Data analysis method and system of photovoltaic system
By introducing data analysis methods and systems into the photovoltaic system and dynamically adjusting the installation parameters of the photovoltaic module, the problem of low solar energy conversion rate in the existing photovoltaic system is solved, and more efficient solar energy utilization is achieved.
Patent Information
- Application Number
- CN202510305473.0
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-03-14
- Publication Date
- 2025-04-15
- Estimated Expiration
- Not applicable · inactive patent
AI Technical Summary
The existing photovoltaic system cannot be adjusted after installation, resulting in low solar energy conversion rate, and the installation method depends on meteorological information and latitude and longitude, so it cannot effectively adapt to environmental changes.
A data analysis method and system for photovoltaic systems is proposed. By obtaining the initial parameters, historical meteorological information, latitude and longitude information and topographic landform information of photovoltaic panels, it generates a photovoltaic installation plan, including the installation parameters of each photovoltaic module. After installation, the system collects output power, load consumes power and stores power, analyzes the power supply status, and corrects the installation plan according to the power supply status to adjust the installation parameters of the photovoltaic module.
It effectively improves the solar energy conversion rate, dynamically adjusts the installation parameters of the photovoltaic module to adapt to environmental changes, and improves the overall efficiency of the photovoltaic system.
Smart Images

Figure CN119831173A_ABST
Abstract
Description
Technical Field
[0001] The present application relates to the field of information processing technology, and in particular to a data analysis method and system for a photovoltaic system. Background Art
[0002] In the related art, photovoltaic is a power generation system that uses the photovoltaic effect of solar cell semiconductor materials to convert solar radiation energy into electrical energy. At present, the installation information of the corresponding solar cell in photovoltaic is determined based on the meteorological information and longitude and latitude information of the location of photovoltaic, and the photovoltaic panels in photovoltaic are installed at the corresponding position based on the installation information to convert solar energy through photovoltaic panels. However, the solar energy conversion rate corresponding to the photovoltaic panels obtained by this installation method is not high. In addition, once the current photovoltaic module is installed, the photovoltaic module will not be adjusted, so the solar energy conversion rate of the installation area cannot be improved.
[0003] In summary, the technical problems existing in the relevant technologies need to be improved. Summary of the invention
[0004] The main purpose of the embodiments of the present application is to provide a data analysis method and system for a photovoltaic system, which can effectively improve the solar energy conversion rate.
[0005] To achieve the above object, one aspect of an embodiment of the present application provides a data analysis method for a photovoltaic system, the method comprising the following steps: Obtain the initial parameters of the photovoltaic panels, as well as the historical meteorological information, longitude and latitude information, and topographic information of the preset photovoltaic installation area; Generate a photovoltaic installation plan for the preset photovoltaic installation area according to the initial parameters, the historical meteorological information, the longitude and latitude information, and the topographic information, wherein the photovoltaic installation plan includes installation parameters of each photovoltaic module, and the installation parameters include the number of photovoltaic panels in each photovoltaic module and the installation height and installation inclination of each photovoltaic panel; collecting first output electric energy of each photovoltaic module, wherein the photovoltaic modules are installed based on the photovoltaic installation scheme; Obtaining electric energy consumed and stored by the first load; analyzing a power supply state of each of the photovoltaic modules according to the first output power, the first load consumed power, and the stored power; The photovoltaic installation plan of the preset photovoltaic installation area is modified according to the power supply status.
[0006] In some embodiments, generating a photovoltaic installation plan for the preset photovoltaic installation area according to the initial parameters, the historical meteorological information, the longitude and latitude information, and the topographic information includes: Calculate the first conversion efficiency of each photovoltaic panel according to the initial parameters; Build a preset decision model; The first conversion rate, the historical meteorological information, the longitude and latitude information, and the topographic information are input into the preset decision model, and a photovoltaic installation plan for the preset photovoltaic installation area is output.
[0007] In some embodiments, the first conversion rate, the historical meteorological information, the longitude and latitude information, and the topographic information are input into the preset decision model to output a photovoltaic installation plan for the preset photovoltaic installation area, including: Analyzing the light shielding status of the preset photovoltaic installation area according to the latitude and longitude information and the topographic information; Determine the installation height and installation inclination angle of each photovoltaic panel in each photovoltaic module according to the light shielding state and the historical meteorological information; Adjust the first conversion rate according to the installation height and the installation inclination angle to obtain a second conversion rate; The number of photovoltaic panels in each photovoltaic module is determined according to the second conversion rate.
[0008] In some embodiments, obtaining the power consumption of the first load includes: Acquire all load status information in the preset photovoltaic installation area; Determine the target load and the number of loads in the power supply state according to the load state information; Acquiring electric energy parameters of the target load; The electric energy consumed by the first load is calculated according to the electric energy parameter and the number of loads.
