A lighting equipment management method and device based on mobile terminal
Through the lighting equipment management methods and devices based on mobile terminals, real-time monitoring and adjustment of the working mode of the lighting equipment is solved, the problem of traditional lighting systems lacking intelligent and automated control is improved, the efficiency and reliability of the lighting system are reduced, and energy consumption and maintenance costs are reduced.
Patent Information
- Application Number
- CN202411441947.6
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2024-10-16
- Publication Date
- 2025-03-11
- Estimated Expiration
- 2044-10-16
AI Technical Summary
Traditional lighting systems lack intelligent and automated control, resulting in difficulty in dynamic adjustment of lighting intensity and range, poor compatibility and scalability, low management efficiency, high energy consumption, and insufficient intelligence and informatization levels.
Through the lighting equipment management method and device based on mobile terminals, the operating status and environmental information of the lighting equipment are monitored in real time, and the working mode of the lighting equipment is adjusted to optimize the lighting parameters, so as to realize intelligent adjustment and optimization management of the lighting equipment.
It improves the efficiency and reliability of the lighting system, reduces energy consumption and maintenance costs, and realizes real-time monitoring and intelligent management of lighting equipment.
Smart Images

Figure CN118973040B_ABST
Abstract
Description
Technical Field
[0001] The present application relates to the field of lighting control technology, and in particular to a lighting equipment management method and device based on a mobile terminal. Background Art
[0002] In modern urban lighting management, traditional lighting systems face many challenges and problems, which mainly involve technology, management, energy saving and other aspects.
[0003] 1. Technical issues: Traditional lighting systems may lack intelligent and automated control functions, resulting in the inability to dynamically adjust lighting intensity and range according to actual needs and environmental changes. In addition, old lighting equipment may have compatibility and scalability issues and is difficult to integrate with modern intelligent systems. For example, although the smart light pole system integrates multiple functions, the learning cost is high for small organizations;
[0004] 2. Management efficiency issues: In the management of urban lighting facilities, there is a phenomenon of focusing on construction and neglecting maintenance, which leads to the inability to keep up with the maintenance of lighting facilities, and it is difficult for the lighting rate and lighting effect to maintain normal levels for a long time. At the same time, poor communication mechanisms and lack of effective supervision methods are also common problems in management;
[0005] 3. Energy saving: With the rising energy costs, the energy consumption of lighting systems has received increasing attention. Traditional lighting systems may not use efficient energy-saving technologies and equipment, such as LED lamps and smart sensing devices, resulting in energy waste;
[0006] 4. Insufficient intelligence and information level: With the development of smart cities, higher requirements are placed on the intelligent and information management of lighting systems. However, the existing system may not fully utilize modern information technologies such as big data and cloud computing, resulting in low management efficiency and service quality. Summary of the invention
[0007] In view of this, the present application provides a lighting equipment management method and device based on a mobile terminal to improve the efficiency and reliability of the lighting system and reduce energy consumption and maintenance costs.
[0008] In a first aspect, the present application provides a lighting equipment management method based on a mobile terminal, which is applied to a lighting equipment management platform, wherein the lighting equipment management platform is connected to a base station management platform and an intelligent traffic management platform, and the method comprises:
[0009] Performing real-time monitoring on the lighting device, determining the operating time and device operating parameters of the lighting device, and determining the health value of the lighting device according to the operating time and device operating parameters, wherein the device operating parameters include voltage value, current value and temperature value;
[0010] Determine a target lighting area of the lighting device, determine a target mobile communication base station of the lighting area through the base station management platform, and after determining terminal information of a mobile terminal connected to the target mobile communication base station, determine crowd flow information of the lighting area according to the terminal information, wherein the terminal information includes the number of the mobile terminals;
[0011] Determine the traffic flow information of the lighting area of the lighting equipment through the intelligent traffic management platform, and determine the environmental information of the target lighting area;
[0012] The lighting parameters of the lighting equipment are determined according to the health value, the pedestrian flow information, the vehicle flow information and the environmental information, and then the working mode of the lighting equipment is adjusted according to the lighting parameters, wherein the working mode includes energy saving, normal, overload and off.
[0013] Optionally, determining the health value of the lighting device according to the operating time and the device operating parameters includes:
[0014] Determine the detection information of the lighting device through the operating time and the device operating parameters;
[0015] The detection information is preprocessed and feature extracted to obtain target feature data of the lighting device, and the target feature data is input into a pre-trained health value estimation model, and then the health value of the lighting device is generated by the health value estimation model.
