Separated guide rail table terminal multi-dimensional data visualization adaptation method and system

Abstract

The invention belongs to the technical field of power monitoring, and relates to a separated guide rail table terminal multi-dimensional data visualization adaptation method and system, and the method comprises the following steps: 1, data acquisition; s2, a step of data preprocessing; step S3: a step of type identification; step S4: a step of layout adaptation; step S5: a step of chart adaptation; step S6, a view synthesis step; step S7, a scheme storage step; step S8, a scheme calling step; s9, manual fine adjustment is carried out; according to the technical scheme, the adaptive chart type is selected in combination with the electrical parameter type characteristics, the time dynamic change trend and the time period comparison condition are visually displayed, meanwhile, the coordinate axis scale and the legend style can be adjusted, the data readability is further improved, and the data interpretation deviation is reduced.

Description

Technical Field

[0001] This invention belongs to the field of power monitoring technology, and specifically relates to a method and system for multi-dimensional data visualization adaptation of a separate guide rail meter terminal. Background Technology

[0002] In industrial power monitoring, separate rail meters need to continuously collect electrical parameters, and their display terminals need to visualize multi-dimensional data to help maintenance personnel grasp the line status in real time and quickly troubleshoot anomalies. In civil power distribution management, the collected electrical parameters reflect the power load, and the data visualization effect directly affects the management efficiency of the property. In new energy scenarios, electrical parameters can assess the stability of power generation equipment, and the terminal needs to clearly present the trend to assist decision-making.

[0003] Existing multi-dimensional data visualization solutions for split-rail meter display terminals have significant shortcomings: The interface layout is fixed, failing to allocate display areas based on the varying importance of voltage, current, and power in different scenarios, leading to the easy overlooking of key parameters; the data presentation format is monotonous, lacking adaptation to dynamic time-sharing and time-segment comparison features in charts, making it difficult to intuitively reflect core information and prone to interpretation bias; furthermore, the lack of a solution storage and rapid retrieval mechanism results in low adaptation efficiency each time, and the absence of reserved manual adjustment permissions fails to meet personalized needs. These are the deficiencies of existing technologies.

[0004] In view of this, it is very necessary to provide a multi-dimensional data visualization adaptation method and system for a split guide rail terminal to solve the above-mentioned defects in the prior art. Summary of the Invention

[0005] The purpose of this invention is to address the shortcomings of the existing technology by providing a method and system for designing a multi-dimensional data visualization adaptation system for a split-type guide rail terminal, thereby solving the aforementioned technical problems.

[0006] To achieve the above objectives, the present invention provides the following technical solution: A method for adapting multi-dimensional data visualization to a split-type guide rail terminal includes the following steps: Step S1, the data acquisition step, in which: Establish a communication connection between the separate guide rail meter and the display terminal to acquire the electrical parameters collected by the separate guide rail meter in real time; Step S2, the data preprocessing step, in which: The electrical parameters obtained in step S1 are preprocessed, including data cleaning and data denoising, to remove abnormal and interfering data from the electrical parameters. Step S3, the type identification step, in which: The preprocessed electrical parameters are identified to determine their specific types; these electrical parameter types include voltage, current, and power. Step S4, the layout adaptation step, in which: Based on the electrical parameter type identified in step S3, the layout of the display terminal's visual interface is adaptively adjusted, the functional display area of ​​the visual interface is divided, and the size of the functional display area is adjusted according to the amount of information displayed corresponding to the electrical parameter type. Step S5, the chart adaptation step, in which: Based on the electrical parameter type identified in step S3, the data presentation format of the display terminal is adaptively switched, and the display parameters of the data presentation format are adjusted, including the coordinate axis scale and legend style of the chart. Step S6, the view composition step, in which: The visual interface layout adjusted in step S4 is combined with the data presentation format switched in step S5 to display the electrical parameters collected by the split guide rail meter on the display terminal. Step S7, the solution storage step, in which: Store the visualization adaptation scheme consisting of the visual interface layout adjusted in step S4 and the data presentation format switched in step S5. Step S8, the step of scheme invocation, in which: When electrical parameters of the same type as those identified in step S3 are identified again, the visualization adaptation scheme stored in step S7 is directly called to display the electrical parameters collected by the split guide rail meter on the display terminal. Step S9, the manual fine-tuning step, in which: It provides a manual adjustment function, allowing users to adjust the adaptive visual interface layout and data presentation format according to their needs.

[0007] Preferably, in step S2, the acquired electrical parameters undergo data cleaning and noise reduction preprocessing, specifically as follows: Data cleaning includes removing null values ​​and extreme values ​​that exceed the preset range from the electrical parameters; data denoising uses a moving average method to remove high-frequency interference data from the electrical parameters.

[0008] Preferably, in step S4, adaptively adjusting the visual interface layout of the display terminal includes: When adaptively adjusting the layout of the display terminal's visual interface, the display elements corresponding to the electrical parameters are assigned to different functional areas of the visual interface according to the importance level of the electrical parameter type. The display elements corresponding to electrical parameters with higher importance levels are assigned to the visual focus area of ​​the visual interface.

[0009] Preferably, in step S4, the importance level of the electrical parameter type is as follows: The importance level of electrical parameters is set according to their application priority in power monitoring scenarios: voltage has a higher importance level than power, and current has a higher importance level than power.

[0010] Preferably, in step S4, the functional display area of ​​the visual interface includes: The visual focus area and the visual coordination area. The visual focus area is located at the center of the display terminal screen; the visual coordination area is located at the edge of the display terminal screen.

[0011] Preferably, in step S5, adaptively switching the data presentation format of the display terminal includes: When adaptively switching the data presentation format of the display terminal, the corresponding chart type is selected according to the characteristics of the electrical parameter type. When the electrical parameter type is voltage, a line chart is selected as the data presentation format; when the electrical parameter type is current, a line chart is selected as the data presentation format; and when the electrical parameter type is power, a bar chart is selected as the data presentation format.

[0012] Preferably, in step S6, the electrical parameters collected by the split-type guide rail meter are displayed on the display terminal, including: When displaying electrical parameters on the display terminal, the acquisition time of the electrical parameters is displayed synchronously. The acquisition time and the corresponding electrical parameter data are displayed in the same functional display area of ​​the visualization interface.

[0013] Preferably, in step S7, storing the visualization adaptation scheme composed of data presentation formats includes: During storage, the electrical parameter types are associated with the corresponding visualization interface layout and data presentation format, forming a table of correspondence between electrical parameter types and visualization adaptation schemes.

[0014] Preferably, in step S9, the user adjusts the adaptive visualization interface layout and data presentation format according to their needs, including: Users can adjust the position and size of the function display area; when adjusting the data presentation format, users can switch chart types and adjust display parameters.

[0015] Furthermore, this invention provides a multi-dimensional data visualization adaptation system for a split-type guide rail terminal, comprising: The data acquisition module contains: Establish a communication connection between the separate guide rail meter and the display terminal to acquire the electrical parameters collected by the separate guide rail meter in real time. The data preprocessing module contains: The electrical parameters acquired by the data acquisition module are preprocessed, including data cleaning and data denoising, to remove abnormal and interfering data from the electrical parameters. The type recognition module contains: The preprocessed electrical parameters are identified to determine their specific types; the electrical parameter types include voltage, current, and power. The layout adaptation module, in which: Based on the electrical parameter type identified by the type recognition module, the layout of the display terminal's visual interface is adaptively adjusted, the functional display area of ​​the visual interface is divided, and the size of the functional display area is adjusted according to the amount of information displayed corresponding to the electrical parameter type. The module for chart adaptation includes: Based on the electrical parameter type identified by the type recognition module, the data presentation format of the display terminal is adaptively switched, and the display parameters of the data presentation format are adjusted, including the coordinate axis scale of the chart and the legend style. The view composition module, in which: By combining the visual interface layout adjusted by the layout adaptation module with the data presentation format switched by the chart adaptation module, the electrical parameters collected by the split guide rail meter are displayed on the display terminal.

[0016] The module that stores the solutions contains: The visualization adaptation scheme, consisting of the visual interface layout after the layout adaptation module is adjusted and the data presentation format after the chart adaptation module is switched, is stored. The module called by the solution contains: When an electrical parameter of the same type as the parameter result identified by the type identification module is identified again, the visualization adaptation scheme stored in the scheme storage module is directly called to display the electrical parameters collected by the split guide rail meter on the display terminal. The module for manual fine-tuning includes: It provides a manual adjustment function, allowing users to adjust the adaptive visual interface layout and data presentation format according to their needs.

[0017] Preferably, the data preprocessing module performs data cleaning and noise reduction preprocessing on the acquired electrical parameters, specifically as follows: Data cleaning includes removing null values ​​and extreme values ​​that exceed the preset range from the electrical parameters; data denoising uses a moving average method to remove high-frequency interference data from the electrical parameters.

[0018] Preferably, the layout adaptation module adaptively adjusts the visual interface layout of the display terminal, including: When adaptively adjusting the layout of the display terminal's visual interface, the display elements corresponding to the electrical parameters are assigned to different functional areas of the visual interface according to the importance level of the electrical parameter type. The display elements corresponding to electrical parameters with higher importance levels are assigned to the visual focus area of ​​the visual interface.

[0019] Preferably, in the layout adaptation module, the importance level of the electrical parameter type is as follows: The importance level of electrical parameters is set according to their application priority in power monitoring scenarios: voltage has a higher importance level than power, and current has a higher importance level than power.

[0020] Preferably, the layout adaptation module includes the following functional display areas for the visual interface: The visual focus area and the visual coordination area. The visual focus area is located at the center of the display terminal screen; the visual coordination area is located at the edge of the display terminal screen.

[0021] Preferably, the chart adaptation module adaptively switches the data presentation format of the display terminal, including: When adaptively switching the data presentation format of the display terminal, the corresponding chart type is selected according to the characteristics of the electrical parameter type. When the electrical parameter type is voltage, a line chart is selected as the data presentation format; when the electrical parameter type is current, a line chart is selected as the data presentation format; and when the electrical parameter type is power, a bar chart is selected as the data presentation format.

[0022] Preferably, in the view synthesis module, the electrical parameters collected by the split guide rail gauge are displayed on the display terminal, including: When displaying electrical parameters on the display terminal, the acquisition time of the electrical parameters is displayed synchronously. The acquisition time and the corresponding electrical parameter data are displayed in the same functional display area of ​​the visualization interface.

[0023] Preferably, the solution storage module stores visualization adaptation solutions composed of data presentation formats, including: During storage, the electrical parameter types are associated with the corresponding visualization interface layout and data presentation format, forming a table of correspondence between electrical parameter types and visualization adaptation schemes.

[0024] Preferably, in the manual fine-tuning module, the user adjusts the adaptive visual interface layout and data presentation format according to their needs, including: Users can adjust the position and size of the function display area; when adjusting the data presentation format, users can switch chart types and adjust display parameters.

[0025] The beneficial effects of this invention are that it can ensure stable communication between the separate guide rail meter and the display terminal, realize the real-time acquisition of electrical parameters, and at the same time, through data cleaning to remove null and extreme value data and noise reduction by moving average method, the accuracy of electrical parameter data is guaranteed, providing a reliable foundation for subsequent visualization. By accurately identifying the type of electrical parameter, the importance level can be set according to the application priority of the electrical parameter in the power monitoring scenario. The corresponding parameter display elements are then assigned to different functional areas of the visualization interface according to the level. Parameters with higher importance levels are assigned to the visual focus area in the center of the screen. The area size is adjusted according to the amount of information displayed, making key parameters easier for maintenance personnel to notice and greatly improving the efficiency of information acquisition. By combining the characteristics of electrical parameter types, appropriate chart types are selected. Voltage and current are displayed using line charts to intuitively show the dynamic trend of changes over time, while power is displayed using bar charts to clearly reflect the comparison of time periods. At the same time, the axis scales and legend styles are adjusted to further improve data readability and reduce data interpretation bias. By associating the stored electrical parameter types with the corresponding visual interface layout and data presentation format, a corresponding relationship table is formed. When collecting the same type of parameters again, the adaptation scheme can be directly called, shortening the adaptation time and improving the adaptation efficiency. The system reserves manual adjustment permissions, allowing users to adjust the position and area of ​​the function display area, switch chart types, and adjust display parameters according to actual needs, meeting the personalized needs of different operation and maintenance scenarios. At the same time, the system displays the collection time in sync with the electrical parameters, and the collection time and the corresponding electrical parameter data are located in the same function display area, which makes it easy for operation and maintenance personnel to trace the data source and improve the value of data application.

[0026] Therefore, it is evident that the present invention has outstanding substantive features and significant progress compared with the prior art, and the beneficial effects of its implementation are also obvious. Attached Figure Description

[0027] To more clearly illustrate the technical solutions in the embodiments of the present invention or the prior art, the drawings used in the description of the embodiments or the prior art will be briefly introduced below. Obviously, the drawings described below are only embodiments of the present invention. For those skilled in the art, other drawings can be obtained based on the provided drawings without creative effort.

[0028] Figure 1 This is a flowchart of a multi-dimensional data visualization adaptation method for a split-type guide rail terminal provided by the present invention.

[0029] Figure 2 This is a schematic diagram of a multi-dimensional data visualization adaptation system for a split-type guide rail terminal provided by the present invention. Detailed Implementation

[0030] The present invention will now be described in detail with reference to the accompanying drawings and specific embodiments. The following embodiments are explanations of the present invention, but the present invention is not limited to the following implementation methods.

[0031] Example 1: like Figure 1 As shown in the figure, this embodiment provides a multi-dimensional data visualization adaptation method for a split-type guide rail terminal, which includes the following steps: Step S1, the data acquisition step, in which: Establish a communication connection between the separate guide rail meter and the display terminal to acquire the electrical parameters collected by the separate guide rail meter in real time; Step S2, the data preprocessing step, in which: The electrical parameters obtained in step S1 are preprocessed, including data cleaning and data denoising, to remove abnormal and interfering data from the electrical parameters. Step S3, the type identification step, in which: The preprocessed electrical parameters are identified to determine their specific types; these electrical parameter types include voltage, current, and power. Step S4, the layout adaptation step, in which: Based on the electrical parameter type identified in step S3, the layout of the display terminal's visual interface is adaptively adjusted, the functional display area of ​​the visual interface is divided, and the size of the functional display area is adjusted according to the amount of information displayed corresponding to the electrical parameter type. Step S5, the chart adaptation step, in which: Based on the electrical parameter type identified in step S3, the data presentation format of the display terminal is adaptively switched, and the display parameters of the data presentation format are adjusted, including the coordinate axis scale and legend style of the chart. Step S6, the view composition step, in which: The visual interface layout adjusted in step S4 is combined with the data presentation format switched in step S5 to display the electrical parameters collected by the split guide rail meter on the display terminal. Step S7, the solution storage step, in which: Store the visualization adaptation scheme consisting of the visual interface layout adjusted in step S4 and the data presentation format switched in step S5. Step S8, the step of scheme invocation, in which: When electrical parameters of the same type as those identified in step S3 are identified again, the visualization adaptation scheme stored in step S7 is directly called to display the electrical parameters collected by the split guide rail meter on the display terminal. Step S9, the manual fine-tuning step, in which: It provides a manual adjustment function, allowing users to adjust the adaptive visual interface layout and data presentation format according to their needs.

[0032] In step S2, the acquired electrical parameters undergo data cleaning and noise reduction preprocessing, specifically as follows: Data cleaning includes removing null values ​​and extreme values ​​that exceed the preset range from the electrical parameters; data denoising uses a moving average method to remove high-frequency interference data from the electrical parameters.

[0033] In step S4, adaptively adjusting the visual interface layout of the display terminal includes: When adaptively adjusting the layout of the display terminal's visual interface, the display elements corresponding to the electrical parameters are assigned to different functional areas of the visual interface according to the importance level of the electrical parameter type. The display elements corresponding to electrical parameters with higher importance levels are assigned to the visual focus area of ​​the visual interface.

[0034] In step S4, the importance level of the electrical parameter type is as follows: The importance level of electrical parameters is set according to their application priority in power monitoring scenarios: voltage has a higher importance level than power, and current has a higher importance level than power.

[0035] In step S4, the functional display area of ​​the visual interface includes: The visual focus area and the visual coordination area. The visual focus area is located at the center of the display terminal screen; the visual coordination area is located at the edge of the display terminal screen.

[0036] In step S5, adaptively switching the data presentation format of the display terminal includes: When adaptively switching the data presentation format of the display terminal, the corresponding chart type is selected according to the characteristics of the electrical parameter type. When the electrical parameter type is voltage, a line chart is selected as the data presentation format; when the electrical parameter type is current, a line chart is selected as the data presentation format; and when the electrical parameter type is power, a bar chart is selected as the data presentation format.

[0037] In step S6, the electrical parameters collected by the split-type guide rail meter are displayed on the display terminal, including: When displaying electrical parameters on the display terminal, the acquisition time of the electrical parameters is displayed synchronously. The acquisition time and the corresponding electrical parameter data are displayed in the same functional display area of ​​the visualization interface.

[0038] In step S7, the visualization adaptation scheme composed of data presentation formats is stored, including: During storage, the electrical parameter types are associated with the corresponding visualization interface layout and data presentation format, forming a table of correspondence between electrical parameter types and visualization adaptation schemes.

[0039] In step S9, the user adjusts the adaptive visualization interface layout and data presentation format according to their needs, including: Users can adjust the position and size of the function display area; when adjusting the data presentation format, users can switch chart types and adjust display parameters.

[0040] Example 2: like Figure 2 As shown in the figure, this embodiment provides a multi-dimensional data visualization adaptation system for a split-type guide rail terminal, including: Module 1 for data acquisition, in which: Establish a communication connection between the separate guide rail meter and the display terminal to acquire the electrical parameters collected by the separate guide rail meter in real time. Module 2 for data preprocessing, in which: The electrical parameters acquired by the data acquisition module 1 are preprocessed, including data cleaning and data denoising, to remove abnormal and interfering data from the electrical parameters. Module 3 for type recognition, in which: The preprocessed electrical parameters are identified to determine their specific types; the electrical parameter types include voltage, current, and power. Module 4, which adapts the layout, contains: Based on the electrical parameter type identified by the type identification module 3, the layout of the display terminal's visual interface is adaptively adjusted, the functional display area of ​​the visual interface is divided, and the size of the functional display area is adjusted according to the amount of information displayed corresponding to the electrical parameter type. Module 5 for chart adaptation, in which: Based on the electrical parameter type identified by the type recognition module 3, the data presentation format of the display terminal is adaptively switched, and the display parameters of the data presentation format are adjusted, including the coordinate axis scale of the chart and the legend style. Module 6 of the view composition module, in which: The layout of the visualization interface adjusted by the layout adaptation module 4 is combined with the data presentation format switched by the chart adaptation module 5 to display the electrical parameters collected by the split guide rail meter on the display terminal.

[0041] The solution is stored in module 7, which contains: The visualization adaptation scheme, consisting of the adjusted visualization interface layout of the layout adaptation module 4 and the switched data presentation format of the chart adaptation module 5, is stored. The solution calls module 8, which contains: When an electrical parameter of the same type as the parameter result identified by the type identification module 3 is identified again, the visualization adaptation scheme stored in the scheme storage module 7 is directly called to display the electrical parameters collected by the split guide rail meter on the display terminal. Module 9, which allows for manual fine-tuning, includes: It provides a manual adjustment function, allowing users to adjust the adaptive visual interface layout and data presentation format according to their needs.

[0042] In the data preprocessing module 2, the acquired electrical parameters undergo data cleaning and noise reduction preprocessing, specifically as follows: Data cleaning includes removing null values ​​and extreme values ​​that exceed the preset range from the electrical parameters; data denoising uses a moving average method to remove high-frequency interference data from the electrical parameters.

[0043] The layout adaptation module 4 adaptively adjusts the visual interface layout of the display terminal, including: When adaptively adjusting the layout of the display terminal's visual interface, the display elements corresponding to the electrical parameters are assigned to different functional areas of the visual interface according to the importance level of the electrical parameter type. The display elements corresponding to electrical parameters with higher importance levels are assigned to the visual focus area of ​​the visual interface.

[0044] In the layout adaptation module 4, the importance level of electrical parameter types is as follows: The importance level of electrical parameters is set according to their application priority in power monitoring scenarios: voltage has a higher importance level than power, and current has a higher importance level than power.

[0045] The layout adaptation module 4 includes the following functional display areas for the visual interface: The visual focus area and the visual coordination area. The visual focus area is located at the center of the display terminal screen; the visual coordination area is located at the edge of the display terminal screen.

[0046] The chart adaptation module 5 adaptively switches the data presentation format of the display terminal, including: When adaptively switching the data presentation format of the display terminal, the corresponding chart type is selected according to the characteristics of the electrical parameter type. When the electrical parameter type is voltage, a line chart is selected as the data presentation format; when the electrical parameter type is current, a line chart is selected as the data presentation format; and when the electrical parameter type is power, a bar chart is selected as the data presentation format.

[0047] In the aforementioned view synthesis module 6, the electrical parameters collected by the split guide rail meter are displayed on the display terminal, including: When displaying electrical parameters on the display terminal, the acquisition time of the electrical parameters is displayed synchronously. The acquisition time and the corresponding electrical parameter data are displayed in the same functional display area of ​​the visualization interface.

[0048] The solution storage module 7 stores visualization adaptation solutions composed of data presentation formats, including: During storage, the electrical parameter types are associated with the corresponding visualization interface layout and data presentation format, forming a table of correspondence between electrical parameter types and visualization adaptation schemes.

[0049] In the aforementioned manual fine-tuning module 9, the user adjusts the adaptive visual interface layout and data presentation format according to their needs, including: Users can adjust the position and size of the function display area; when adjusting the data presentation format, users can switch chart types and adjust display parameters.

[0050] The various embodiments in this specification are described in a progressive manner, with each embodiment focusing on its differences from other embodiments. Similar or identical parts between embodiments can be referred to interchangeably. The methods disclosed in the embodiments are described simply because they correspond to the systems disclosed in the embodiments; relevant details can be found in the method section.

[0051] Those skilled in the art will further recognize that the units and algorithm steps of the various examples described in conjunction with the embodiments disclosed herein can be implemented in electronic hardware, computer software, or a combination of both. To clearly illustrate the interchangeability of hardware and software, the components and steps of the various examples have been generally described in terms of functionality in the foregoing description. Whether these functions are implemented in hardware or software depends on the specific application and design constraints of the technical solution. Those skilled in the art can use different methods to implement the described functions for each specific application, but such implementations should not be considered beyond the scope of this invention.

[0052] In the embodiments provided by this invention, it should be understood that the disclosed systems, methods, and approaches can be implemented in other ways. For example, the system embodiments described above are merely illustrative; for instance, the division of units is only a logical functional division, and in actual implementation, there may be other division methods. For example, multiple units or components may be combined or integrated into another system, or some features may be ignored or not executed. Furthermore, the coupling or direct coupling or communication connection shown or discussed may be through some interfaces; the indirect coupling or communication connection between systems or units may be electrical, mechanical, or other forms.

[0053] The units described as separate components may or may not be physically separate. The components shown as units may or may not be physical units; that is, they may be located in one place or distributed across multiple network units. Some or all of the units can be selected to achieve the purpose of this embodiment according to actual needs.

[0054] In addition, the functional modules in the various embodiments of the present invention can be integrated into one processing unit, or each module can exist physically separately, or two or more modules can be integrated into one unit.

[0055] Similarly, in the various embodiments of the present invention, each processing unit can be integrated into a functional module, or each processing unit can exist physically, or two or more processing units can be integrated into a functional module.

[0056] The steps of the methods or algorithms described in conjunction with the embodiments disclosed herein can be implemented directly by hardware, a software module executed by a processor, or a combination of both. The software module can be located in random access memory (RAM), main memory, read-only memory (ROM), electrically programmable ROM, electrically erasable programmable ROM, registers, hard disk, removable disk, CD-ROM, or any other form of storage medium known in the art.

[0057] Finally, it should be noted that in this document, relational terms such as "first" and "second" are used only to distinguish one entity or operation from another, and do not necessarily require or imply any such actual relationship or order between these entities or operations. Furthermore, the terms "comprising," "including," or any other variations thereof are intended to cover non-exclusive inclusion, such that a process, method, article, or apparatus that comprises a list of elements includes not only those elements but also other elements not expressly listed, or elements inherent to such a process, method, article, or apparatus. Without further limitations, an element defined by the phrase "comprising one..." does not exclude the presence of other identical elements in the process, method, article, or apparatus that includes said element.

[0058] The above-disclosed embodiments are merely preferred embodiments of the present invention, but the present invention is not limited thereto. Any non-creative variations that can be conceived by those skilled in the art, as well as any improvements and modifications made without departing from the principles of the present invention, should fall within the protection scope of the present invention.

Claims

1. A method for multi-dimensional data visualization adaptation of a split-type guide rail terminal, characterized in that, Includes the following steps: Step S1, the data acquisition step, in which: Establish a communication connection between the separate guide rail meter and the display terminal to acquire the electrical parameters collected by the separate guide rail meter in real time; Step S2, the data preprocessing step, in which: The electrical parameters obtained in step S1 are preprocessed, including data cleaning and data denoising, to remove abnormal and interfering data from the electrical parameters. Step S3, the type identification step, in which: The preprocessed electrical parameters are identified to determine their specific types; these electrical parameter types include voltage, current, and power. Step S4, the layout adaptation step, in which: Based on the electrical parameter type identified in step S3, the layout of the display terminal's visual interface is adaptively adjusted, the functional display area of ​​the visual interface is divided, and the size of the functional display area is adjusted according to the amount of information displayed corresponding to the electrical parameter type. Step S5, the chart adaptation step, in which: Based on the electrical parameter type identified in step S3, the data presentation format of the display terminal is adaptively switched, and the display parameters of the data presentation format are adjusted, including the coordinate axis scale and legend style of the chart. Step S6, the view composition step, in which: The visual interface layout adjusted in step S4 is combined with the data presentation format switched in step S5 to display the electrical parameters collected by the split guide rail meter on the display terminal. Step S7, the solution storage step, in which: Store the visualization adaptation scheme consisting of the visual interface layout adjusted in step S4 and the data presentation format switched in step S5. Step S8, the step of scheme invocation, in which: When electrical parameters of the same type as those identified in step S3 are identified again, the visualization adaptation scheme stored in step S7 is directly called to display the electrical parameters collected by the split guide rail meter on the display terminal. Step S9, the manual fine-tuning step, in which: It provides a manual adjustment function, allowing users to adjust the adaptive visual interface layout and data presentation format according to their needs.

2. The multi-dimensional data visualization adaptation method for a split-type guide rail terminal according to claim 1, characterized in that, In step S2, the acquired electrical parameters undergo data cleaning and noise reduction preprocessing, specifically as follows: Data cleaning includes removing null values ​​and extreme values ​​that exceed the preset range from the electrical parameters; data denoising uses a moving average method to remove high-frequency interference data from the electrical parameters.

3. The multi-dimensional data visualization adaptation method for a split-type guide rail terminal according to claim 1, characterized in that, In step S4, adaptively adjusting the visual interface layout of the display terminal includes: When adaptively adjusting the layout of the display terminal's visual interface, the display elements corresponding to the electrical parameters are assigned to different functional areas of the visual interface according to the importance level of the electrical parameter type. The display elements corresponding to electrical parameters with higher importance levels are assigned to the visual focus area of ​​the visual interface.

4. A multi-dimensional data visualization adaptation method for a split-type guide rail terminal according to claim 1 or 3, characterized in that, In step S4, the importance level of the electrical parameter type is as follows: The importance level of electrical parameters is set according to their application priority in power monitoring scenarios: voltage has a higher importance level than power, and current has a higher importance level than power.

5. A multi-dimensional data visualization adaptation method for a split-type guide rail terminal according to claim 1 or 3, characterized in that, In step S4, the functional display area of ​​the visual interface includes: Visual focus area and visual coordination area; the visual focus area is located at the center of the display terminal screen; the visual coordination area is located at the edge of the display terminal screen.

6. The multi-dimensional data visualization adaptation method for a split-type guide rail terminal according to claim 1, characterized in that, In step S5, adaptively switching the data presentation format of the display terminal includes: When adaptively switching the data presentation format of the display terminal, the corresponding chart type is selected according to the characteristics of the electrical parameter type; when the electrical parameter type is voltage, a line chart is selected as the data presentation format; when the electrical parameter type is current, a line chart is selected as the data presentation format; when the electrical parameter type is power, a bar chart is selected as the data presentation format.

7. The multi-dimensional data visualization adaptation method for a split-type guide rail terminal according to claim 1, characterized in that, In step S6, the electrical parameters collected by the split-type guide rail meter are displayed on the display terminal, including: When displaying electrical parameters on the display terminal, the acquisition time of the electrical parameters is displayed synchronously; the acquisition time and the corresponding electrical parameter data are displayed in the same functional display area of ​​the visualization interface.

8. The multi-dimensional data visualization adaptation method for a split-type guide rail terminal according to claim 1, characterized in that, In step S7, the visualization adaptation scheme composed of data presentation formats is stored, including: During storage, the electrical parameter types are associated with the corresponding visualization interface layout and data presentation format, forming a table of correspondence between electrical parameter types and visualization adaptation schemes.

9. The multi-dimensional data visualization adaptation method for a split-type guide rail terminal according to claim 1, characterized in that, In step S9, the user adjusts the adaptive visualization interface layout and data presentation format according to their needs, including: Users can adjust the position and size of the function display area; when adjusting the data presentation format, users can switch chart types and adjust display parameters.

10. A multi-dimensional data visualization adaptation system for a split-type guide rail terminal, characterized in that, include: The data acquisition module contains: Establish a communication connection between the separate guide rail meter and the display terminal to acquire the electrical parameters collected by the separate guide rail meter in real time; The data preprocessing module contains: The electrical parameters acquired by the data acquisition module are preprocessed, including data cleaning and data denoising, to remove abnormal and interfering data from the electrical parameters. The type recognition module contains: The preprocessed electrical parameters are identified to determine their specific types; these electrical parameter types include voltage, current, and power. The layout adaptation module, in which: Based on the electrical parameter type identified by the type recognition module, the layout of the display terminal's visual interface is adaptively adjusted, the functional display area of ​​the visual interface is divided, and the size of the functional display area is adjusted according to the amount of information displayed corresponding to the electrical parameter type. The module for chart adaptation includes: Based on the electrical parameter type identified by the type recognition module, the data presentation format of the display terminal is adaptively switched, and the display parameters of the data presentation format are adjusted, including the coordinate axis scale of the chart and the legend style; The view composition module, in which: The layout of the visualization interface after the layout adaptation module is adjusted is combined with the data presentation format after the chart adaptation module is switched to display the electrical parameters collected by the split guide rail meter on the display terminal. The module that stores the solutions contains: Store the visualization adaptation scheme, which consists of the visual interface layout after the layout adaptation module is adjusted and the data presentation format after the chart adaptation module is switched. The module called by the solution contains: When an electrical parameter of the same type as the parameter result identified by the type identification module is identified again, the visualization adaptation scheme stored in the scheme storage module is directly called to display the electrical parameters collected by the split rail meter on the display terminal. The module for manual fine-tuning includes: It provides a manual adjustment function, allowing users to adjust the adaptive visual interface layout and data presentation format according to their needs.

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