Lighting control method, device, electronic device and storage medium based on self-learning

Abstract

The present invention discloses a lighting control method, device, electronic device and storage medium based on self-learning, wherein the method includes the following steps: obtaining the user category and user operation information after the user sets the light formula; obtaining the matching degree corresponding to the current light formula according to the user category and user operation information, and adding the current light formula to the light formula list according to the matching degree; sorting all the light formulas according to the total power consumption of each light formula in the light formula list, and performing lighting control according to the sorting result. Thus, in combination with the user category and user operation information after the user sets the light formula, the matching degree of the current light formula is obtained, so as to filter out the light formula that meets the user's needs and has low power consumption from the light formula list according to the matching degree and the sorting result of the total power consumption, and perform lighting control according to the light formula, thereby achieving energy saving and consumption reduction while improving the lighting control accuracy and accurately meeting the user's lighting needs.

Description

Technical Field

[0001] The present invention relates to the technical field of lighting control, and in particular to a lighting control method based on self-learning, an electronic device, a computer-readable storage medium and a lighting control device based on self-learning. Background Art

[0002] At present, the intelligent control of current lighting equipment is basically based on the scene settings on the APP, and when certain trigger conditions are met, the lights are turned on / off at a fixed time and quantity, and the lights are controlled according to the set brightness, color temperature, and delay time values.

[0003] However, the problem with the related art is that the above method can only provide a scene experience under specific conditions, and the parameter settings in the scene are mostly empirical value settings. At this time, in the same space and at different times, users have different requirements for light scene experience. If the set parameters are continued to be maintained for lighting control, the user's lighting needs cannot be met in time, and the total power consumption remains unchanged, resulting in energy waste. Summary of the invention

[0004] The present invention aims to solve one of the technical problems in the related art to at least a certain extent. To this end, the first purpose of the present invention is to propose a lighting control method based on self-learning, which can improve the lighting control accuracy while achieving energy saving and consumption reduction, and accurately meet the lighting needs of users.

[0005] A second objective of the present invention is to provide an electronic device.

[0006] A third object of the present invention is to provide a computer-readable storage medium.

[0007] A fourth objective of the present invention is to provide a lighting control device based on self-learning.

[0008] To achieve the above-mentioned purpose, the self-learning-based lighting control method proposed in the embodiment of the first aspect of the present invention includes the following steps: obtaining the user category and user operation information after the user sets the light recipe; obtaining the matching degree corresponding to the current light recipe according to the user category and the user operation information, and adding the current light recipe to the light recipe list according to the matching degree; sorting all the light recipes according to the total power consumption of each light recipe in the light recipe list, and performing lighting control according to the sorting result.

[0009] According to the self-learning-based lighting control method proposed in the embodiment of the present invention, the user category and user operation information after the user sets the light formula are obtained, and then, according to the user category and user operation information, the matching degree corresponding to the current light formula is obtained, and the current light formula is added to the light formula list according to the matching degree, and, according to the total power consumption of each light formula in the light formula list, all light formulas are sorted by total power consumption, and lighting control is performed according to the sorting result. Therefore, in combination with the user category and user operation information after the user sets the light formula, the matching degree of the current light formula is obtained, so that the light formula that meets the user's needs and has low power consumption is screened from the light formula list according to the matching degree and the total power consumption sorting result, and lighting control is performed according to the light formula, so as to achieve energy saving and consumption reduction while improving the lighting control accuracy and accurately meet the user's lighting needs.

[0010] In addition, the lighting control method based on self-learning according to the above embodiment of the present invention may also have the following additional technical features:

[0011] According to an embodiment of the present invention, performing lighting control according to the sorting result includes: determining the light formula with the minimum total power consumption according to the sorting result, and performing lighting control according to the light formula with the minimum total power consumption.

[0012] According to one embodiment of the present invention, obtaining the matching degree corresponding to the current light formula according to the user category and the user operation information includes: obtaining a first weight factor corresponding to the user category and a first matching degree corresponding to the first weight factor; obtaining a second weight factor corresponding to the user operation information and a second matching degree corresponding to the second weight factor; obtaining the matching degree corresponding to the current light formula according to the first weight factor, the first matching degree, the second weight factor and the second matching degree.