[0016] Optionally, the terminal information further includes detailed device information of the mobile terminal, and the determining of the flow of people information of the lighting area according to the number of terminals includes:
[0017] Determine whether the mobile terminal is a resident device of the target mobile communication base station through the device detailed information, and delete the mobile terminal determined as a resident device from the terminal information to obtain first terminal information;
[0018] Determine the holder information of the mobile terminal according to the device detailed information, and perform deduplication processing on the first terminal information according to the holder information to obtain second terminal information;
[0019] The crowd flow information of the lighting area is determined according to the number of terminals in the second terminal information.
[0020] Optionally, the determining the lighting parameters of the lighting equipment according to the health value, the pedestrian flow information, the vehicle flow information and the environmental information includes:
[0021] The health value, pedestrian flow information, vehicle flow information and environmental information are standardized according to preset processing conditions to obtain a first parameter value corresponding to the health value, a second parameter value corresponding to the pedestrian flow information, a third parameter value corresponding to the vehicle flow information and a fourth parameter value corresponding to the environmental information, and the lighting parameters are determined according to the first, second, third and fourth parameter values.
[0022] Optionally, adjusting the working mode of the lighting device according to the lighting parameter includes:
[0023] Preset the lighting parameter thresholds L-saving, L-normal and L-overload, where L-saving <L-normal<L-overload;
[0024] When the lighting parameter is less than L-saving, adjusting the working mode of the lighting device to an energy-saving mode;
[0025] When the lighting parameter is between L-saving and L-normal, adjusting the working mode of the lighting device to a normal mode;
[0026] When the lighting parameter is between L-normal and L-overload, adjusting the working mode of the lighting device to the overload mode;
[0027] When the lighting parameter is greater than L-overload, the lighting device is turned off.
[0028] A second aspect of the present application provides a lighting equipment management device based on a mobile terminal, which is applied to a lighting equipment management platform, wherein the lighting equipment management platform is connected to a base station management platform and an intelligent traffic management platform, and the device includes:
[0029] a health value determination unit, configured to monitor the lighting device in real time, determine the operating time and device operating parameters of the lighting device, and determine the health value of the lighting device according to the operating time and the device operating parameters, wherein the device operating parameters include voltage value, current value and temperature value;
[0030] a crowd flow information determination unit, configured to determine a target lighting area of the lighting device, determine a target mobile communication base station of the lighting area through the base station management platform, and after determining terminal information of mobile terminals connected to the target mobile communication base station, determine crowd flow information of the lighting area according to the terminal information, wherein the terminal information includes the number of the mobile terminals;
[0031] A vehicle flow environment information determination unit, configured to determine the vehicle flow information of the lighting area of the lighting device through the intelligent traffic management platform, and determine the environment information of the target lighting area;
[0032] A working mode adjustment unit is used to determine the lighting parameters of the lighting equipment according to the health value, pedestrian flow information, vehicle flow information and the environmental information, and then adjust the working mode of the lighting equipment according to the lighting parameters, wherein the working mode includes energy saving, normal, overload and off.
[0033] Optionally, determining the health value of the lighting device according to the operating time and the device operating parameters includes:
[0034] Determine the detection information of the lighting device through the operating time and the device operating parameters;
[0035] The detection information is preprocessed and feature extracted to obtain target feature data of the lighting device, and the target feature data is input into a pre-trained health value estimation model, and then the health value of the lighting device is generated by the health value estimation model.
[0036] Optionally, the terminal information further includes detailed device information of the mobile terminal, and the determining of the flow of people information of the lighting area according to the number of terminals includes:
[0037] Determine whether the mobile terminal is a resident device of the target mobile communication base station through the device detailed information, and delete the mobile terminal determined as a resident device from the terminal information to obtain first terminal information;
[0038] Determine the holder information of the mobile terminal according to the device detailed information, and perform deduplication processing on the first terminal information according to the holder information to obtain second terminal information;
[0039] The crowd flow information of the lighting area is determined according to the number of terminals in the second terminal information.
[0040] Optionally, the determining the lighting parameters of the lighting equipment according to the health value, the pedestrian flow information, the vehicle flow information and the environmental information includes:
[0041] The health value, pedestrian flow information, vehicle flow information and environmental information are standardized according to preset processing conditions to obtain a first parameter value corresponding to the health value, a second parameter value corresponding to the pedestrian flow information, a third parameter value corresponding to the vehicle flow information and a fourth parameter value corresponding to the environmental information, and the lighting parameters are determined according to the first, second, third and fourth parameter values.