[0009] In some embodiments, analyzing the power supply status of each photovoltaic module according to the first output power, the first load consumed power, and the stored power includes: Obtaining a loss coefficient corresponding to the first output electric energy, wherein the loss coefficient is used to characterize the magnitude of electric energy loss when the output end of the photovoltaic module performs electric energy conversion; Calculating a second output electric energy according to the loss coefficient and the first output electric energy; Calculating total consumed electric energy according to the electric energy consumed by the first load and the stored electric energy; The power supply status of each photovoltaic module is determined according to the second output electric energy and the total consumed electric energy.
[0010] In some embodiments, determining the power supply state of each photovoltaic module according to the second output electric energy and the total consumed electric energy includes: When the second output electric energy is greater than or equal to the total consumed electric energy, determining that the power supply state of the corresponding photovoltaic module is in a normal power supply state; When the second output electric energy is less than the total consumed electric energy, it is determined that the power supply state of the corresponding photovoltaic module is in a warning power supply state, and the warning power supply state is used to indicate that there is at least one fault location of the photovoltaic module.
[0011] In some embodiments, determining the power supply state of each photovoltaic module according to the second output power and the total consumed power includes: When the second output electric energy is greater than or equal to the total consumed electric energy, determining that the power supply state of the corresponding photovoltaic module is a stable power supply state; When the second output electric energy is less than the total consumed electric energy, it is determined that the power supply state of the corresponding photovoltaic module is an overload power supply state.
[0012] In some embodiments, the step of modifying the photovoltaic installation scheme of the preset photovoltaic installation area according to the power supply status includes: When the power supply state is an overload power supply state, the number of photovoltaic modules in the photovoltaic installation scheme is adjusted or the number of photovoltaic panels in the photovoltaic modules is adjusted.
[0013] To achieve the above object, another aspect of the embodiment of the present application provides a data analysis system for a photovoltaic system, the system comprising: The first acquisition module is used to acquire the initial parameters of the photovoltaic panels, and to acquire the historical meteorological information, longitude and latitude information, and topographic information of the preset photovoltaic installation area; A generating module, configured to generate a photovoltaic installation scheme for the preset photovoltaic installation area according to the initial parameters, the historical meteorological information, the longitude and latitude information, and the topographic information, wherein the photovoltaic installation scheme includes installation parameters of each photovoltaic module, and the installation parameters include the number of photovoltaic panels in each photovoltaic module and the installation height and installation inclination angle of each photovoltaic panel; A collection module, used for collecting the first output electric energy of each photovoltaic module, wherein the photovoltaic modules are installed based on the photovoltaic installation scheme; A second acquisition module is used to acquire the electric energy consumed and stored by the first load; an analysis module, configured to analyze a power supply state of each of the photovoltaic modules according to the first output electric energy, the first load consumed electric energy and the stored electric energy; A correction module is used to correct the photovoltaic installation plan of the preset photovoltaic installation area according to the power supply status.
[0014] To achieve the above purpose, another aspect of the embodiment of the present application provides a data analysis system for a photovoltaic system, comprising: at least one processor; at least one memory for storing at least one program; When the at least one program is executed by the at least one processor, the at least one processor implements the above method.
[0015] The embodiments of the present application include at least the following beneficial effects: The present application provides a data analysis method and system for a photovoltaic system, which generates a photovoltaic installation plan for a preset photovoltaic installation area based on the initial parameters of the photovoltaic panels, the historical meteorological information, the longitude and latitude information, and the topographic information of the preset photovoltaic installation area, so that the photovoltaics installed in the area can effectively utilize sunlight for electrical energy conversion, thereby improving the solar energy conversion rate. After the photovoltaics are installed, the present solution collects the first output power of each photovoltaic module, obtains the first load consumed power and stored power, and then analyzes the power supply status of each photovoltaic module based on the first output power, the first load consumed power and the stored power, and then corrects the photovoltaic installation plan for the preset photovoltaic installation area based on the power supply status, thereby timely adjusting the photovoltaic modules installed in the area based on the corrected photovoltaic installation plan to further improve the solar energy conversion rate corresponding to the photovoltaics. BRIEF DESCRIPTION OF THE DRAWINGS
[0016] Figure 1 is a flow chart of a data analysis method for a photovoltaic system provided in an embodiment of the present application; Figure 2 The embodiment of this application provides Figure 1 Flow chart of step S120 in FIG. Figure 3 The embodiment of this application provides Figure 2 Flow chart of step S230 in FIG. Figure 4 The embodiment of this application provides Figure 1 Flow chart of step S150 in FIG. Figure 5 It is a structural schematic diagram of a data analysis system for a photovoltaic system provided in an embodiment of the present application. DETAILED DESCRIPTION
[0017] In order to make the purpose, technical solutions and advantages of the present application clearer, the present application is further described in detail below in conjunction with the accompanying drawings and examples. It should be understood that the specific embodiments described herein are only used to explain the present application and are not intended to limit the present application. When the following description refers to the drawings, unless otherwise indicated, the same numbers in different drawings represent the same or similar elements. The embodiments described in the following exemplary embodiments do not represent all embodiments consistent with the embodiments of the present application, they are only examples of systems and methods consistent with some aspects of the embodiments of the present application.