[0013] According to one embodiment of the present invention, the matching degree corresponding to the current light formula is obtained by the following formula: W=Q1*M1+Q2*M2, wherein W is the matching degree corresponding to the current light formula, Q1 is the first weight factor, M1 is the first matching degree, Q2 is the second weight factor, and M2 is the second matching degree.

[0014] According to an embodiment of the present invention, adding the current light recipe to the light recipe list according to the matching degree includes: when the matching degree is greater than a preset matching degree threshold, adding the current light recipe to the light recipe list.

[0015] According to one embodiment of the present invention, before performing lighting control according to the light formula with the minimum total power consumption, the method further includes: if a user instruction to adjust the light formula with the minimum total power consumption is received, performing lighting control according to the adjusted light formula.

[0016] According to an embodiment of the present invention, the user operation information includes lighting parameters, lighting equipment type, lighting usage time, lighting usage scenario and total lighting power consumption.

[0017] To achieve the above-mentioned purpose, the electronic device proposed in the second aspect of the embodiment of the present invention includes a memory, a processor, and a self-learning-based lighting control program stored in the memory and executable on the processor. When the processor executes the self-learning-based lighting control program, the self-learning-based lighting control method as described in the first aspect of the embodiment is implemented.

[0018] The electronic device proposed in the embodiment of the present invention, by running a lighting control program based on self-learning, can obtain the matching degree of the current light formula in combination with the user category and user operation information after the user sets the light formula, so as to screen out a light formula that meets the user's needs and has low power consumption from the light formula list according to the matching degree and the sorting result of the total power consumption, and perform lighting control according to the light formula, thereby achieving energy saving and consumption reduction while improving the lighting control accuracy and accurately meeting the user's lighting needs.

[0019] To achieve the above-mentioned purpose, a computer-readable storage medium is proposed in an embodiment of the third aspect of the present invention, on which a self-learning-based lighting control program is stored. When the self-learning-based lighting control program is executed by a processor, the self-learning-based lighting control method as described in the embodiment of the first aspect is implemented.

[0020] According to the computer-readable storage medium proposed in the embodiment of the present invention, by executing a lighting control program based on self-learning, it is possible to obtain the matching degree of the current light formula in combination with the user category and user operation information after the user sets the light formula, so as to screen out a light formula that meets the user's needs and has low power consumption from the light formula list according to the matching degree and the sorting result of the total power consumption, and perform lighting control according to the light formula, thereby achieving energy saving and consumption reduction while improving the lighting control accuracy and accurately meeting the user's lighting needs.

[0021] To achieve the above-mentioned purpose, the self-learning-based lighting control device proposed in the fourth aspect of the embodiment of the present invention includes: an acquisition module, used to obtain the user category and user operation information after the user sets the light formula; an adding module, used to obtain the matching degree corresponding to the current light formula according to the user category and the user operation information, and add the current light formula to the light formula list according to the matching degree; a control module, used to sort the total power consumption of all light formulas according to the total power consumption of each light formula in the light formula list, and perform lighting control according to the sorting result.

[0022] According to the self-learning-based lighting control device proposed in the embodiment of the present invention, the user category and user operation information after the user sets the light formula are obtained through the acquisition module, and then, the matching degree corresponding to the current light formula is obtained according to the user category and user operation information through the adding module, and the current light formula is added to the light formula list according to the matching degree, and the total power consumption of all light formulas is sorted according to the total power consumption of each light formula in the light formula list through the control module, and the lighting control is performed according to the sorting result. Therefore, the matching degree of the current light formula is obtained in combination with the user category and user operation information after the user sets the light formula, so as to filter out the light formula that meets the user's needs and has low power consumption from the light formula list according to the matching degree and the sorting result of the total power consumption, and the lighting control is performed according to the light formula, so as to achieve energy saving and consumption reduction while improving the lighting control accuracy and accurately meet the user's lighting needs.