[0042] Optionally, the operating mode adjusting unit adjusting the operating mode of the lighting device according to the lighting parameter includes:
[0043] Preset the lighting parameter thresholds L-saving, L-normal and L-overload, where L-saving <L-normal<L-overload;
[0044] When the lighting parameter is less than L-saving, adjusting the working mode of the lighting device to an energy-saving mode;
[0045] When the lighting parameter is between L-saving and L-normal, adjusting the working mode of the lighting device to a normal mode;
[0046] When the lighting parameter is between L-normal and L-overload, adjusting the working mode of the lighting device to the overload mode;
[0047] When the lighting parameter is greater than L-overload, the lighting device is turned off.
[0048] In the embodiment provided in the present application, the lighting equipment management platform is pre-connected with the base station management platform and the intelligent traffic management platform. Then, each lighting equipment under the lighting equipment management platform is monitored in real time to determine the health value of each lighting equipment; then, the mobile terminal under each mobile communication base station is determined through the base station management platform, so as to determine the flow of people information under the lighting area corresponding to each lighting equipment; then, the traffic information and environmental information of the lighting area are determined through the intelligent traffic management platform, and finally, the lighting parameters of the lighting equipment are determined through the above health value, traffic information, traffic information and environmental information, so as to realize turning on and off the lighting equipment according to the parameters, and adjusting its brightness. This realizes real-time monitoring, intelligent adjustment and optimized management of lighting equipment, improves the efficiency and reliability of the lighting system, and reduces energy consumption and maintenance costs. BRIEF DESCRIPTION OF THE DRAWINGS
[0049] Figure 1 A flow chart of the method provided in the embodiment of the present application;
[0050] Figure 2 A structural diagram of a device provided in an embodiment of the present application;
[0051] Figure 3 A schematic diagram of the internal structure of a computer device provided in an embodiment of the present application. DETAILED DESCRIPTION
[0052] Exemplary embodiments will be described in detail herein, examples of which are shown in the accompanying drawings. When the following description refers to the drawings, the same numbers in different drawings represent the same or similar elements unless otherwise indicated. The implementations described in the following exemplary embodiments do not represent all implementations consistent with the present application. Instead, they are merely examples of devices and methods consistent with some aspects of the present application as detailed in the appended claims.
[0053] The terms used in this application are for the purpose of describing specific embodiments only and are not intended to limit this application. The singular forms of "a", "said" and "the" used in this application and the appended claims are also intended to include plural forms unless the context clearly indicates other meanings. It should also be understood that the term "and / or" used herein refers to and includes any or all possible combinations of one or more associated listed items.
[0054] It should be understood that although the terms first, second, third, etc. may be used in the present application to describe various information, these information should not be limited to these terms. These terms are only used to distinguish the same type of information from each other. For example, without departing from the scope 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 word "if" as used herein may be interpreted as "at the time of" or "when" or "in response to determining".
[0055] The present application provides a lighting equipment management method and device based on a mobile terminal to achieve real-time monitoring, intelligent adjustment and optimized management of lighting equipment, improve the efficiency and reliability of the lighting system, and reduce energy consumption and maintenance costs.
[0056] The technical solution of the present application is described in detail with specific embodiments below. The following specific embodiments can be combined with each other, and the same or similar concepts or processes may not be described in detail in some embodiments.
[0057] like Figure 1 As shown, it is a flowchart of a lighting equipment management method based on a mobile terminal provided by the present application. The method is applied to a lighting equipment management platform, and the lighting equipment management platform is connected to a base station management platform and an intelligent traffic management platform. The process may include the following steps:
[0058] Step S101, real-time monitoring of the lighting device, determining the operating time and device operating parameters of the lighting device, and determining the health value of the lighting device based on the operating time and device operating parameters, wherein the device operating parameters include voltage value, current value and temperature value.
[0059] In this embodiment, different types of sensors installed on the lighting equipment, such as temperature sensors, current sensors, etc., can be used to determine operating parameters such as voltage, current, and temperature in real time. As for the operating time, the lighting equipment management platform can record the power-on time of each lighting equipment when it is started, and then determine its operating time based on the current time. It can also determine its operating time based on the switching time of all lighting equipment and whether the lighting equipment is adjusted to be turned off during operation.