[0018] It is understood that the terms "first", "second", etc. used in this application can be used to describe various concepts in this article, but unless otherwise specified, these concepts are not limited by these terms. These terms are only used to distinguish one concept from another concept. For example, without departing from the scope of the embodiment of the present application, the first information may also be referred to as the second information, and similarly, the second information may also be referred to as the first information. Depending on the context, the words "if" and "if" as used herein can be interpreted as "at the time of" or "when" or "in response to determination".
[0019] The terms "at least one", "multiple", "each", "any", etc. used in this application, at least one includes one, two or more, multiple includes two or more, each refers to each of the corresponding multiple, and any refers to any one of the multiple.
[0020] Unless otherwise defined, all technical and scientific terms used herein have the same meaning as those commonly understood by those skilled in the art to which this application belongs. The terms used herein are only for the purpose of describing the embodiments of this application and are not intended to limit this application.
[0021] In the related technology, photovoltaic is a power generation system that uses the photovoltaic effect of solar cell semiconductor materials to convert solar radiation energy into electrical energy. It is understandable that there are several photovoltaic modules in the photovoltaic system, and each photovoltaic module is provided with several photovoltaic panels, which convert solar energy into electrical energy through photovoltaic panels. At present, the installation information of photovoltaic is determined based on the meteorological information and longitude and latitude information of the location of the photovoltaic, and the photovoltaic installation is performed based on the installation information. However, during the application process of photovoltaics installed in this way, it will be affected by other factors, resulting in a low solar energy conversion rate. In addition, the current photovoltaic modules will not be adjusted once they are installed, so that photovoltaics cannot effectively adapt to the ever-changing influencing factors in the application scenario, and thus cannot improve the solar energy conversion rate in the installation area.
[0022] In view of this, a data analysis method and system for a photovoltaic system are provided in an embodiment of the present application. The present application generates a photovoltaic installation plan for a preset photovoltaic installation area based on the initial parameters of the photovoltaic panels, the historical meteorological information, the longitude and latitude information, and the topographic information of the preset photovoltaic installation area, so that the photovoltaics installed in the area can effectively utilize sunlight for electrical energy conversion, thereby improving the solar energy conversion rate. After the photovoltaics are installed, the present scheme collects the first output power of each photovoltaic module, obtains the first load consumed power and the stored power, and then analyzes the power supply status of each photovoltaic module based on the first output power, the first load consumed power and the stored power, and then corrects the photovoltaic installation plan for the preset photovoltaic installation area based on the power supply status, so as to timely adjust the photovoltaic modules installed in the area based on the corrected photovoltaic installation plan, so as to further improve the solar energy conversion rate corresponding to the photovoltaics.
[0023] The data analysis method for the photovoltaic system provided in the embodiment of the present application relates to the field of information processing technology. The data analysis method for the photovoltaic system provided in the embodiment of the present application can be applied to a terminal, can be applied to a server, or can be software running in a terminal or a server. In some embodiments, the terminal can be a smart phone, a tablet computer, a laptop computer, a desktop computer, a smart speaker, a smart watch, and a car terminal, etc., but is not limited to this; the server side can be configured as an independent physical server, or it can be configured as a server cluster or a distributed system composed of multiple physical servers, and can also be configured to provide cloud services, cloud databases, cloud computing, cloud functions, cloud storage, network services, cloud communications, middleware services, domain name services, security services, CDN, and big data and artificial intelligence platforms and other basic cloud computing services. The server can also be a node server in a blockchain network; the software can be an application that implements the data analysis method for the photovoltaic system, etc., but is not limited to the above forms.
[0024] The present application can be used in many general or special computer system environments or configurations. For example: personal computers, server computers, handheld or portable devices, tablet devices, multiprocessor systems, microprocessor-based systems, set-top boxes, programmable consumer electronics, network PCs, minicomputers, mainframe computers, distributed computing environments including any of the above systems or devices, etc. The present application can be described in the general context of computer-executable instructions executed by a computer, such as program modules. Generally, program modules include routines, programs, objects, components, data structures, etc. that perform specific tasks or implement specific abstract data types. The present application can also be practiced in distributed computing environments, in which tasks are performed by remote processing devices connected through a communication network. In a distributed computing environment, program modules can be located in local and remote computer storage media including storage devices.