[0023] Additional aspects and advantages of the present invention will be given in part in the following description and in part will be obvious from the following description, or will be learned through practice of the present invention. BRIEF DESCRIPTION OF THE DRAWINGS

[0024] Figure 1 is a flow chart of a lighting control method based on self-learning according to an embodiment of the present invention;

[0025] Figure 2 is a schematic diagram of the principle of a lighting control method based on self-learning according to a specific embodiment of the present invention;

[0026] Figure 3 is a schematic diagram of a process of obtaining a matching degree of a light recipe according to an embodiment of the present invention;

[0027] Figure 4 4 is a block diagram of a lighting control device based on self-learning according to an embodiment of the present invention. DETAILED DESCRIPTION

[0028] Embodiments of the present invention are described in detail below, examples of which are shown in the accompanying drawings, wherein the same or similar reference numerals throughout represent the same or similar elements or elements having the same or similar functions. The embodiments described below with reference to the accompanying drawings are exemplary and are intended to be used to explain the present invention, and should not be construed as limiting the present invention.

[0029] The following describes a self-learning-based lighting control method, an electronic device, a computer-readable storage medium, and a self-learning-based lighting control device according to embodiments of the present invention with reference to the accompanying drawings.

[0030] Figure 1 4 is a flow chart of a lighting control method based on self-learning according to an embodiment of the present invention.

[0031] like Figure 1 As shown, the lighting control method based on self-learning includes the following steps:

[0032] S101, obtaining the user category and user operation information after the user sets the light recipe.

[0033] Specifically, in some embodiments of the present invention, a user can set a light recipe through a terminal device (such as a mobile terminal, an entry screen terminal, a remote control terminal, etc.), so that after the user sets the light recipe each time, the user category and user operation information after the user sets the light recipe can be obtained in real time.

[0034] S102, obtaining a matching degree corresponding to the current light recipe according to the user category and the user operation information, and adding the current light recipe to the light recipe list according to the matching degree.

[0035] Specifically, in some embodiments of the present invention, each time the user sets the light formula, the matching degree corresponding to the current light formula can be calculated based on the user category and user operation information obtained in real time, and the current light formula can be added to the light formula list based on the matching degree, thereby screening out the current light formula that meets the user's needs and adding it to the light formula list, wherein the higher the matching degree of the current light formula, the more the current light formula meets the user's needs.

[0036] S103, sorting all the light recipes according to the total power consumption of each light recipe in the light recipe list, and performing lighting control according to the sorting result.

[0037] Specifically, in some embodiments of the present invention, after the light formula is added to the light formula list, all the light formulas are further sorted according to the total power consumption of each light formula in the light formula list, and lighting control is performed based on the sorting result, thereby screening out low-power light formulas from the light formulas that meet user needs, and performing lighting control based on the light formula.

[0038] It should be understood that in the above-mentioned embodiment of the present invention, the user category and user operation information after the user sets the light recipe are first obtained, and then the matching degree corresponding to the current light recipe is obtained according to the user category and the user operation information, and the current light recipe is added to the light recipe list according to the matching degree, so as to screen out the current light recipe that meets the user's needs and add it to the light recipe list, and finally, according to the total power consumption of each light recipe in the light recipe list, all the light recipes are sorted by total power consumption, and lighting control is performed according to the sorting result, so as to screen out the low-power light recipe from the light recipe that meets the user's needs, and perform lighting control according to the light recipe, thereby achieving energy saving and consumption reduction while improving the lighting control accuracy and accurately meeting the user's lighting needs.

[0039] Furthermore, if Figure 2 As shown, performing lighting control according to the sorting results includes: determining a light formula with the minimum total power consumption according to the sorting results, and performing lighting control according to the light formula with the minimum total power consumption.

[0040] Specifically, in some embodiments of the present invention, the total power consumption of each light formula in the light formula list can be obtained, and then all the light formulas in the light formula list can be sorted according to the total power consumption, so as to determine the light formula with the smallest total power consumption according to the sorting result, and perform lighting control according to the light formula with the smallest total power consumption, so as to screen out low-power light formulas from the light formulas that meet user needs, and perform lighting control according to the light formula.

[0041] It should be understood that in the above-mentioned embodiments of the present invention, after obtaining the matching degree corresponding to the current light formula according to the user category and user operation information, and adding the current light formula to the light formula list according to the matching degree, all the light formulas can be further sorted by total power consumption according to the total power consumption of each light formula in the light formula list, and then, the light formula with the smallest total power consumption is determined according to the sorting result, and lighting control is performed according to the light formula with the smallest total power consumption, so as to screen out low-power light formulas from the light formulas that meet the user's needs, and perform lighting control according to the light formula, thereby achieving energy saving and consumption reduction while improving the lighting control accuracy and accurately meeting the user's lighting needs.

