association monitoring graph;
and comparing the operation monitoring data corresponding to the data association relation with a preset labeling standard, and labeling the operation monitoring data corresponding to the labeling standard on the data association monitoring graph.
2. The method for displaying the multi-dimensional data of the intelligent cable according to claim 1, wherein a data association monitoring graph is constructed based on the operation monitoring data and according to a set data association relation or a data association relation selected by a user, and the data association monitoring graph is output and displayed, and the method comprises the following steps:
determining the data types of the corresponding operation monitoring data according to a set data association relation or a data association relation selected by a user;
and extracting each group of operation monitoring data corresponding to the data type in a specified time period, and constructing the data association monitoring graph corresponding to time distribution, wherein each group of operation monitoring data comprises the same position number information and each operation monitoring data corresponding to the data type at the same time point.
3. The method for displaying the multi-dimensional data of the smart cable according to claim 2, wherein the data association monitoring graph is a graph or a bar graph.
4. The method for displaying the multidimensional data of the intelligent cable according to claim 2, wherein the comparing the operation monitoring data corresponding to the data association relation with a preset labeling standard and labeling the operation monitoring data corresponding to the labeling standard on the data association monitoring graph comprises:
extracting each group of operation monitoring data corresponding to the data type in a specified time period based on the data association relation;
comparing each group of the operation monitoring data with a preset labeling standard one by one, and determining the operation monitoring data meeting the labeling standard;
and displaying the operation monitoring data reaching the marking standard on the corresponding position of the data association monitoring graph by using a set display mode, or adding a data mark on the operation monitoring data reaching the marking standard.
5. The method of claim 1, wherein the labeling criteria comprises a plurality of hierarchical data labeling metrics;
correspondingly, comparing the operation monitoring data corresponding to the data association relationship with a preset labeling standard, and labeling the operation monitoring data corresponding to the labeling standard on the data association monitoring graph, further comprising:
and according to the data labeling indexes of the corresponding grades, which are reached by the operation monitoring data, performing data labeling of the corresponding grades on the data association monitoring graph.
6. The method for displaying the multi-dimensional data of the smart cable according to claim 1, wherein after constructing a data association monitoring graph based on the operation monitoring data and according to a set data association relationship or a data association relationship selected by a user and outputting and displaying the data association monitoring graph, the method further comprises:
and performing data prediction according to the operation monitoring data corresponding to the data association relation to obtain corresponding prediction data, and constructing a prediction graph of the operation monitoring data on the corresponding data association monitoring graph based on the prediction data.
7. The method for displaying the multidimensional data of the intelligent cable according to claim 6, wherein the data prediction according to the operation monitoring data corresponding to the data association relationship comprises:
and performing data prediction based on a preset CNN network prediction model, wherein the CNN network prediction model performs data training construction by taking operation monitoring data of a data type corresponding to the data association relationship as training samples in advance.
8. A method for multi-dimensional data presentation of a smart cable according to claim 6, wherein the prediction graph corresponds to a graph or a histogram.
9. The method for displaying the multidimensional data of the intelligent cable according to claim 1, after collecting various kinds of operation monitoring data of the intelligent cable in real time, further comprising:
and marking the collected various operation monitoring data on the corresponding position of the intelligent cable three-dimensional model according to the position number information, and updating and displaying in real time.
10. The method for displaying the multidimensional data of the intelligent cable according to claim 9, wherein the step of marking the collected operation monitoring data at the corresponding position of the three-dimensional model of the intelligent cable according to the position number information and performing real-time update display comprises the steps of:
comparing the collected various operation monitoring data with a preset data threshold, and if the corresponding operation monitoring data is larger than the data threshold, highlighting the corresponding operation monitoring data at the corresponding position of the intelligent cable three-dimensional model.
11. A multidimensional data display device of an intelligent cable is characterized by comprising:
the acquisition module is used for acquiring various operation monitoring data of the intelligent cable in real time, wherein the operation monitoring data comprise corresponding position number information;
the display module is used for constructing a data association monitoring graph based on the operation monitoring data according to a set data association relation or a data association relation selected by a user and outputting and displaying the data association monitoring graph;
and the marking module is used for comparing the operation monitoring data corresponding to the data association relation with a preset marking standard and marking the operation monitoring data which correspondingly reach the marking standard on the data association monitoring graph.
12. The multi-dimensional data presentation device of a smart cable of claim 11, further comprising:
and the prediction module is used for predicting data according to the operation monitoring data corresponding to the data association relation to obtain corresponding prediction data, and constructing a prediction graph of the operation monitoring data on the corresponding data association monitoring graph based on the prediction data.
13. The multi-dimensional data presentation device of a smart cable of claim 11, further comprising:
and the marking module is used for marking the collected various operation monitoring data on the corresponding position of the intelligent cable three-dimensional model according to the position number information and carrying out real-time updating and displaying.
14. An electronic device, comprising:
a memory and one or more processors;
the memory for storing one or more programs;
when executed by the one or more processors, cause the one or more processors to implement a method of multi-dimensional data presentation for a smart cable according to any of claims 1-10.