[0025] Figure 1 is an optional flow chart of the data analysis method for a photovoltaic system provided in an embodiment of the present application. Figure 1 The method may include but is not limited to steps S110 to S160: Step S110, obtaining initial parameters of the photovoltaic panels, and obtaining historical meteorological information, longitude and latitude information, and topographic information of a preset photovoltaic installation area; Step S120, generating a photovoltaic installation plan for the preset photovoltaic installation area according to the initial parameters, historical meteorological information, longitude and latitude information, and topographic information, wherein the photovoltaic installation plan includes installation parameters of each photovoltaic module, and the installation parameters include the number of photovoltaic panels in each photovoltaic module and the installation height and installation inclination of each photovoltaic panel; Step S130, collecting the first output electric energy of each photovoltaic module, wherein the photovoltaic modules are installed based on a photovoltaic installation plan; Step S140, obtaining the power consumed and stored by the first load; Step S150, analyzing the power supply status of each photovoltaic module according to the first output power, the first load consumed power and the stored power; Step S160: modifying the photovoltaic installation plan of the preset photovoltaic installation area according to the power supply status.
[0026] In the embodiment of the present application, the initial parameters of the photovoltaic panel include but are not limited to the rated conversion power, rated current and rated voltage of the photovoltaic panel. The historical meteorological information may be meteorological information within a preset time period in a preset photovoltaic installation area, and the meteorological information may be weather forecast information or actual meteorological information, such as meteorological information uploaded on a terminal by a person who is familiar with the actual meteorological information in the preset photovoltaic installation area.
[0027] Specifically, the longitude and latitude information and the topographic information can be obtained through relevant geographic software or websites. The longitude and latitude information can affect the radiation angle and radiation intensity of sunlight. The topographic information includes but is not limited to mountain information, vegetation information, building information and other information. Among them, these topographic information can characterize the degree of blocking of sunlight. For example, in an area with many mountains, in order to increase the exposure time and area of sunlight to photovoltaics, photovoltaics can be set on the top of the mountain or on the east side of the mountain.
[0028] In the embodiment of the present application, the photovoltaic installation scheme can be determined by considering the impact of initial parameters, historical meteorological information, longitude and latitude information, and topographic information on the photovoltaic solar energy conversion rate. Specifically, Figure 2As shown, the process of generating a photovoltaic installation plan for a preset photovoltaic installation area based on initial parameters, historical meteorological information, longitude and latitude information, and topographic information includes but is not limited to the following steps: Step S210, calculating the first conversion efficiency of each photovoltaic panel according to the initial parameters; Step S220: constructing a preset decision model; Step S230: input the first conversion rate, historical meteorological information, longitude and latitude information, and topographic information into a preset decision model, and output a photovoltaic installation plan for a preset photovoltaic installation area.
[0029] It can be understood that, assuming that all sunlight in each photovoltaic panel is directly incident on the surface of the photovoltaic panel, and the duration of the solar panel being irradiated by sunlight is the duration of the visible sun in the area, the conversion efficiency of the photovoltaic panel to solar energy is calculated as the first conversion efficiency. The historical meteorological information, longitude and latitude information, and topographic information are all information corresponding to the preset photovoltaic installation area. For example, when it is necessary to install photovoltaics in the area of Township A, the historical meteorological information, longitude and latitude information, and topographic information are all information in the corresponding area of Township A.
[0030] It can be understood that the preset decision model of this embodiment can be a decision model constructed based on the target optimization function after constructing the target optimization function based on the first conversion rate, historical meteorological information, longitude and latitude information and topographic information. The target optimization function is used to calculate the minimum difference between the total power of the preset photovoltaic installation in the preset photovoltaic installation area and the total power of the preset photovoltaic installation under the influence of historical meteorological information, longitude and latitude information and topographic information, and its formula is as follows: ; In the formula, n represents the number of photovoltaic panels in the preset photovoltaic installation, f(x) represents the first conversion rate of a single photovoltaic panel, α represents the influence coefficient of historical meteorological information on the solar energy conversion of photovoltaic panels in the preset photovoltaic installation area; β represents the influence coefficient of longitude and latitude information on the solar energy conversion of photovoltaic panels in the preset photovoltaic installation area; γ represents the influence coefficient of topographic information on the solar energy conversion of photovoltaic panels in the preset photovoltaic installation area.
[0031] It can be seen from the above formula that all the influence coefficients can be determined by consulting historical data and determining the influence of meteorological information, longitude and latitude information or topographic information in historical data on the solar energy conversion of photovoltaic panels. Specifically, the influence process includes but is not limited to the influence of meteorological information, longitude and latitude information or topographic information on multiple photovoltaic panels in different arrangements, installation angles and installation heights. Specifically, when the target optimization function is calculated multiple times to obtain the minimum difference, the number of photovoltaic panels, arrangement, installation angle and installation height determined at this time can be used as the photovoltaic installation plan output by the preset decision model.
[0032] In the embodiments of the present application, Figure 3 As shown, the process of inputting the first conversion rate, historical meteorological information, longitude and latitude information, and topographic information into the preset decision model and outputting a photovoltaic installation plan for the preset photovoltaic installation area includes but is not limited to the following steps: Step S310, analyzing the light shielding status of the preset photovoltaic installation area according to the latitude and longitude information and the topographic information; Step S320, determining the installation height and installation inclination angle of each photovoltaic panel in each photovoltaic module according to the light shielding state and historical meteorological information; Step S330, adjusting the first conversion rate according to the installation height and the installation inclination angle to obtain a second conversion rate; Step S340: Determine the number of photovoltaic panels in each photovoltaic module according to the second conversion rate.