[0042] Furthermore, if Figure 3 As shown, according to the user category and user operation information, the matching degree corresponding to the current light recipe is obtained, including:

[0043] S201: Obtain a first weight factor corresponding to a user category and a first matching degree corresponding to the first weight factor.

[0044] Specifically, in some embodiments of the present invention, the corresponding first weight factor and the first matching degree corresponding to the first weight factor can be preset in advance for each user category, so that after obtaining the user category after the user sets the light formula, the first weight factor corresponding to the user category and the first matching degree corresponding to the first weight factor can be obtained in real time.

[0045] It should be noted that if Figure 2 As shown, in some embodiments of the present invention, the first weight factor corresponding to the user category and the first matching degree corresponding to the first weight factor can be dynamically changed according to the actual scenario in which the user is located. For example, as the number of people inconsistent with the user category in the actual scenario in which the user is located increases, the first weight factor corresponding to the user category and the first matching degree corresponding to the first weight factor can be appropriately reduced. As the number of people inconsistent with the user category in the actual scenario in which the user is located decreases, the first weight factor corresponding to the user category and the first matching degree corresponding to the first weight factor can be appropriately increased, that is, the first weight factor and the first matching degree corresponding to the first weight factor are dynamically adjusted.

[0046] S202: Obtain a second weight factor corresponding to the user operation information and a second matching degree corresponding to the second weight factor.

[0047] Specifically, in some embodiments of the present invention, the corresponding second weight factor and the first matching degree corresponding to the second weight factor can be preset in advance for each type of user operation information, so that after obtaining the user operation information after the user sets the light recipe, the second weight factor corresponding to the user operation information and the second matching degree corresponding to the second weight factor can be obtained in real time.

[0048] It should be noted that if Figure 2 As shown, in some embodiments of the present invention, the second weight factor corresponding to the user operation information and the second matching degree corresponding to the second weight factor can be dynamically changed according to the actual operation of the user. For example, as the number of operations consistent with the user operation information in the actual operation of the user increases, the second weight factor corresponding to the user operation information and the second matching degree corresponding to the second weight factor can be appropriately increased. As the number of operations consistent with the user operation information in the actual operation of the user decreases, the second weight factor corresponding to the user operation information and the second matching degree corresponding to the second weight factor can be appropriately reduced. That is, the second weight factor and the second matching degree corresponding to the second weight factor are dynamically adjusted.

[0049] Optionally, in some embodiments of the present invention, since the first weight factor, the first matching degree, the second weight factor and the second matching degree can all be dynamically changed after self-learning, in the embodiments of the present invention, if more user categories and user operation information are obtained after the user sets the light formula, the first weight factor, the first matching degree, the second weight factor and the second matching degree will be more in line with user needs, which is beneficial to further improve the matching degree of the light formula, thereby improving the lighting control accuracy and accurately meeting the user's lighting needs.

[0050] S203, obtaining the matching degree corresponding to the current light recipe according to the first weight factor, the first matching degree, the second weight factor and the second matching degree.

[0051] Specifically, in some embodiments of the present invention, the matching degree corresponding to the current light formula can be obtained based on the first weight factor, the first matching degree, the second weight factor and the second matching degree, so as to judge whether the current light formula meets the user needs based on the matching degree corresponding to the current light formula, thereby adding the light formula that meets the user needs to the light formula list.

[0052] It should be understood that in the above-mentioned embodiments of the present invention, after obtaining in real time the first weight factor corresponding to the user category and the first matching degree corresponding to the first weight factor, and obtaining in real time the second weight factor corresponding to the user operation information and the second matching degree corresponding to the second weight factor, the matching degree corresponding to the current light formula can be obtained according to the first weight factor, the first matching degree, the second weight factor and the second matching degree, so as to judge whether the current light formula meets the user needs according to the matching degree corresponding to the current light formula, and add the light formula that meets the user needs to the light formula list, so as to facilitate the subsequent screening of low-power light formulas from the light formulas that meet the user needs, and perform lighting control according to the light formula, thereby achieving energy saving and consumption reduction while improving the lighting control accuracy and accurately meeting the user's lighting needs.