[0060] In this embodiment, a health value interval can be pre-set, and matching voltage value, current value, temperature value, operating time and other information can be set for each interval value according to the use experience of the lighting device. When the lighting device is subsequently running, the health value interval to which the lighting device belongs and the corresponding health value can be determined through the above parameters.
[0061] In another embodiment, determining the health value of the lighting device according to the operating time and the device operating parameters includes:
[0062] Determine the detection information of the lighting device through the operating time and the device operating parameters;
[0063] The detection information is preprocessed and feature extracted to obtain target feature data of the lighting device, and the target feature data is input into a pre-trained health value estimation model, and then the health value of the lighting device is generated by the health value estimation model.
[0064] In this embodiment, an initial health value estimation model can be randomly constructed first, and then trained with historical equipment operating parameters and corresponding operating time to obtain a trained health value estimation model. The specific process is as follows:
[0065] The historical equipment operating parameters and the corresponding operating time are obtained to determine the historical detection information, and the historical detection information is pre-processed by cleaning and conversion, and then feature extraction is performed to obtain historical detection feature data.
[0066] Determine a training set, a test set, and a validation set of a health value estimation model according to the historical detection feature data;
[0067] The health value estimation model is trained using the training set data, and after each training, the performance of the health value estimation model is evaluated through the validation set and the parameters of the health value estimation model are adjusted to determine the target health value estimation model;
[0068] The health value estimation model is evaluated through the test set, and when the evaluation passes, the health value estimation model is determined as a trained health value estimation model.
[0069] After obtaining the trained health value estimation model, the target feature data used to determine the health value of the lighting device is determined through real-time monitoring of the operating time and equipment operating parameters, and then input into the trained health value estimation model to determine the current health value of the lighting device.
[0070] Furthermore, each time the target feature data is subsequently input into the trained health value estimation model for calculation, the model can be iteratively optimized using the target feature data, so that the health value estimation model can be continuously optimized and updated during use, thereby improving the accuracy of health value calculation.
[0071] Step S102, determine the target lighting area of the lighting equipment, determine the target mobile communication base station of the lighting area through the base station management platform, and after determining the terminal information of the mobile terminal connected to the target mobile communication base station, determine the crowd flow information of the lighting area according to the terminal information, wherein the terminal information includes the number of the mobile terminals.
[0072] In this embodiment, the target lighting area of each lighting device can be determined in advance according to the spatial distribution of all lighting devices, for example, the distribution map of the lighting devices can be determined according to the installation positions of all lighting devices. Then, the target lighting area of each lighting device is determined by the Voronoi diagram method. In the Voronoi diagram, the distance between all points in the target lighting area corresponding to each lighting device and the lighting device is closer than that of other lighting devices.
[0073] After determining the target lighting area of each lighting device, the mobile communication base station in the target lighting area is searched, and the flow of people information is determined according to the number of mobile terminals connected to the mobile communication base station, and the flow of people information may be the number of people. When there are multiple mobile communication base stations in the target lighting area, the number of mobile terminals of each base station may be determined and superimposed, so as to calculate the number of people in the target lighting area.
[0074] In another embodiment, the terminal information further includes detailed device information of the mobile terminal, and determining the flow of people information of the lighting area according to the number of terminals includes:
[0075] Determine whether the mobile terminal is a resident device of the target mobile communication base station through the device detailed information, and delete the mobile terminal determined as a resident device from the terminal information to obtain first terminal information;
[0076] Determine the holder information of the mobile terminal according to the device detailed information, and perform deduplication processing on the first terminal information according to the holder information to obtain second terminal information;
[0077] The crowd flow information of the lighting area is determined according to the number of terminals in the second terminal information.
[0078] In this embodiment, there are multiple permanent users in the target lighting area, and when adjusting the working mode of the lighting equipment, more attention should be paid to the number of floating population in the area. Since the mobile terminals of the permanent users will be connected to the target mobile communication base station for a long time, the permanent users can be selected by the connection time. The specific method is as follows:
[0079] The detailed device information of the mobile terminal may be the device number of the terminal, and the device number is used to determine the duration or number of times the mobile terminal is connected to the target mobile communication base station within a preset time period, such as within a month. When the connection duration or number of connections exceeds a preset threshold, the mobile terminal can be determined to be a resident device of the target mobile communication base station. For mobile terminals that do not exceed the connection duration or number of connections, the holder of the mobile terminal can be identified as an outsider or floating population. Through this method, the number of resident population in the target lighting area can be screened out from the crowd information, and only the number of floating population in the target lighting area at the current time is counted, that is, the crowd information corresponding to the first terminal information, so as to adjust the working mode of the lighting equipment according to the number of floating population.