[0033] It can be understood that the sun's irradiation angle and irradiation time to the earth are different in the areas corresponding to different longitude and latitude information, and the topography corresponding to the topography information in these areas will also have a certain impact on the irradiation process of the photovoltaic panel receiving sunlight, and different meteorological information will also affect the radiation angle of sunlight to the photovoltaic panel to a certain extent. Therefore, this embodiment simulates and analyzes the light shielding state of the area according to the longitude and latitude information and the topography information, and then simulates the installation height and installation inclination of each photovoltaic panel in each photovoltaic module based on the light shielding state combined with historical meteorological information, so that the photovoltaic panels installed based on the installation scheme can receive sunlight more effectively. In addition, since the photovoltaic panels are at different installation angles and different installation heights, the solar light conversion rate corresponding to the photovoltaic panels is also different. Therefore, after determining the installation angle and installation height, this embodiment replaces the first conversion rate with the conversion rate of the panel at the installation angle and the installation height to obtain the second conversion rate. Then, based on the second conversion rate, the number of photovoltaic panels in each photovoltaic module is determined, so that the photovoltaic installation scheme obtained by the decision model can be more in line with the actual photovoltaic installation situation in the current area.
[0034] In the embodiment of the present application, after the photovoltaic installation scheme obtained based on the above steps is used for photovoltaic installation, the embodiment can automatically monitor and adjust the photovoltaic throughout the whole process. It can be understood that the embodiment first obtains all the load status information in the preset photovoltaic installation area, determines the target load and the number of loads in the power supply state according to the load status information, and obtains the electric energy parameters of the target load, and then calculates the electric energy consumption of all loads corresponding to the current photovoltaic according to the electric energy parameters and the number of loads as the first load consumption of electric energy. For example, it is assumed that photovoltaic A is connected to loads B1, B2, B3, B4, B5 and B6. Since these loads may be in working state in a certain period of time, they need to consume a certain amount of electric energy; and some loads will not work in a certain period of time, and will not consume electric energy. For example, when load B2 is used as a backup load for load B1, if load B1 can work normally, load B2 can be in a closed state, that is, in a state of not consuming electric energy. Similarly, assuming that load B4 serves as a backup load for load B2 and load B6 serves as a backup load for load B5, based on this assumption and combined with the load status information, it can be determined that the target loads in the preset photovoltaic installation area that are in a power supply state may be load B1, load B3 and load B5, and the corresponding number of loads is 3. Therefore, after obtaining the power parameters of loads B1, load B3 and load B5, the power consumption of each load can be calculated according to the load parameters, and then combined with the number of loads, the total power consumption in the preset photovoltaic installation area can be determined as the first load power consumption.
[0035] In the embodiment of the present application, after obtaining the power consumed and stored by the first load, as Figure 4 As shown, the process of analyzing the power supply status of each photovoltaic module according to the first output power, the first load consumed power and the stored power includes but is not limited to the following steps: Step S410, obtaining a loss coefficient corresponding to the first output electric energy, wherein the loss coefficient is used to characterize the magnitude of electric energy loss when the output end of the photovoltaic module performs electric energy conversion; Step S420, calculating the second output electric energy according to the loss coefficient and the first output electric energy; Step S430, calculating the total consumed electric energy according to the electric energy consumed by the first load and the stored electric energy; Step S440: determining the power supply status of each photovoltaic module according to the second output power and the total consumed power.
[0036] It is understandable that, because the electric energy output by the photovoltaic panel will be affected by various factors when the photovoltaic converts solar energy, the output voltage thereof will be unstable. Therefore, an inverter module can be set at the voltage output end of the photovoltaic panel in advance to convert the output voltage of the photovoltaic panel through the inverter module, so that a stable voltage can be output to the load or storage module, thereby improving the working stability of the circuit. Specifically, when the inverter module performs voltage conversion, there will be a certain loss in the voltage. Therefore, the present embodiment can determine the corresponding loss coefficient according to the type of the inverter module, and calculate the actual output based on the loss coefficient, so that the calculation result can be more in line with the actual situation.
[0037] It can be understood that the first electric energy involved in this embodiment can be the direct output electric energy of the photovoltaic panel or each photovoltaic module; the second electric energy can be the output electric energy of the photovoltaic panel or photovoltaic module after passing through the inverter module, that is, the electric energy after conversion by the inverter. Specifically, after the photovoltaic panel converts sunlight into electric energy, the electric energy can be directly output to the load, or it can be stored through the storage module. Therefore, this embodiment calculates the total electric energy consumption of the corresponding photovoltaic module according to the electric energy consumed by the first load and the stored electric energy, and then determines the power supply status of each photovoltaic module according to the second output electric energy and the total electric energy consumption. Among them, the power supply status includes but is not limited to the normal power supply status, the warning power supply status, the stable power supply status or the overload power supply status.