[0053] Furthermore, the matching degree corresponding to the current light recipe is obtained by the following formula:

[0054] W=Q1*M1+Q2*M2,

[0055] Wherein, W is the matching degree corresponding to the current light recipe, Q1 is the first weight factor, M1 is the first matching degree, Q2 is the second weight factor, and M2 is the second matching degree.

[0056] Specifically, in some embodiments of the present invention, the matching degree corresponding to the current light formula can be obtained according to the formula: W=Q1*M1+Q2*M2. For example, assuming that the user category obtained after the user sets the light formula is A, and the user operation information is A1, then according to the above formula, it can be concluded that the matching degree of the current light formula is W(A, A1)=Q1(A)*M1(A)+Q2(A1)*M2(A1). Assuming that the user category obtained after the user sets the light formula is B, and the user operation information is B1, B2 and B3, then according to the above formula, it can be concluded that the matching degree of the current light formula is W(B, B1, B2, B3)=Q1(B)*M1 (B)+Q2(B1)*M2(B1)+Q2(B2)*M2(B2)+Q2(B3)*M2(B3), assuming that the user category obtained after the user sets the light recipe is C, and the user operation information is C1, C2, C3, C4 and C5, then according to the above formula, it can be concluded that the matching degree of the current light recipe is W(C, C1, C2, C3, C4, C5)=Q1(C)*M1(C)+Q2(C1)*M2(C1)+Q2(C2)*M2(C2)+Q2(C3)*M2(C3)+Q2(C4)*M2(C4)+Q2(C5)*M2(C5), and so on, which will not be repeated here.

[0057] It should be understood that in the above-mentioned embodiments of the present invention, after obtaining in real time the first weight factor corresponding to the user category and the first matching degree corresponding to the first weight factor, and obtaining in real time the second weight factor corresponding to the user operation information and the second matching degree corresponding to the second weight factor, the matching degree corresponding to the current light formula can be obtained according to the aforementioned formula W=Q1*M1+Q2*M2, so as to facilitate the subsequent judgment of whether the current light formula meets the user needs according to the matching degree corresponding to the current light formula, and add the light formula that meets the user needs to the light formula list, and screen out low-power light formulas from the light formulas that meet the user needs, and perform lighting control according to the light formula, so as to achieve energy saving and consumption reduction while improving the lighting control accuracy and accurately meeting the user's lighting needs.

[0058] Further, adding the current light recipe to the light recipe list according to the matching degree includes: when the matching degree is greater than a preset matching degree threshold, adding the current light recipe to the light recipe list.

[0059] Specifically, in some embodiments of the present invention, when the matching degree of the current light formula is greater than a preset matching degree threshold, it can be judged that the current light formula meets the user needs. At this time, the current light formula can be added to the light formula list to facilitate the subsequent screening of low-power light formulas from the light formulas that meet the user needs.

[0060] Optionally, in some embodiments of the present invention, the preset matching threshold may include a high matching threshold and a low matching threshold. It should be noted that the light formula list corresponding to the high matching threshold has a smaller number of light formulas, but a high degree of light formula matching; the light formula list corresponding to the low matching threshold has a larger number of light formulas, but a low degree of light formula matching. Therefore, the user can select the preset matching threshold according to actual needs, so as to give priority to satisfying the user's light formula quantity requirements or satisfying the light formula matching requirements.

[0061] It should be understood that in the above-mentioned embodiments of the present invention, after obtaining the matching degree corresponding to the current light formula according to the first weight factor, the first matching degree, the second weight factor and the second matching degree, the current light formula that meets the user's needs can also be added to the light formula list when the matching degree is greater than the preset matching degree threshold, so as to facilitate the subsequent screening of low-power light formulas from the light formulas that meet the user's needs, and perform lighting control according to the light formula, thereby achieving energy saving and consumption reduction while improving the lighting control accuracy and accurately meeting the user's lighting needs.

[0062] Furthermore, if Figure 2 As shown, before performing lighting control according to the light formula with the minimum total power consumption, the method further includes: if a user instruction to adjust the light formula with the minimum total power consumption is received, performing lighting control according to the adjusted light formula.

[0063] Specifically, in some embodiments of the present invention, before performing lighting control according to the light formula with the minimum total power consumption, the user can also make adjustments to the light formula with the minimum total power consumption, and then perform lighting control according to the adjusted light formula, so that the lighting control effect is more in line with the user's lighting needs after the adjustment of the light formula with the minimum total power consumption.

[0064] It should be understood that, in the above-mentioned embodiments of the present invention, before lighting control is performed according to the light formula with the minimum total power consumption, if an instruction is received from the user to adjust the light formula with the minimum total power consumption, lighting control can also be performed according to the adjusted light formula, so that the lighting control effect is more in line with the lighting needs of the user after the adjustment of the light formula with the minimum total power consumption.

[0065] Furthermore, the user operation information includes lighting parameters, lighting equipment type, lighting usage time, lighting usage scenario and total lighting power consumption.

[0066] Specifically, in some embodiments of the present invention, the user operation information may include one or more of lighting parameters, lighting device type, lighting usage time, lighting usage scenario, and total lighting power consumption.

[0067] Optionally, in some embodiments of the present invention, the aforementioned lighting usage scenarios can be acquired in combination with third-party smart devices (sensors, door locks, speakers, etc.). For example, the lighting usage scenario is judged as a home scene through the door lock, the lighting usage scenario is judged as an entertainment scene through the speaker, and the lighting usage scenario is judged as a beauty scene through the sensor at the dressing mirror. The user categories in the aforementioned embodiments can include one or more of children, adults and the elderly.

[0068] It should be understood that in the above-mentioned embodiments of the present invention, the corresponding second weight factor and the second matching degree corresponding to the second weight factor can be obtained according to one or more of the lighting parameters, lighting equipment type, lighting usage time, lighting usage scenario and total lighting power consumption. Furthermore, the matching degree corresponding to the current light formula can be obtained according to the first weight factor, the first matching degree, the second weight factor and the second matching degree, so as to judge whether the current light formula meets the user needs according to the matching degree corresponding to the current light formula, and add the light formula that meets the user needs to the light formula list, so as to facilitate the subsequent screening of low-power light formulas from the light formulas that meet the user needs, and perform lighting control according to the light formula, so as to improve the lighting control accuracy and accurately meet the user's lighting needs while achieving energy saving and consumption reduction.

[0069] In the following, in conjunction with a specific embodiment of the present invention, the control flow of the lighting control method based on self-learning in the embodiment of the present invention is described accordingly.

[0070] Assume that after the user sets the light recipe, the user category obtained is the elderly, the user operation information is the light usage time and the light usage scene, the first weight factor corresponding to the user category (elderly) is 3 and the first matching degree corresponding to the first weight factor is 100%, the second weight factor corresponding to the user operation information (light usage time) is 1 and the second matching degree corresponding to the second weight factor is 60%, the second weight factor corresponding to the user operation information (light usage scene) is 2 and the second matching degree corresponding to the second weight factor is 80%, and the preset matching degree threshold is 5, then according to the above formula, the matching degree W (elderly) of the current light recipe can be obtained. , lighting usage scenario, lighting usage scenario) = Q1 (elderly) * M1 (elderly) + Q2 (lighting usage scenario) * M2 (lighting usage scenario) + Q2 (lighting usage scenario) * M2 (lighting usage scenario) = 3 * 100% + 1 * 60% + 2 * 80% = 5.2. According to the matching degree and the preset matching degree threshold, it can be concluded that the current light formula meets the user's needs (the matching degree 5.2 of the current light formula is greater than the matching degree threshold 5). At this time, the light formula can be added to the light formula list, and so on. After each user sets the light formula, the light formula with a matching degree greater than 5 of the current light formula is added to the light formula list.

[0071] Then, according to the total power consumption of each light formula in the light formula list, all the light formulas are sorted by total power consumption, and then, the light formula with the smallest total power consumption is determined according to the sorting result, and lighting control is performed according to the light formula with the smallest total power consumption, so as to screen out the light formula that meets the user's needs and has low power consumption from the light formula list, and perform lighting control according to the light formula, thereby achieving energy saving and consumption reduction while improving the lighting control accuracy and accurately meeting the user's lighting needs.