[0080] Furthermore, since some users may carry multiple mobile terminals, after determining the first terminal information corresponding to the number of floating population, the holder information, such as the holder's mobile phone number, etc., can also be determined based on the device number of the mobile terminal. Then, multiple mobile terminals with the same holder information in the first terminal information are deduplicated to determine the second terminal information. Since multiple other mobile terminals of the same user are removed from the second terminal information, the number of floating population determined by the second terminal information is more accurate.
[0081] Step S103: determining the traffic information of the target lighting area and determining the environmental information of the target lighting area through the intelligent traffic management platform.
[0082] In this embodiment, the intelligent traffic management platform can determine the vehicles traveling in the target lighting area through the video surveillance equipment on each road, generate traffic flow information and send it to the lighting equipment management platform. For example, multiple vehicle intervals are pre-set, and corresponding traffic flow information is set for each interval. For example, when the number of vehicles traveling is 0-20, the traffic flow information is idle; when the number is 20-40, the traffic flow information is smooth. When the number exceeds 40, the traffic flow information is congested, and so on.
[0083] The traffic flow information of each time period of the target lighting area can also be determined based on the historical traffic flow. For example, in the time periods of 7:00-10:00 and 16:00-19:00, the traffic flow of the target lighting area is large, and the traffic flow information can be determined as congested; the traffic flow in other time periods is small, and the traffic flow information can be determined as idle or smooth. When determining the lighting parameters later, each traffic flow information can be converted into different parameter values for calculation.
[0084] In this embodiment, the environmental information can be determined by the meteorological center. If more real-time and accurate information is required, multiple different acquisition devices can be installed in the target lighting area, such as temperature acquisition devices, humidity acquisition devices, brightness acquisition devices, etc., to determine the corresponding environmental parameters.
[0085] Step S104, determining the lighting parameters of the lighting equipment according to the health value, pedestrian flow information, vehicle flow information and the environmental information, and then adjusting the working mode of the lighting equipment according to the lighting parameters, wherein the working mode includes energy saving, normal, overload and off.
[0086] In this embodiment, a lighting parameter adjustment table can be pre-configured, in which different health values, pedestrian flow information, vehicle flow information, and environmental information are arranged and combined, and corresponding working modes are configured respectively. In addition, for the safety of the use of lighting equipment, a shutdown condition can be set for it, such as when the health value of a lighting device is lower than a preset threshold, it is determined that the lighting device is about to fail, and it will be turned off.
[0087] In another embodiment, determining the lighting parameters of the lighting device according to the health value, the pedestrian flow information, the vehicle flow information and the environmental information includes:
[0088] The health value, pedestrian flow information, vehicle flow information and environmental information are standardized according to preset processing conditions to obtain a first parameter value corresponding to the health value, a second parameter value corresponding to the pedestrian flow information, a third parameter value corresponding to the vehicle flow information and a fourth parameter value corresponding to the environmental information, and the lighting parameters are determined according to the first, second, third and fourth parameter values.
[0089] Since there are multiple different situations for health value, pedestrian flow information, vehicle flow information and environmental information, the situation is more complicated after arranging and combining them, and if other information for determining the working mode of the lighting device is added later in this solution, the scene will be more complicated. Therefore, in this embodiment, different conversion conditions can be set for health value, pedestrian flow information, vehicle flow information and environmental information according to different scene requirements to convert them into corresponding parameter values. For example, the conversion condition of health value can be to divide the current health value of the lighting device by the health value at the time of leaving the factory, so as to determine the first parameter value corresponding to the health value; the conversion condition of pedestrian flow information can be to divide the population by a preset population threshold, so as to determine the second parameter value corresponding to the pedestrian flow information; vehicle flow information can set different parameter values for each state, such as the third parameter value corresponding to smooth is A, and congestion is B; environmental parameters can also be set for different temperatures, humidity, brightness, or weather conditions monitored by the meteorological center, such as light rain, cloudy, etc. Different parameter values are set. After determining the first, second, third and fourth parameter values, they can be added to determine the lighting parameters.