[0038] It can be understood that in some embodiments, when the second output power is greater than or equal to the total power consumption, it is determined that the power supply state of the corresponding photovoltaic module is in a normal power supply state; when the second output power is less than the total power consumption, it is determined that the power supply state of the corresponding photovoltaic module is in a warning power supply state. Specifically, when the second output power is greater than or equal to the total power consumption, it can be determined that all photovoltaic panels in the corresponding photovoltaic module are in a normal working state, and there is no faulty photovoltaic panel. Therefore, there is no need to adjust the photovoltaic module in this area. When the second output power is less than the total power consumption, it can be determined that there is an abnormally working photovoltaic panel in the photovoltaic module at this time, thereby reducing the total output power of the photovoltaic module. Therefore, fault warning information can be generated to determine the presence of abnormally working photovoltaic panels through the fault warning information. Exemplarily, when it is determined that there is an abnormally working photovoltaic panel in photovoltaic module A, the real-time output power of each photovoltaic panel in photovoltaic module A can be further collected, and then the working state of the corresponding photovoltaic panel can be analyzed through the real-time output power of each photovoltaic panel, and then the photovoltaic installation plan of the preset photovoltaic installation area can be corrected after the specific photovoltaic panel with fault is determined.
[0039] It can be understood that in other embodiments, when the second output electric energy is greater than or equal to the total electric energy consumption, the power supply state of the corresponding photovoltaic module is determined to be a stable power supply state; when the second output electric energy is less than the total electric energy consumption, the power supply state of the corresponding photovoltaic module is determined to be an overload power supply state. Specifically, when the second output electric energy is greater than or equal to the total electric energy consumption, it can be determined that the electric energy converted by the current photovoltaic module can maintain the normal working process of all current loads. When the second output electric energy is less than the total electric energy consumption, although the current photovoltaic module can provide electric energy for all current loads, the electric energy converted by the current photovoltaic module cannot maintain the normal working state of all loads, that is, the current photovoltaic module needs to overload electric energy conversion for a long time to provide electric energy for all loads. Based on this, in order to maintain the stable operation of all loads and delay the normal working process of the photovoltaic module, this embodiment can adjust the number of photovoltaic modules in the photovoltaic installation scheme or the number of photovoltaic panels in the photovoltaic module so that the staff can adjust the installation state of the corresponding photovoltaic according to the adjusted photovoltaic installation scheme, so that the adjusted photovoltaic can convert more electric energy to maintain the stable operation state of all loads.
[0040] Reference Figure 5 , an embodiment of the present application provides a data analysis system for a photovoltaic system, the system comprising: The first acquisition module 510 is used to acquire the initial parameters of the photovoltaic panel, and to acquire the historical meteorological information, longitude and latitude information, and topographic information of the preset photovoltaic installation area; A generating module 520 is used to generate a photovoltaic installation plan for a preset photovoltaic installation area according to initial parameters, historical meteorological information, longitude and latitude information, and topographic information, wherein the photovoltaic installation plan includes installation parameters of each photovoltaic module, and the installation parameters include the number of photovoltaic panels in each photovoltaic module and the installation height and installation inclination of each photovoltaic panel; A collection module 530 is used to collect the first output electric energy of each photovoltaic module, the photovoltaic modules are installed based on the photovoltaic installation plan; The second acquisition module 540 is used to acquire the power consumed and stored by the first load; An analysis module 550, configured to analyze a power supply state of each photovoltaic module according to the first output power, the first load consumed power, and the stored power; The correction module 560 is used to correct the photovoltaic installation plan of the preset photovoltaic installation area according to the power supply status.
[0041] It can be understood that the contents of the above method embodiments are all applicable to the present system embodiments, the functions specifically implemented by the present system embodiments are the same as those of the above method embodiments, and the beneficial effects achieved are also the same as those achieved by the above method embodiments.
[0042] The embodiment of the present application also provides a data analysis system for a photovoltaic system, the system includes a memory and a processor, the memory stores a computer program, and the processor implements the data analysis method for the photovoltaic system when executing the computer program. The system can be any intelligent terminal including a tablet computer, a car computer, etc.
[0043] It can be understood that the contents of the above method embodiments are all applicable to the present system embodiments, the functions specifically implemented by the present system embodiments are the same as those of the above method embodiments, and the beneficial effects achieved are also the same as those achieved by the above method embodiments.
[0044] The embodiments described in the embodiments of the present application are intended to more clearly illustrate the technical solutions of the embodiments of the present application and do not constitute a limitation on the technical solutions provided in the embodiments of the present application. Those skilled in the art will appreciate that with the evolution of technology and the emergence of new application scenarios, the technical solutions provided in the embodiments of the present application are also applicable to similar technical problems.