15. A storage medium containing computer-executable instructions for performing the method of multi-dimensional data presentation of a smart cable according to any one of claims 1-10 when executed by a computer processor.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202010803441.0A CN112016708A (en) | 2020-08-11 | 2020-08-11 | Multi-dimensional data display method and device for intelligent cable |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202010803441.0A CN112016708A (en) | 2020-08-11 | 2020-08-11 | Multi-dimensional data display method and device for intelligent cable |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN112016708A true CN112016708A (en) | 2020-12-01 |
Family
ID=73504657
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN202010803441.0A Pending CN112016708A (en) | 2020-08-11 | 2020-08-11 | Multi-dimensional data display method and device for intelligent cable |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN112016708A (en) |
Cited By (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN112904437A (en) * | 2021-01-14 | 2021-06-04 | 支付宝(杭州)信息技术有限公司 | Detection method and detection device of hidden component based on privacy protection |
| CN113300463A (en) * | 2021-05-12 | 2021-08-24 | 广东新电电力科技有限公司 | Protection control method and device based on intelligent cable plugging device |
| CN113592105A (en) * | 2021-07-01 | 2021-11-02 | 中船澄西船舶修造有限公司 | Drawing method and device of electrical system diagram |
| CN114898938A (en) * | 2022-05-26 | 2022-08-12 | 广州番禺电缆集团有限公司 | Intelligent cable device with temperature monitoring and displaying function |
| CN115331397A (en) * | 2022-06-22 | 2022-11-11 | 广州番禺电缆集团(新兴)有限公司 | Cable water immersion abnormity early warning device and method based on prediction model |
Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN103558818A (en) * | 2013-10-28 | 2014-02-05 | 国家电网公司 | Cable 10kV high voltage ring main unit remote monitoring and control system |
| CN109034521A (en) * | 2018-06-07 | 2018-12-18 | 国电南瑞科技股份有限公司 | A kind of intelligent O&M architecture design method of dispatching of power netwoks control system |
| CN110609198A (en) * | 2019-09-11 | 2019-12-24 | 广东电网有限责任公司 | Operation and maintenance monitoring method for cable line and related equipment |
-
2020
- 2020-08-11 CN CN202010803441.0A patent/CN112016708A/en active Pending
Patent Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN103558818A (en) * | 2013-10-28 | 2014-02-05 | 国家电网公司 | Cable 10kV high voltage ring main unit remote monitoring and control system |
| CN109034521A (en) * | 2018-06-07 | 2018-12-18 | 国电南瑞科技股份有限公司 | A kind of intelligent O&M architecture design method of dispatching of power netwoks control system |
| CN110609198A (en) * | 2019-09-11 | 2019-12-24 | 广东电网有限责任公司 | Operation and maintenance monitoring method for cable line and related equipment |
Cited By (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN112904437A (en) * | 2021-01-14 | 2021-06-04 | 支付宝(杭州)信息技术有限公司 | Detection method and detection device of hidden component based on privacy protection |
| CN112904437B (en) * | 2021-01-14 | 2023-03-24 | 支付宝(杭州)信息技术有限公司 | Detection method and detection device of hidden component based on privacy protection |
| CN113300463A (en) * | 2021-05-12 | 2021-08-24 | 广东新电电力科技有限公司 | Protection control method and device based on intelligent cable plugging device |
| CN113592105A (en) * | 2021-07-01 | 2021-11-02 | 中船澄西船舶修造有限公司 | Drawing method and device of electrical system diagram |
| CN113592105B (en) * | 2021-07-01 | 2023-12-26 | 中船澄西船舶修造有限公司 | Drawing method and device of electrical system diagram |
| CN114898938A (en) * | 2022-05-26 | 2022-08-12 | 广州番禺电缆集团有限公司 | Intelligent cable device with temperature monitoring and displaying function |
| CN115331397A (en) * | 2022-06-22 | 2022-11-11 | 广州番禺电缆集团(新兴)有限公司 | Cable water immersion abnormity early warning device and method based on prediction model |
| CN115331397B (en) * | 2022-06-22 | 2023-11-10 | 广州番禺电缆集团(新兴)有限公司 | Cable flooding abnormity early warning device and method based on prediction model |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| CN112016708A (en) | Multi-dimensional data display method and device for intelligent cable | |
| CN112036610A (en) | Intelligent cable early warning platform and early warning method based on big data analysis | |
| CN112598343B (en) | Risk inspection method, device, equipment and storage medium for data center | |
| CN111104535B (en) | Data management system and data management method | |
| CN109034400B (en) | Transformer substation abnormal measurement data prediction platform system | |
| CN104218679B (en) | A kind of transformer station's remote auto method for inspecting based on remote viewing system | |
| CN104636240B (en) | A kind of acquisition methods and terminal of information report | |
| CN114880884B (en) | Specialized modeling analysis method and system based on digital energy system | |
| JP6871877B2 (en) | Information processing equipment, information processing methods and computer programs | |
| CN109559054B (en) | Electric power engineering construction information processing system | |
| CN112817814A (en) | Abnormity monitoring method, system, storage medium and electronic device | |
| CN116418117A (en) | Equipment detection system for intelligent power grid | |
| KR101953558B1 (en) | Apparatus and Method for Fault Management of Smart Devices | |
| CN106774054A (en) | GIS device analysis system and method based on the identification of complicated unstructured data | |
| CN116131467B (en) | Can monitor controllable thing networking block terminal | |
| CN117110794A (en) | Intelligent diagnosis system and method for cable faults | |
| CN113037593A (en) | Information display method, device and system based on visual platform system | |
| WO2023147731A1 (en) | Abnormal data processing method and apparatus, and electronic device | |
| CN112149770A (en) | Data radio frequency identification display system, method and device of intelligent cable | |
| CN105784937A (en) | Visualization method and system for detection data of gas benzene compounds | |
| CN116108376A (en) | Monitoring system and method for preventing electricity stealing, electronic equipment and medium | |
| CN111950448B (en) | High-voltage isolating switch fault state detection method and device based on machine vision | |
| CN110535972B (en) | Centralized control and communication system, equipment and readable storage medium for platform gas detection equipment | |
| CN112885049A (en) | Intelligent cable early warning system, method and device based on operation data | |
| CN117014817B (en) | Intelligent tour inspection method and system for park equipment based on Internet of things |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination |