Visual analysis-based energy management method and system

Abstract

The invention discloses an energy management method and system based on visual analysis. The method comprises the following steps: acquiring energy use data information and historical energy data information; the energy use data information is acquired by the intelligent sensor; the energy use data information comprises a plurality of pieces of energy basic data information; analyzing and processing the energy use data information and the historical energy data information to obtain target energy use information; the target energy use information comprises first target energy information, second target energy information and third target energy information; and performing multi-dimensional visual display on the target energy use information.

Description

Technical Field

[0001] The present invention relates to the field of visualization technology, and in particular to an energy management method and system based on visualization analysis. Background Art

[0002] In the field of modern energy management, with the continuous growth of energy consumption and the increasingly urgent need for energy conservation and emission reduction, traditional energy management models are no longer able to meet the needs of efficient and accurate management. Existing energy management systems typically rely on static data reports or simple charts, lacking the ability to present energy usage in a multi-dimensional and intuitive manner. For example, while traditional energy monitoring systems can record energy consumption data, they are often limited to displaying it in tables or single charts, making it difficult to intuitively reflect energy distribution, usage trends, and anomalies. Furthermore, existing technologies lack spatial visualization capabilities and cannot integrate with Geographic Information System (GIS) maps to conduct regionalized energy usage analysis, making it difficult for managers to quickly locate high-energy-consuming areas or equipment. Furthermore, existing systems lack the ability to update and interact with dynamically changing energy data in real time, making them unable to meet the needs of real-time decision-making. These issues limit the intuitiveness and efficiency of energy management, making it difficult for managers to effectively support the formulation of scientific energy-saving strategies. Therefore, an energy management method and system based on visualization analysis is provided to improve the efficiency of energy visualization analysis, thereby enhancing the intuitiveness and decision-making efficiency of energy management. Summary of the Invention

[0003] The technical problem to be solved by the present invention is to provide an energy management method and system based on visual analysis, which is conducive to improving the efficiency of energy visual analysis, thereby improving the intuitiveness and decision-making efficiency of energy management.

[0004] In order to solve the above technical problems, the first aspect of the embodiment of the present invention discloses an energy management method based on visual analysis, which includes: Obtaining energy usage data information and historical energy data information; the energy usage data information is collected by smart sensors; the energy usage data information includes a number of basic energy data information; Analyzing and processing the energy usage data information and the historical energy data information to obtain target energy usage information; the target energy usage information includes first target energy information, second target energy information, and third target energy information; The target energy usage information is visualized in multiple dimensions.

[0005] A second aspect of an embodiment of the present invention discloses an energy management system based on visual analysis, the system comprising: An acquisition module is used to acquire energy usage data information and historical energy data information; the energy usage data information is collected by smart sensors; the energy usage data information includes a number of basic energy data information; a processing module, configured to analyze and process the energy usage data information and the historical energy data information to obtain target energy usage information; the target energy usage information includes first target energy information, second target energy information, and third target energy information; The display module is used to perform multi-dimensional visual display of the target energy usage information.

[0006] A third aspect of the present invention discloses another energy management system based on visual analysis, the system comprising: a memory storing executable program code; a processor coupled to a memory; The processor calls the executable program code stored in the memory to execute part or all of the steps in the energy management method based on visual analysis disclosed in the first aspect of the embodiment of the present invention.

[0007] The fourth aspect of the present invention discloses a computer-readable storage medium, which stores computer instructions. When the computer instructions are called, they are used to execute some or all of the steps in the energy management method based on visual analysis disclosed in the first aspect of an embodiment of the present invention. BRIEF DESCRIPTION OF THE DRAWINGS

[0008] In order to more clearly illustrate the technical solutions in the embodiments of the present invention, the following briefly introduces the drawings required for use in the description of the embodiments. Obviously, the drawings described below are only some embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without creative work.

[0009] Figure 1 This is a schematic diagram of a scenario of an energy management system based on visual analysis provided by an embodiment of the present invention; Figure 2 This is a flowchart of an energy management method based on visual analysis disclosed in an embodiment of the present invention; Figure 3 This is a schematic diagram of the structure of an energy management system based on visual analysis disclosed in an embodiment of the present invention; Figure 4 is a schematic structural diagram of another energy management system based on visual analysis disclosed in an embodiment of the present invention; Figure 5 This is a schematic diagram of an energy management system disclosed in an embodiment of the present invention. DETAILED DESCRIPTION

[0010] In order to enable those skilled in the art to better understand the solutions of the present invention, the technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the accompanying drawings of the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without making any creative efforts shall fall within the scope of protection of the present invention.

[0011] It should be noted that the terms used in the embodiments of the present application are only for the purpose of describing specific embodiments and are not intended to limit the present application. The singular forms "a," "an," and "the" used in the embodiments of the present application and the appended claims are also intended to include the plural forms unless the context clearly indicates otherwise.

[0012] It should be noted that the terms "first," "second," and the like in the specification and claims of this application and the accompanying drawings are used to distinguish between different objects, rather than to describe a specific order. Furthermore, the terms "including," "having," and any variations thereof, are intended to cover non-exclusive inclusions. For example, a process, method, system, product, or apparatus comprising a series of steps or units is not limited to the listed steps or units, but may optionally include steps or units not listed, or may optionally include other steps or units inherent to such process, method, product, or apparatus.

[0013] References herein to "embodiments" mean that a particular feature, structure, or characteristic described in connection with the embodiments may be included in at least one embodiment of the present invention. The appearance of this phrase in various places in the specification does not necessarily refer to the same embodiment, nor does it constitute a separate or alternative embodiment that is mutually exclusive of other embodiments. It is understood, both explicitly and implicitly, by those skilled in the art that the embodiments described herein may be combined with other embodiments.

[0014] In this application, the word "exemplary" is used to mean "serving as an example, illustration, or illustration." Any embodiment described in this application as "exemplary" is not necessarily to be construed as preferred or advantageous over other embodiments. The following description is given to enable any person skilled in the art to implement and use the present application. In the following description, details are listed for the purpose of explanation. It should be understood that one of ordinary skill in the art can recognize that the present application can be implemented without using these specific details. In other instances, well-known structures and processes are not elaborated in detail to avoid obscuring the description of the present application with unnecessary details. Therefore, the present application is not intended to be limited to the embodiments shown, but is consistent with the widest scope consistent with the principles and features disclosed in this application.

[0015] It should be noted that the term "and / or" used in this application is merely a description of the same field in related objects, indicating that three possible relationships exist. For example, A and / or B can represent: A exists alone, A and B exist simultaneously, and B exists alone. Furthermore, the character " / " in this document generally indicates that the related objects are in an "or" relationship.

[0016] It should be noted that, depending on the context, the word "if" as used herein may be interpreted as "at the time of" or "when" or "in response to determining" or "in response to detecting." Similarly, depending on the context, the phrases "if it is determined" or "if (stated condition or event) is detected" may be interpreted as "when it is determined" or "in response to determining" or "when detecting (stated condition or event)" or "in response to detecting (stated condition or event)."

[0017] It should be noted that, in the description of this application, the terms "center", "up", "down", "front", "back", "left", "right", "vertical", "horizontal", "top", "bottom", "inside", "outside", etc., indicating the orientation or position relationship, are based on the orientation or position relationship shown in the accompanying drawings, and are only for the convenience of describing this application and simplifying the description, and do not indicate or imply that the system or element referred to must have a specific orientation, be constructed and operated in a specific orientation, and therefore cannot be understood as a limitation on this application.

[0018] It should be noted that the term “within the range of…” used in this application includes both end values ​​of the range by default, unless it is specifically stated that an end value is not included. For example, the term “within the range of 1 to 5” includes the two values ​​1 and 5.

[0019] It should be noted that since the method of the embodiment of the present application is executed in a computer device, the processing objects of each computer device exist in the form of data or information. For example, time is actually time information. It can be understood that if size, quantity, position, etc. are mentioned in subsequent embodiments, the corresponding data exist for the computer device to process. The details will not be repeated here.

[0020] It should be noted that the artificial intelligence related technologies that may be involved in this application are briefly described. Artificial Intelligence (AI) is the theory, method, technology and application system that uses digital computers or machines controlled by digital computers to simulate, extend and expand human intelligence, perceive the environment, acquire knowledge and use knowledge to obtain the best results. In other words, artificial intelligence is a comprehensive technology in computer science that attempts to understand the essence of intelligence and produce a new type of intelligent machine that can respond in a similar way to human intelligence. Artificial intelligence is to study the design principles and implementation methods of various intelligent machines, so that machines have the functions of perception, reasoning and decision-making.

[0021] Artificial intelligence (AI) technology is a comprehensive discipline encompassing a wide range of fields, encompassing both hardware and software technologies. Foundational AI technologies generally include sensors, specialized AI chips, cloud computing, distributed storage, big data processing, operating / interaction systems, and mechatronics. AI software technologies primarily encompass computer vision, speech processing, natural language processing, and machine learning / deep learning.

[0022] Computer vision (CV) is the science of making machines "see." Specifically, it refers to machine vision, where cameras and computers replace the human eye in identifying and measuring objects, performing further image processing to transform the computer-generated images into images more suitable for human observation or transmission to instruments for detection. As a scientific discipline, computer vision studies related theories and technologies, attempting to build artificial intelligence systems capable of extracting information from images or multidimensional data. Computer vision technologies typically include image processing, image recognition, image semantic understanding, image retrieval, optical character recognition (OCR), video processing, video semantic understanding, video content / behavior recognition, three-dimensional object reconstruction, 3D technology, virtual reality, augmented reality, simultaneous localization and mapping, and common biometric recognition technologies such as facial recognition and fingerprint recognition.

[0023] Unimodal information is data consisting of only one type, such as text, images, audio, video, or electromagnetic signals. Multimodal information is data that includes at least two types of unimodal information. Furthermore, multimodal information is suitable for complex tasks that require integrating multiple information sources, such as sentiment analysis, robot interaction, and autonomous driving. By integrating information from multiple modalities, higher performance and accuracy can often be achieved on the task.

[0024] The embodiments of the present application provide an energy management method, system, computer device, and computer-readable storage medium based on visual analysis, which are described in detail below.

[0025] See also Figure 1 , Figure 1 This is a schematic diagram of a scenario of an energy management system based on visual analysis provided by an embodiment of the present application. The energy management system based on visual analysis may include a computer device 100, in which an energy management system based on visual analysis is integrated. Figure 1 Computer equipment in.

[0026] In the embodiment of the present application, the computer device 100 is mainly used to obtain energy usage data information and historical energy data information; the energy usage data information is collected by smart sensors; the energy usage data information includes a number of basic energy data information; Analyzing and processing the energy usage data information and the historical energy data information to obtain target energy usage information; the target energy usage information includes first target energy information, second target energy information, and third target energy information; The target energy usage information is visualized in multiple dimensions.

[0027] It can improve the efficiency of energy visualization analysis, thereby improving the intuitiveness and decision-making efficiency of energy management.

[0028] In the embodiments of the present application, the computer device 100 may be an independent server, or a server network or server cluster composed of servers. For example, the computer device 100 described in the embodiments of the present application includes, but is not limited to, a computer, a network host, a single network server, a set of multiple network servers, or a cloud server composed of multiple servers. A cloud server is composed of a large number of computers or network servers based on cloud computing.

[0029] It is understood that the computer device 100 used in the embodiments of the present application can be a device that includes both receiving and transmitting hardware, that is, a device that has receiving and transmitting hardware capable of performing two-way communication over a two-way communication link. Such a device may include: a cellular or other communication device that has a single-line display, a multi-line display, or a cellular or other communication device without a multi-line display. The specific computer device 100 can be a desktop terminal or a mobile terminal. The computer device 100 can also be a mobile phone, a tablet computer, a laptop computer, etc.

[0030] Those skilled in the art will understand that Figure 1 The application environment shown in the figure is only one application scenario of the present application solution and does not constitute a limitation on the application scenario of the present application solution. Other application environments may also include Figure 1 More or fewer computer devices as shown in Figure 1Only one computer device is shown. It is understandable that the energy management system based on visualization analysis may also include one or more other services, which are not specifically limited here.

[0031] In addition, if Figure 1 As shown, the energy management system based on visual analysis may further include a memory 200 for storing data, such as image data, location information, and the like.

[0032] It should be noted that Figure 1 The scenario diagram of the energy management system based on visual analysis shown is only an example. The energy management system based on visual analysis and the scenario described in the embodiment of the present application are intended to more clearly illustrate the technical solution of the embodiment of the present application, and do not constitute a limitation on the technical solution provided by the embodiment of the present application. Ordinary technicians in this field can know that with the evolution of the energy management system based on visual analysis and the emergence of new business scenarios, the technical solution provided by the embodiment of the present application is also applicable to similar technical problems.

[0033] The present invention discloses an energy management method and system based on visual analysis, which is beneficial for improving the efficiency of energy visual analysis, thereby enhancing the intuitiveness and decision-making efficiency of energy management. Detailed descriptions are given below.

[0034] Example 1 See also Figure 2 , Figure 2 This is a flow chart of an energy management method based on visual analysis disclosed in an embodiment of the present invention. Figure 2 The energy management method based on visual analysis described above is applied to a management system, such as a local server or a cloud server for management, and the embodiments of the present invention do not limit this. Figure 2 As shown, the energy management method based on visualization analysis may include the following operations: 101. Obtain energy usage data information and historical energy data information.

[0035] In the embodiment of the present invention, the energy usage data information is collected by an intelligent sensor; the energy usage data information includes a plurality of basic energy data information.

[0036] 102. Analyze and process the energy usage data information and historical energy data information to obtain target energy usage information.

[0037] In the embodiment of the present invention, the target energy usage information includes first target energy information, second target energy information and third target energy information.

[0038] 103. Provide multi-dimensional visualization of target energy usage information.

[0039] like Figure 5 As shown, the energy usage data information collected by the smart sensor is transmitted to the top layer through the data communication of the middle layer and is visualized, which is not limited in the embodiment of the present invention.

[0040] It should be noted that the above-mentioned first target energy information represents the energy consumption of different regions in the current data analysis period, which is not limited in the embodiment of the present invention.

[0041] It should be noted that the second target energy information represents the energy consumption of different energy-consuming devices in the current data analysis period, which is not limited in the embodiment of the present invention.

[0042] It should be noted that the third target energy information represents the energy consumption in different data analysis cycles, which is not limited in the embodiment of the present invention.

[0043] It should be noted that the above-mentioned smart sensors include position sensors, voltage sensors, current sensors, etc., which are not limited in the embodiment of the present invention.

[0044] It can be seen that implementing the energy management method based on visual analysis described in the embodiment of the present invention is conducive to improving the efficiency of energy visual analysis, thereby improving the intuitiveness and decision-making efficiency of energy management.

[0045] In an optional embodiment, the multi-dimensional visualization of target energy usage information includes: Generate a GIS map for the first target energy information in the target energy usage information to obtain an energy GIS map; Generating a heat map for the second target energy information in the target energy usage information to obtain an energy heat map; Generating a trend graph for the third target energy information in the target energy usage information to obtain an energy consumption dynamic trend graph; Provide multi-dimensional visualization of energy GIS maps, energy heat maps and energy consumption dynamic trend maps.

[0046] It should be noted that the above-mentioned GIS map generation for the first target energy information in the target energy usage information is to fuse the energy consumption data of different regions with the geographic space information to form a GIS map, which is not limited in the embodiment of the present invention.

[0047] It should be noted that the heat map of the second target energy information in the target energy usage information is generated by using Matplotlib&Seaborn to generate the heat map, which is not limited in the embodiment of the present invention.

[0048] It should be noted that the generation of a trend chart for the third target energy information in the target energy usage information is to generate a bar chart of the data representing the total energy consumption to represent the energy usage in a graphical manner, which is not limited in the embodiment of the present invention.

[0049] It can be seen that implementing the energy management method based on visual analysis described in the embodiment of the present invention is conducive to improving the efficiency of energy visual analysis, thereby improving the intuitiveness and decision-making efficiency of energy management.

[0050] In another optional embodiment, a multi-dimensional visualization display of the energy GIS map, energy heat map, and energy consumption dynamic trend map is performed, including: Display the energy GIS map in the first display area of ​​the energy management system; The energy heat map is displayed in the second display area of ​​the energy management system; the second display area is set to the right of the first display area; The energy consumption dynamic trend graph is displayed in the third display area of ​​the energy management system; the third display area is set below the first display area; the third display area is set on the left side of the first display area.

[0051] It should be noted that the first display area, the second display area, and the third display area represent front-end display interface areas for displaying charts on the display end of the energy management system, which are not limited in the embodiment of the present invention.

[0052] It should be noted that the first and third display areas are arranged side by side because the energy GIS map and the energy consumption dynamic trend chart can intuitively reflect the regional and overall energy consumption situation, so that users can understand the overall energy consumption situation more directly. The second display area is set to the right of the first and third display areas. This is mainly because the second display area displays the energy consumption of the equipment, which can better reflect the energy consumption of different types of equipment and is more inclined to display energy consumption details. There are many types of equipment, so it is set separately on the right side, which is more convenient for users to grasp and analyze the energy situation. The embodiment of the present invention does not limit this.

[0053] It can be seen that implementing the energy management method based on visual analysis described in the embodiment of the present invention is conducive to improving the efficiency of energy visual analysis, thereby improving the intuitiveness and decision-making efficiency of energy management.

[0054] In yet another optional embodiment, the energy usage data information and the historical energy data information are analyzed and processed to obtain target energy usage information, including: Performing standardization processing on the energy usage data information to obtain first processed energy data information; Based on the first processed energy data information and the historical energy data information, target energy usage information is determined.

[0055] It should be noted that the first processed energy data information includes a number of energy consumption data information; the energy consumption data information includes energy consumption value, energy consumption equipment type, and energy consumption area, which is not limited in the embodiment of the present invention.

[0056] It should be noted that the above historical energy data information represents the total energy consumption information of a historical time period, which is not limited in the embodiment of the present invention.

[0057] In this optional embodiment, as an optional implementation manner, the determining of the target energy usage information based on the first processed energy data information and the historical energy data information includes: Statistically processing energy consumption values ​​according to energy consumption regions of energy consumption data information to obtain first target energy information; Performing statistical processing on energy consumption values ​​according to the energy consumption equipment type of the energy consumption data information to obtain second target energy information; Accumulating and summing the energy consumption values ​​of the energy usage data information to obtain a total energy consumption value; The total energy consumption value and historical energy data are spliced ​​together to obtain the third target energy information.

[0058] It can be seen that implementing the energy management method based on visual analysis described in the embodiment of the present invention is conducive to improving the efficiency of energy visual analysis, thereby improving the intuitiveness and decision-making efficiency of energy management.

[0059] In yet another optional embodiment, the energy usage data information is standardized to obtain first processed energy data information, including: Converting and processing the energy usage data information to obtain energy conversion data information; Performing data cleaning on energy conversion data information to obtain energy cleaning data information; Data alignment processing is performed on the energy cleaning data information to obtain first processed energy data information.

[0060] It should be noted that the above-mentioned conversion processing of energy usage data information is to parse the data collected by the smart sensor and transmitted to the energy management system to obtain decimal data format, which is not limited in the embodiment of the present invention.

[0061] It should be noted that the above-mentioned data cleaning processing of energy conversion data information to obtain energy cleaning data information is based on the consideration that when smart sensors collect energy data, the collected data may be abnormal due to system failures and other reasons, so as to filter out abnormal data in energy usage data, such as filtering missing values ​​in energy usage data, correcting logical errors, etc., thereby ensuring the consistency of energy usage data, improving the quality of energy usage data, and further improving the quality and efficiency of visual analysis of energy data. The embodiments of the present invention are not limited to this.

[0062] It should be noted that the above-mentioned data alignment processing of the energy cleaning data information frames all energy data within the current data analysis cycle (the data analysis cycle can be calculated in hours or days, and the current data analysis cycle represents the most recent data analysis cycle. For example, it is currently 12:10 in the morning, and the data analysis cycle is 2 hours. Then the current data analysis cycle is the period of [10 o'clock, 12 o'clock], which is not limited in the embodiment of the present invention) to ensure that all data are in the same time dimension, which is convenient for statistical analysis of the data. This is not limited in the embodiment of the present invention.

[0063] It can be seen that implementing the energy management method based on visual analysis described in the embodiment of the present invention is conducive to improving the efficiency of energy visual analysis, thereby improving the intuitiveness and decision-making efficiency of energy management.

[0064] In an optional embodiment, the energy usage data information is converted to obtain energy conversion data information, including: Determine target data conversion information based on energy usage data information; The data parsing code corresponding to the target data conversion information is called to parse the energy usage data information to obtain energy conversion data information.

[0065] It should be noted that the target data conversion information represents the code number corresponding to the smart sensor for analyzing the data collected by the smart sensor, which is not limited in the embodiment of the present invention.

[0066] It should be noted that the data parsing code corresponding to the target data conversion information refers to the parsing code stored in the energy management system (which can be a MySQL code, etc.). Each smart sensor corresponds to a data parsing code, and the energy usage data information is parsed by calling the data parsing code corresponding to the target data conversion information to parse the data collected by the smart sensor and transmitted to the energy management system, so as to convert it back into decimal data, which is convenient for subsequent visual analysis and display. The embodiment of the present invention does not limit this.

[0067] It can be seen that implementing the energy management method based on visual analysis described in the embodiment of the present invention is conducive to improving the efficiency of energy visual analysis, thereby improving the intuitiveness and decision-making efficiency of energy management.

[0068] In another optional embodiment, determining target data conversion information based on energy usage data information includes: Obtain conversion number information; conversion number information includes several basic number information; For any energy basic data information in the energy usage data information, the energy basic data information and the basic number information in the conversion number information are calculated and processed using the conversion matching model to obtain conversion matching value information; the conversion matching value information includes a plurality of conversion matching values; Among them, the conversion matching model is: ; Where, Characterize the conversion matching value; and Respectively represent energy basic data information and basic number information; 、 and Respectively represent the first calculation coefficient, the second calculation coefficient and the third calculation coefficient; Using the largest conversion matching value in the conversion matching value information as a backup matching value; Determine whether the backup matching value is greater than or equal to the matching threshold, and obtain a threshold judgment result; When the threshold judgment result is yes, the basic number information corresponding to the backup matching value is used as the target data conversion information; When the threshold judgment result is no, the conversion number information is updated, and the conversion matching model is triggered to calculate and process the energy basic data information and the basic number information in the conversion number information to obtain the conversion matching value information.

[0069] It should be noted that the above basic number information represents the code number for parsing the data collected by the smart sensor, which is stored in the energy management system in the form of a vector, and is not limited in the embodiment of the present invention.

[0070] It should be noted that the above-mentioned first calculation coefficient, second calculation coefficient and third calculation coefficient are values ​​between [0, 1], such as 0, 0.5, 1, etc., and the sum of the three is 1, which is not limited in the embodiment of the present invention.

[0071] It should be noted that the above energy basic data information is represented in the form of vectors, which is not limited in the embodiment of the present invention.

[0072] It should be noted that the above-mentioned conversion matching model can efficiently and more accurately calculate the matching degree between each basic number information and the energy basic data information, thereby more accurately screening out the conversion parsing code that matches the data collected by each smart sensor, thereby realizing accurate parsing of the data collected by the smart sensor, and thus improving the efficiency of visual analysis of energy data. The embodiments of the present invention are not limited to this.

[0073] It should be noted that the above matching threshold is a value between 0.8 and 0.9, such as 0.8, 0.85, and 0.9, which is not limited in the present embodiment. Furthermore, setting such a relatively large threshold is based on the consideration that a sufficient matching safety margin is required to ensure matching accuracy, which is not limited in the present embodiment.

[0074] It should be noted that the aforementioned use of the matching threshold to screen the calculated backup matching value to determine whether it is suitable for parsing the data collected by the smart sensor, thereby ensuring accurate parsing of the basic energy data information, is not limited in this embodiment of the present invention. Furthermore, when the threshold judgment result is negative, the conversion number information is updated to optimize the conversion number information, and then the basic number information is screened again, thereby more accurately achieving accurate parsing of the data collected by the smart sensor, which is not limited in this embodiment of the present invention.

[0075] It should be noted that the above-mentioned update of the conversion number information can be achieved by displaying the information that the backup matching value is less than the matching threshold on the display end of the energy management system, and then through interaction with the user, the user adds new basic number information or modifies and optimizes the existing basic number information to update the conversion number information. The embodiment of the present invention does not limit this.

[0076] It can be seen that implementing the energy management method based on visual analysis described in the embodiment of the present invention is conducive to improving the efficiency of energy visual analysis, thereby improving the intuitiveness and decision-making efficiency of energy management.

[0077] Example 2 See also Figure 3 , Figure 3 This is a schematic diagram of the structure of an energy management system based on visual analysis disclosed in an embodiment of the present invention. Figure 3 The described system can be applied to a management system, such as a local server or a cloud server for management, etc., and the embodiment of the present invention does not limit this. Figure 3 As shown, the system may include: Acquisition module 201 is used to acquire energy usage data information and historical energy data information; the energy usage data information is collected by smart sensors; the energy usage data information includes several basic energy data information; The processing module 202 is used to analyze and process the energy usage data information and the historical energy data information to obtain target energy usage information; the target energy usage information includes first target energy information, second target energy information, and third target energy information; The display module 203 is used to perform multi-dimensional visual display of target energy usage information.

[0078] It can be seen that implementation Figure 3 The described energy management system based on visualization analysis is conducive to improving the efficiency of energy visualization analysis, thereby improving the intuitiveness and decision-making efficiency of energy management.

[0079] In another optional embodiment, Figure 3 As shown, the target energy usage information is visualized in multiple dimensions, including: Generate a GIS map for the first target energy information in the target energy usage information to obtain an energy GIS map; Generating a heat map for the second target energy information in the target energy usage information to obtain an energy heat map; Generating a trend graph for the third target energy information in the target energy usage information to obtain an energy consumption dynamic trend graph; Provide multi-dimensional visualization of energy GIS maps, energy heat maps and energy consumption dynamic trend maps.

[0080] It can be seen that implementation Figure 3 The described energy management system based on visualization analysis is conducive to improving the efficiency of energy visualization analysis, thereby improving the intuitiveness and decision-making efficiency of energy management.

[0081] In another optional embodiment, Figure 3 As shown, the energy GIS map, energy heat map and energy consumption dynamic trend map are displayed in multiple dimensions, including: Display the energy GIS map in the first display area of ​​the energy management system; The energy heat map is displayed in the second display area of ​​the energy management system; the second display area is set to the right of the first display area; The energy consumption dynamic trend graph is displayed in the third display area of ​​the energy management system; the third display area is set below the first display area; the third display area is set on the left side of the first display area.

[0082] It can be seen that implementation Figure 3 The described energy management system based on visualization analysis is conducive to improving the efficiency of energy visualization analysis, thereby improving the intuitiveness and decision-making efficiency of energy management.

[0083] In another optional embodiment, Figure 3 As shown, the energy usage data information and historical energy data information are analyzed and processed to obtain target energy usage information, including: Performing standardization processing on the energy usage data information to obtain first processed energy data information; Based on the first processed energy data information and the historical energy data information, target energy usage information is determined.

[0084] It can be seen that implementation Figure 3 The described energy management system based on visualization analysis is conducive to improving the efficiency of energy visualization analysis, thereby improving the intuitiveness and decision-making efficiency of energy management.

[0085] In another optional embodiment, Figure 3 As shown, the energy usage data information is standardized to obtain first processed energy data information, including: Converting and processing the energy usage data information to obtain energy conversion data information; Performing data cleaning on energy conversion data information to obtain energy cleaning data information; Data alignment processing is performed on the energy cleaning data information to obtain first processed energy data information.

[0086] It can be seen that implementation Figure 3 The described energy management system based on visualization analysis is conducive to improving the efficiency of energy visualization analysis, thereby improving the intuitiveness and decision-making efficiency of energy management.

[0087] In another optional embodiment, Figure 3 As shown, the energy usage data information is converted and processed to obtain energy conversion data information, including: Determine target data conversion information based on energy usage data information; The data parsing code corresponding to the target data conversion information is called to parse the energy usage data information to obtain energy conversion data information.

[0088] It can be seen that implementation Figure 3 The described energy management system based on visualization analysis is conducive to improving the efficiency of energy visualization analysis, thereby improving the intuitiveness and decision-making efficiency of energy management.

[0089] In another optional embodiment, Figure 3 As shown, based on the energy usage data information, target data conversion information is determined, including: Obtain conversion number information; conversion number information includes several basic number information; For any energy basic data information in the energy usage data information, the energy basic data information and the basic number information in the conversion number information are calculated and processed using the conversion matching model to obtain conversion matching value information; the conversion matching value information includes a plurality of conversion matching values; Among them, the conversion matching model is: ; Where, Characterize the conversion matching value; and Respectively represent energy basic data information and basic number information; 、 and Respectively represent the first calculation coefficient, the second calculation coefficient and the third calculation coefficient; Using the largest conversion matching value in the conversion matching value information as a backup matching value; Determine whether the backup matching value is greater than or equal to the matching threshold, and obtain a threshold judgment result; When the threshold judgment result is yes, the basic number information corresponding to the backup matching value is used as the target data conversion information; When the threshold judgment result is no, the conversion number information is updated, and the conversion matching model is triggered to calculate and process the energy basic data information and the basic number information in the conversion number information to obtain the conversion matching value information.

[0090] It can be seen that implementation Figure 3 The described energy management system based on visualization analysis is conducive to improving the efficiency of energy visualization analysis, thereby improving the intuitiveness and decision-making efficiency of energy management.

[0091] Example 3 See also Figure 4 , Figure 4 This is a structural diagram of another energy management system based on visual analysis disclosed in an embodiment of the present invention. Figure 4 The described system can be applied to a management system, such as a local server or a cloud server for management, etc., and the embodiment of the present invention does not limit this. Figure 4 As shown, the system may include: A memory 301 storing executable program code; a processor 302 coupled to the memory 301; The processor 302 calls the executable program code stored in the memory 301 to execute the steps of the energy management method based on visual analysis described in the first embodiment.

[0092] Example 4 An embodiment of the present invention discloses a computer-readable storage medium storing a computer program for electronic data exchange, wherein the computer program enables a computer to execute the steps of the energy management method based on visual analysis described in the first embodiment.

[0093] Example 5 An embodiment of the present invention discloses a computer program product, which includes a non-transitory computer-readable storage medium storing a computer program, and the computer program is operable to enable a computer to execute the steps of the energy management method based on visual analysis described in the first embodiment.

[0094] The system embodiments described above are merely illustrative. Modules described as separate components may or may not be physically separate, and components shown as modules may or may not be physical modules. They may be located in one place or distributed across multiple network modules. Some or all of these modules may be selected based on actual needs to achieve the objectives of this embodiment. Persons of ordinary skill in the art will be able to understand and implement the present invention without inventive effort.

[0095] Through the detailed description of the above embodiments, those skilled in the art will clearly understand that each embodiment can be implemented by means of software plus a necessary general hardware platform, or of course, by means of hardware. Based on this understanding, the above technical solution, in essence, or the portion that contributes to the prior art, can be embodied in the form of a software product. This computer software product can be stored in a computer-readable storage medium, such as a read-only memory (ROM), a random access memory (RAM), a programmable read-only memory (PROM), an erasable programmable read-only memory (EPROM), a one-time programmable read-only memory (OTPROM), an electronically erasable programmable read-only memory (EEPROM), a compact disc read-only memory (CD-ROM), or other optical disk storage, magnetic disk storage, magnetic tape storage, or any other computer-readable medium capable of carrying or storing data.