[0045] Those skilled in the art will appreciate that the technical solutions shown in the figures do not constitute a limitation on the embodiments of the present application, and may include more or fewer steps than shown in the figures, or a combination of certain steps, or different steps.
[0046] The system embodiments described above are merely illustrative, and the units described as separate components may or may not be physically separated, that is, they may be located in one place or distributed on multiple network units. Some or all of the modules may be selected according to actual needs to achieve the purpose of the present embodiment.
[0047] Those skilled in the art will appreciate that all or some of the steps in the methods disclosed above, and the functional modules / units in the systems and devices may be implemented as software, firmware, hardware, or a suitable combination thereof.
[0048] The terms "first", "second", "third", "fourth", etc. (if any) in the specification of the present application and the above-mentioned drawings are used to distinguish similar objects, and are not necessarily used to describe a specific order or sequence. It should be understood that the data used in this way can be interchangeable where appropriate, so that the embodiments of the present application described herein can be implemented in an order other than those illustrated or described herein. In addition, the terms "including" and "having" and any of their variations are intended to cover non-exclusive inclusions, for example, a process, method, system, product or device comprising a series of steps or units is not necessarily limited to those steps or units clearly listed, but may include other steps or units that are not clearly listed or inherent to these processes, methods, products or devices.
[0049] It should be understood that in the present application, "at least one (item)" means one or more, and "plurality" means two or more. "And / or" is used to describe the association relationship of associated objects, indicating that three relationships may exist. For example, "A and / or B" can mean: only A exists, only B exists, and A and B exist at the same time, where A and B can be singular or plural. The character " / " generally indicates that the objects associated before and after are in an "or" relationship. "At least one of the following" or similar expressions refers to any combination of these items, including any combination of single or plural items. For example, at least one of a, b or c can mean: a, b, c, "a and b", "a and c", "b and c", or "a and b and c", where a, b, c can be single or multiple.
[0050] In the several embodiments provided in the present application, it should be understood that the disclosed systems and methods can be implemented in other ways. For example, the system embodiments described above are only schematic. For example, the division of the above units is only a logical function division. There may be other division methods in actual implementation, such as multiple units or components can be combined or integrated into another system, or some features can be ignored or not executed. Another point is that the mutual coupling or direct coupling or communication connection shown or discussed can be through some interfaces, indirect coupling or communication connection of systems or units, which can be electrical, mechanical or other forms.
[0051] The units described above as separate components may or may not be physically separated, and the components shown as units may or may not be physical units, that is, they may be located in one place or distributed on multiple network units. Some or all of the units may be selected according to actual needs to achieve the purpose of the solution of this embodiment.
[0052] In addition, each functional unit in each embodiment of the present application may be integrated into one processing unit, or each unit may exist physically separately, or two or more units may be integrated into one unit. The above-mentioned integrated unit may be implemented in the form of hardware or in the form of software functional units.
[0053] If the integrated unit is implemented in the form of a software functional unit and sold or used as an independent product, it can be stored in a computer-readable storage medium. Based on this understanding, the technical solution of the present application, or the part that contributes to the prior art, or all or part of the technical solution can be embodied in the form of a software product, and the computer software product is stored in a storage medium, including multiple instructions to enable a computer device (which can be a personal computer, server, or network device, etc.) to execute all or part of the steps of the methods of various embodiments of the present application. The aforementioned storage medium includes: U disk, mobile hard disk, read-only memory (Read-Only Memory, referred to as ROM), random access memory (Random Access Memory, referred to as RAM), disk or optical disk and other media that can store programs.
[0054] The preferred embodiments of the present invention are described above with reference to the accompanying drawings, but the scope of the rights of the present invention is not limited thereto. Any modification, equivalent substitution and improvement made by a person skilled in the art without departing from the scope and essence of the present invention should be within the scope of the rights of the present invention.
Claims
1. A data analysis method for a photovoltaic system, characterized in that: The method comprises the following steps: Obtain the initial parameters of the photovoltaic panels, as well as the historical meteorological information, longitude and latitude information, and topographic information of the preset photovoltaic installation area; Generate a photovoltaic installation plan for the preset photovoltaic installation area according to the initial parameters, the historical meteorological information, the longitude and latitude information, and the topographic information, wherein the photovoltaic installation plan includes installation parameters of each photovoltaic module, and the installation parameters include the number of photovoltaic panels in each photovoltaic module and the installation height and installation inclination of each photovoltaic panel; collecting first output electric energy of each photovoltaic module, wherein the photovoltaic modules are installed based on the photovoltaic installation scheme; Obtaining electric energy consumed and stored by the first load; analyzing a power supply state of each of the photovoltaic modules according to the first output power, the first load consumed power, and the stored power; The photovoltaic installation plan of the preset photovoltaic installation area is modified according to the power supply status.