[0090] Furthermore, different weight values can be set for health values, pedestrian information, vehicle information, and environmental information according to different usage scenarios. For example, if scenario A focuses on the population of the target lighting area, followed by vehicles, the weight value of pedestrian information can be set to the highest, and vehicle information to the second highest. When determining lighting parameters, each parameter value can be multiplied by the corresponding weight value, and then the product can be added to determine it.
[0091] In another embodiment, adjusting the working mode of the lighting device according to the lighting parameter comprises:
[0092] Preset the lighting parameter thresholds L-saving, L-normal and L-overload, where L-saving <L-normal<L-overload;
[0093] When the lighting parameter is less than L-saving, adjusting the working mode of the lighting device to an energy-saving mode;
[0094] When the lighting parameter is between L-saving and L-normal, adjusting the working mode of the lighting device to a normal mode;
[0095] When the lighting parameter is between L-normal and L-overload, adjusting the working mode of the lighting device to the overload mode;
[0096] When the lighting parameter is greater than L-overload, the lighting device is turned off.
[0097] In this embodiment, the lighting parameter thresholds L-saving, L-normal and L-overload can be determined according to different usage scenarios and usage experience.
[0098] So far, completed Figure 1 The process shown.
[0099] In the embodiment of the present application, the lighting equipment management platform is pre-connected with the base station management platform and the intelligent traffic management platform. Then, each lighting equipment under the lighting equipment management platform is monitored in real time to determine the health value of each lighting equipment; then, the mobile terminal under each mobile communication base station is determined through the base station management platform, so as to determine the flow of people information under the lighting area corresponding to each lighting equipment; then, the traffic information and environmental information of the lighting area are determined through the intelligent traffic management platform, and finally, the lighting parameters of the lighting equipment are determined through the above health value, traffic information, traffic information and environmental information, so as to realize turning on and off the lighting equipment according to the parameters, and adjusting its brightness. This realizes real-time monitoring, intelligent adjustment and optimized management of lighting equipment, improves the efficiency and reliability of the lighting system, and reduces energy consumption and maintenance costs.
[0100] like Figure 2 As shown, the present application also provides a lighting equipment management device based on a mobile terminal, which is applied to a lighting equipment management platform. The lighting equipment management platform is connected to a base station management platform and an intelligent traffic management platform. The device includes:
[0101] A health value determination unit 201 is used to monitor the lighting device in real time, determine the operating time and device operating parameters of the lighting device, and determine the health value of the lighting device according to the operating time and the device operating parameters, wherein the device operating parameters include voltage value, current value and temperature value;
[0102] A crowd flow information determination unit 202 is used to determine a target lighting area of the lighting device, determine a target mobile communication base station of the lighting area through the base station management platform, and after determining terminal information of mobile terminals connected to the target mobile communication base station, determine crowd flow information of the lighting area according to the terminal information, wherein the terminal information includes the number of the mobile terminals;
[0103] The vehicle flow environment information determination unit 203 is used to determine the vehicle flow information of the lighting area of the lighting device through the intelligent traffic management platform, and determine the environment information of the target lighting area;
[0104] The working mode adjustment unit 204 is used to determine the lighting parameters of the lighting equipment according to the health value, pedestrian flow information, vehicle flow information and the environmental information, and then adjust the working mode of the lighting equipment according to the lighting parameters, wherein the working mode includes energy saving, normal, overload and off.
[0105] In another embodiment, determining the health value of the lighting device according to the operating time and the device operating parameters includes:
[0106] Determine the detection information of the lighting device through the operating time and the device operating parameters;
[0107] The detection information is preprocessed and feature extracted to obtain target feature data of the lighting device, and the target feature data is input into a pre-trained health value estimation model, and then the health value of the lighting device is generated by the health value estimation model.
[0108] In another embodiment, the terminal information further includes detailed device information of the mobile terminal, and determining the flow of people information of the lighting area according to the number of terminals includes:
[0109] Determine whether the mobile terminal is a resident device of the target mobile communication base station through the device detailed information, and delete the mobile terminal determined as a resident device from the terminal information to obtain first terminal information;
[0110] Determine the holder information of the mobile terminal according to the device detailed information, and perform deduplication processing on the first terminal information according to the holder information to obtain second terminal information;
[0111] The crowd flow information of the lighting area is determined according to the number of terminals in the second terminal information.