[0096] Finally, it should be noted that the energy management method and system based on visual analysis disclosed in the embodiments of the present invention are only preferred embodiments of the present invention, and are only used to illustrate the technical solutions of the present invention, rather than to limit them. Although the present invention has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that the technical solutions described in the aforementioned embodiments may still be modified, or some of the technical features thereof may be replaced by equivalents. However, these modifications or replacements do not deviate the essence of the corresponding technical solutions from the spirit and scope of the technical solutions of the various embodiments of the present invention.

Claims

1. An energy management method based on visual analysis, characterized in that: The method comprises: Obtaining energy usage data information and historical energy data information; the energy usage data information is collected by smart sensors; the energy usage data information includes a number of basic energy data information; Analyzing and processing the energy usage data information and the historical energy data information to obtain target energy usage information; the target energy usage information includes first target energy information, second target energy information, and third target energy information; The target energy usage information is visualized in multiple dimensions.

2. The energy management method based on visual analysis according to claim 1, characterized in that: The multi-dimensional visual display of the target energy usage information includes: Generating a GIS map for the first target energy information in the target energy usage information to obtain an energy GIS map; generating a heat map for the second target energy information in the target energy usage information to obtain an energy heat map; Generating a trend graph for the third target energy information in the target energy usage information to obtain an energy consumption dynamic trend graph; The energy GIS map, the energy heat map and the energy consumption dynamic trend map are displayed in a multi-dimensional visual manner.

3. The energy management method based on visual analysis according to claim 2, characterized in that: The multi-dimensional visualization of the energy GIS map, the energy heat map, and the energy consumption dynamic trend map includes: Displaying the energy GIS map in the first display area of ​​the energy management system; Displaying the energy heat map in the second display area of ​​the energy management system; the second display area is set to the right of the first display area; The energy consumption dynamic trend graph is displayed in a third display area of ​​the energy management system; the third display area is arranged below the first display area; the third display area is arranged on the left side of the first display area.

4. The energy management method based on visual analysis according to claim 3, characterized in that: The analyzing and processing the energy usage data information and the historical energy data information to obtain target energy usage information includes: performing standardization processing on the energy usage data information to obtain first processed energy data information; Based on the first processed energy data information and the historical energy data information, target energy usage information is determined.

5. The energy management method based on visual analysis according to claim 4, characterized in that: The step of performing standardization processing on the energy usage data information to obtain first processed energy data information includes: Converting the energy usage data to obtain energy conversion data. performing data cleaning processing on the energy conversion data information to obtain energy cleaning data information; Data alignment processing is performed on the energy cleaning data information to obtain first processed energy data information.

6. The energy management method based on visual analysis according to claim 5, characterized in that: The converting and processing the energy usage data information to obtain energy conversion data information includes: determining target data conversion information based on the energy usage data information; The data parsing code corresponding to the target data conversion information is called to parse and process the energy usage data information to obtain energy conversion data information.

7. The energy management method based on visual analysis according to claim 6, characterized in that: Determining target data conversion information based on the energy usage data information includes: Obtaining conversion number information; the conversion number information includes a number of basic number information; For any of the energy basic data information in the energy usage data information, use a conversion matching model to calculate and process the energy basic data information and the basic number information in the conversion number information to obtain conversion matching value information; the conversion matching value information includes a plurality of conversion matching values; Wherein, the conversion matching model is: ； Where, Characterizing the conversion matching value; and Respectively representing the energy basic data information and the basic number information; 、 and Respectively represent the first calculation coefficient, the second calculation coefficient and the third calculation coefficient; using the largest conversion matching value in the conversion matching value information as a backup matching value; Determine whether the backup matching value is greater than or equal to a matching threshold, and obtain a threshold determination result; When the threshold judgment result is yes, the basic number information corresponding to the backup matching value is used as the target data conversion information; When the threshold judgment result is no, the conversion number information is updated, and the conversion matching model is used to calculate and process the energy basic data information and the basic number information in the conversion number information to obtain conversion matching value information.

8. An energy management system based on visual analysis, characterized in that: The system comprises: An acquisition module is used to acquire energy usage data information and historical energy data information; the energy usage data information is collected by smart sensors; the energy usage data information includes a number of basic energy data information; a processing module, configured to analyze and process the energy usage data information and the historical energy data information to obtain target energy usage information; the target energy usage information includes first target energy information, second target energy information, and third target energy information; The display module is used to perform multi-dimensional visual display of the target energy usage information.

9. An energy management system based on visual analysis, characterized in that: The system comprises: a memory storing executable program code; a processor coupled to the memory; The processor calls the executable program code stored in the memory to execute the energy management method based on visual analysis according to any one of claims 1 to 7.

10. A computer-readable storage medium, characterized in that The computer-readable storage medium stores computer instructions, and when the computer instructions are called, they are used to execute the energy management method based on visual analysis according to any one of claims 1 to 7.

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