2. The method according to claim 1, characterized in that The generating of the photovoltaic installation plan for the preset photovoltaic installation area according to the initial parameters, the historical meteorological information, the longitude and latitude information and the topographic information includes: Calculate the first conversion efficiency of each photovoltaic panel according to the initial parameters; Build a preset decision model; The first conversion rate, the historical meteorological information, the longitude and latitude information, and the topographic information are input into the preset decision model, and a photovoltaic installation plan for the preset photovoltaic installation area is output.
3. The method according to claim 2, characterized in that The step of inputting the first conversion rate, the historical meteorological information, the longitude and latitude information, and the topographic information into the preset decision model, and outputting a photovoltaic installation plan for the preset photovoltaic installation area, comprises: Analyzing the light shielding status of the preset photovoltaic installation area according to the latitude and longitude information and the topographic information; Determine the installation height and installation inclination angle of each photovoltaic panel in each photovoltaic module according to the light shielding state and the historical meteorological information; Adjust the first conversion rate according to the installation height and the installation inclination angle to obtain a second conversion rate; The number of photovoltaic panels in each photovoltaic module is determined according to the second conversion rate.
4. The method according to claim 1, characterized in that: The obtaining of the electric energy consumed by the first load includes: Acquire all load status information in the preset photovoltaic installation area; Determine the target load and the number of loads in the power supply state according to the load state information; Acquiring electric energy parameters of the target load; The electric energy consumed by the first load is calculated according to the electric energy parameter and the load quantity.
5. The method according to claim 1, characterized in that The analyzing the power supply status of each photovoltaic module according to the first output power, the first load consumed power and the stored power includes: Obtaining a loss coefficient corresponding to the first output electric energy, wherein the loss coefficient is used to characterize the magnitude of electric energy loss when the output end of the photovoltaic module performs electric energy conversion; Calculating a second output electric energy according to the loss coefficient and the first output electric energy; Calculating total consumed electric energy according to the electric energy consumed by the first load and the stored electric energy; The power supply status of each photovoltaic module is determined according to the second output power and the total consumed power.
6. The method according to claim 5, characterized in that The determining the power supply state of each photovoltaic module according to the second output electric energy and the total consumed electric energy includes: When the second output electric energy is greater than or equal to the total consumed electric energy, determining that the power supply state of the corresponding photovoltaic module is in a normal power supply state; When the second output electric energy is less than the total consumed electric energy, it is determined that the power supply state of the corresponding photovoltaic module is in a warning power supply state, and the warning power supply state is used to indicate that there is at least one fault location of the photovoltaic module.
7. The method according to claim 5, characterized in that The determining the power supply state of each photovoltaic module according to the second output electric energy and the total consumed electric energy includes: When the second output electric energy is greater than or equal to the total consumed electric energy, determining that the power supply state of the corresponding photovoltaic module is a stable power supply state; When the second output electric energy is less than the total consumed electric energy, it is determined that the power supply state of the corresponding photovoltaic module is an overload power supply state.
8. The method according to claim 7, characterized in that The step of modifying the photovoltaic installation plan of the preset photovoltaic installation area according to the power supply status includes: When the power supply state is an overload power supply state, the number of photovoltaic modules in the photovoltaic installation scheme is adjusted or the number of photovoltaic panels in the photovoltaic modules is adjusted.
9. A data analysis system for a photovoltaic system, characterized in that: The system comprises: The first acquisition module is used to acquire the initial parameters of the photovoltaic panels, and to acquire the historical meteorological information, longitude and latitude information, and topographic information of the preset photovoltaic installation area; A generating module, configured to generate a photovoltaic installation scheme for the preset photovoltaic installation area according to the initial parameters, the historical meteorological information, the longitude and latitude information, and the topographic information, wherein the photovoltaic installation scheme includes installation parameters of each photovoltaic module, and the installation parameters include the number of photovoltaic panels in each photovoltaic module and the installation height and installation inclination angle of each photovoltaic panel; A collection module, used for collecting the first output electric energy of each photovoltaic module, wherein the photovoltaic modules are installed based on the photovoltaic installation scheme; A second acquisition module is used to acquire the electric energy consumed and stored by the first load; an analysis module, configured to analyze a power supply state of each of the photovoltaic modules according to the first output power, the first load consumed power, and the stored power; A correction module is used to correct the photovoltaic installation plan of the preset photovoltaic installation area according to the power supply status.
10. A data analysis system for a photovoltaic system, characterized in that: include: at least one processor; at least one memory for storing at least one program; When the at least one program is executed by the at least one processor, the at least one processor implements the method according to any one of claims 1 to 8.
Citation Information
Patent Citations
Photovoltaic installation scheme generation system and method, and storage medium
CN114298285A
Household photovoltaic power station scheme generation method and corresponding intelligent design platform
CN115169087A
Photovoltaic panel control method and system for information acquisition
CN118199498A
Planetary gear transmission and robot having the same
KR1020210063195A
Photovoltaic power generation-related information estimation device, system, and method
WO2024190941A1