[0112] In another embodiment, determining the lighting parameters of the lighting device according to the health value, the pedestrian flow information, the vehicle flow information and the environmental information includes:
[0113] The health value, pedestrian flow information, vehicle flow information and environmental information are standardized according to preset processing conditions to obtain a first parameter value corresponding to the health value, a second parameter value corresponding to the pedestrian flow information, a third parameter value corresponding to the vehicle flow information and a fourth parameter value corresponding to the environmental information, and the lighting parameters are determined according to the first, second, third and fourth parameter values.
[0114] In another embodiment, adjusting the working mode of the lighting device according to the lighting parameter comprises:
[0115] Preset the lighting parameter thresholds L-saving, L-normal and L-overload, where L-saving <L-normal<L-overload;
[0116] When the lighting parameter is less than L-saving, adjusting the working mode of the lighting device to an energy-saving mode;
[0117] When the lighting parameter is between L-saving and L-normal, adjusting the working mode of the lighting device to a normal mode;
[0118] When the lighting parameter is between L-normal and L-overload, adjusting the working mode of the lighting device to the overload mode;
[0119] When the lighting parameter is greater than L-overload, the lighting device is turned off.
[0120] The above-mentioned embodiment of the present invention provides a lighting equipment management method based on a mobile terminal, and based on this method, provides a lighting equipment management device based on a mobile terminal. Through the above-mentioned method and device, real-time monitoring, intelligent adjustment and optimization management of lighting equipment are realized, thereby improving the efficiency and reliability of the lighting system and reducing energy consumption and maintenance costs.
[0121] This embodiment also discloses a computer device, such as Figure 3 As shown, the computer device includes a processor and a memory, wherein the memory stores at least one instruction, and the at least one instruction is loaded and executed by the processor to implement any of the above-mentioned lighting device management methods based on mobile terminals.
[0122] In addition, in the above-mentioned example implementation of the mobile terminal-based lighting equipment management device, the logical division of each program module is only an example. In actual application, the above-mentioned functions can be assigned to different program modules as needed, for example, for the configuration requirements of the corresponding hardware or the convenience of software implementation. That is, the internal structure of the mobile terminal-based lighting equipment management device is divided into different program modules to complete all or part of the functions described above.
[0123] The above description is only a preferred embodiment of the present application and is not intended to limit the present application. Any modifications, equivalent substitutions, improvements, etc. made within the spirit and principles of the present application shall be included in the scope of protection of the present application.
Claims
1. A lighting equipment management method based on a mobile terminal, characterized in that: Applied to a lighting equipment management platform, the lighting equipment management platform is connected to a base station management platform and an intelligent traffic management platform, the method comprises: Performing real-time monitoring on the lighting device, determining the operating time and device operating parameters of the lighting device, and determining the health value of the lighting device according to the operating time and device operating parameters, wherein the device operating parameters include voltage value, current value and temperature value; Determine a distribution map of the lighting devices according to the installation positions of all lighting devices, determine a target lighting area for each lighting device by using a Voronoi diagram method, determine a target mobile communication base station for the lighting area by using the base station management platform, and after determining terminal information of a mobile terminal connected to the target mobile communication base station, determine whether the mobile terminal is a resident device of the target mobile communication base station by using device detailed information in the terminal information, and delete the mobile terminal determined as a resident device from the terminal information to obtain first terminal information; Determine the holder information of the mobile terminal according to the device detailed information, and perform deduplication processing on the first terminal information according to the holder information to obtain second terminal information; Determining the flow of people information of the lighting area according to the number of terminals in the second terminal information, wherein the terminal information includes the number of the mobile terminals and detailed device information; Determine the traffic flow information of the target lighting area through the intelligent traffic management platform, and determine the environmental information of the target lighting area; The lighting parameters of the lighting equipment are determined according to the health value, the pedestrian flow information, the vehicle flow information and the environmental information, and then the working mode of the lighting equipment is adjusted according to the lighting parameters, wherein the working mode includes energy saving, normal, overload and off.
2. The method according to claim 1, characterized in that Determining the health value of the lighting device according to the operating time and the device operating parameters includes: Determine the detection information of the lighting device through the operating time and the device operating parameters; The detection information is preprocessed and feature extracted to obtain target feature data of the lighting device, and the target feature data is input into a pre-trained health value estimation model, and then the health value of the lighting device is generated by the health value estimation model.
3. The method according to claim 1, characterized in that Determining the lighting parameters of the lighting equipment according to the health value, the pedestrian flow information, the vehicle flow information and the environmental information includes: The health value, pedestrian flow information, vehicle flow information and environmental information are standardized according to preset processing conditions to obtain a first parameter value corresponding to the health value, a second parameter value corresponding to the pedestrian flow information, a third parameter value corresponding to the vehicle flow information and a fourth parameter value corresponding to the environmental information, and the lighting parameters are determined according to the first, second, third and fourth parameter values.
4. The method according to claim 1 or 3, characterized in that: The step of adjusting the working mode of the lighting device according to the lighting parameter comprises: Preset the lighting parameter thresholds L-saving, L-normal and L-overload, where L-saving <L-normal<L-overload; When the lighting parameter is less than L-saving, adjusting the working mode of the lighting device to an energy-saving mode; When the lighting parameter is between L-saving and L-normal, adjusting the working mode of the lighting device to a normal mode; When the lighting parameter is between L-normal and L-overload, adjusting the working mode of the lighting device to the overload mode; When the lighting parameter is greater than L-overload, the lighting device is turned off.
5. A lighting equipment management device based on a mobile terminal, characterized in that: Applied to a lighting equipment management platform, the lighting equipment management platform is connected to a base station management platform and an intelligent traffic management platform, and the device comprises: a health value determination unit, configured to monitor the lighting device in real time, determine the operating time and device operating parameters of the lighting device, and determine the health value of the lighting device according to the operating time and the device operating parameters, wherein the device operating parameters include voltage value, current value and temperature value; a pedestrian flow information determination unit, configured to determine a distribution map of the lighting devices according to the installation positions of all lighting devices, determine a target lighting area of each lighting device by means of a Voronoi diagram, determine a target mobile communication base station of the lighting area by means of the base station management platform, and after determining terminal information of a mobile terminal connected to the target mobile communication base station, determine whether the mobile terminal is a resident device of the target mobile communication base station by means of device detailed information in the terminal information, and delete the mobile terminal determined to be a resident device from the terminal information to obtain first terminal information; Determine the holder information of the mobile terminal according to the device detailed information, and perform deduplication processing on the first terminal information according to the holder information to obtain second terminal information; Determining the flow of people information of the lighting area according to the number of terminals in the second terminal information, wherein the terminal information includes the number of the mobile terminals and detailed device information; A vehicle flow environment information determination unit, configured to determine the vehicle flow information of the lighting area of the lighting device through the intelligent traffic management platform, and determine the environment information of the target lighting area; A working mode adjustment unit is used to determine the lighting parameters of the lighting equipment according to the health value, pedestrian flow information, vehicle flow information and the environmental information, and then adjust the working mode of the lighting equipment according to the lighting parameters, wherein the working mode includes energy saving, normal, overload and off.
6. The device according to claim 5, characterized in that Determining the health value of the lighting device according to the operating time and the device operating parameters includes: Determine the detection information of the lighting device through the operating time and the device operating parameters; The detection information is preprocessed and feature extracted to obtain target feature data of the lighting device, and the target feature data is input into a pre-trained health value estimation model, and then the health value of the lighting device is generated by the health value estimation model.
7. The device according to claim 5, characterized in that Determining the lighting parameters of the lighting equipment according to the health value, the pedestrian flow information, the vehicle flow information and the environmental information includes: The health value, pedestrian flow information, vehicle flow information and environmental information are standardized according to preset processing conditions to obtain a first parameter value corresponding to the health value, a second parameter value corresponding to the pedestrian flow information, a third parameter value corresponding to the vehicle flow information and a fourth parameter value corresponding to the environmental information, and the lighting parameters are determined according to the first, second, third and fourth parameter values.
8. The device according to claim 5 or 7, characterized in that The step of adjusting the working mode of the lighting device according to the lighting parameter comprises: Preset the lighting parameter thresholds L-saving, L-normal and L-overload, where L-saving <L-normal<L-overload; When the lighting parameter is less than L-saving, adjusting the working mode of the lighting device to an energy-saving mode; When the lighting parameter is between L-saving and L-normal, adjusting the working mode of the lighting device to a normal mode; When the lighting parameter is between L-normal and L-overload, adjusting the working mode of the lighting device to the overload mode; When the lighting parameter is greater than L-overload, the lighting device is turned off.
Citation Information
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