[0072] In summary, according to the self-learning-based lighting control method proposed in the embodiment of the present invention, the user category and user operation information after the user sets the light formula are obtained, and then, according to the user category and user operation information, the matching degree corresponding to the current light formula is obtained, and the current light formula is added to the light formula list according to the matching degree, and, according to the total power consumption of each light formula in the light formula list, all light formulas are sorted by total power consumption, and lighting control is performed according to the sorting result. Therefore, in combination with the user category and user operation information after the user sets the light formula, the matching degree of the current light formula is obtained, so that the light formula that meets the user's needs and has low power consumption is screened from the light formula list according to the matching degree and the total power consumption sorting result, and lighting control is performed according to the light formula, so as to achieve energy saving and consumption reduction while improving the lighting control accuracy and accurately meet the user's lighting needs.

[0073] Based on the self-learning based lighting control method of the aforementioned embodiment of the present invention, the embodiment of the present invention further proposes an electronic device, including a memory, a processor, and a self-learning based lighting control program stored in the memory and executable on the processor. When the processor executes the self-learning based lighting control program, the self-learning based lighting control method of the aforementioned embodiment of the present invention is implemented.

[0074] It should be noted that when the electronic device of the embodiment of the present invention runs the self-learning-based lighting control program, it can implement a specific implementation method corresponding to the self-learning-based lighting control method of the aforementioned embodiment of the present invention, which will not be repeated here.

[0075] In summary, the electronic device proposed in the embodiment of the present invention, by running a lighting control program based on self-learning, can obtain the matching degree of the current light formula in combination with the user category and user operation information after the user sets the light formula, so as to screen out the light formula that meets the user needs and has low power consumption from the light formula list according to the matching degree and the sorting result of the total power consumption, and perform lighting control according to the light formula, thereby achieving energy saving and consumption reduction while improving the lighting control accuracy and accurately meeting the user's lighting needs.

[0076] Based on the self-learning based lighting control method of the aforementioned embodiment of the present invention, the embodiment of the present invention further proposes a computer-readable storage medium, on which a self-learning based lighting control program is stored. When the self-learning based lighting control program is executed by a processor, the self-learning based lighting control method of the aforementioned embodiment of the present invention is implemented.

[0077] It should be noted that the computer-readable storage medium of the embodiment of the present invention can implement specific implementation methods corresponding to the self-learning-based lighting control method of the aforementioned embodiment of the present invention when executing the self-learning-based lighting control program, which will not be repeated here.

[0078] In summary, according to the computer-readable storage medium proposed in the embodiment of the present invention, by executing a self-learning-based lighting control program, it is possible to obtain the matching degree of the current light formula in combination with the user category and user operation information after the user sets the light formula, so as to screen out a low-power light formula that meets the user's needs from the light formula list according to the matching degree and the sorting results of the total power consumption, and perform lighting control according to the light formula, thereby achieving energy saving and consumption reduction while improving the lighting control accuracy and accurately meeting the user's lighting needs.

[0079] Figure 4 4 is a block diagram of a lighting control device based on self-learning according to an embodiment of the present invention.

[0080] like Figure 4 As shown, the lighting control device 100 based on self-learning includes: an acquisition module 10 , an adding module 20 and a control module 30 .

[0081] Among them, the acquisition module 10 is used to obtain the user category and user operation information after the user sets the light recipe; the adding module 20 is used to obtain the matching degree corresponding to the current light recipe according to the user category and user operation information, and add the current light recipe to the light recipe list according to the matching degree; the control module 30 is used to sort the total power consumption of all light recipes according to the total power consumption of each light recipe in the light recipe list, and perform lighting control according to the sorting result.

[0082] It should be understood that in the above-mentioned embodiment of the present invention, after the acquisition module 10 acquires the user category and user operation information after the user sets the light formula, the self-learning-based lighting control device 100 can obtain the matching degree corresponding to the current light formula according to the user category and user operation information through the adding module 20, and add the current light formula to the light formula list according to the matching degree to screen out the current light formula that meets the user's needs. Then, the control module 30 can sort all the light formulas by total power consumption according to the total power consumption of each light formula in the light formula list, and perform lighting control according to the sorting result, so as to screen out low-power light formulas from the light formulas that meet the user's needs, and perform lighting control according to the light formula, thereby achieving energy saving and consumption reduction while improving the lighting control accuracy and accurately meeting the user's lighting needs.

[0083] Furthermore, the control module 30 is also used to determine a light formula with the minimum total power consumption according to the sorting result, and perform lighting control according to the light formula with the minimum total power consumption.

[0084] Furthermore, the adding module 20 is also used to obtain a first weight factor corresponding to the user category and a first matching degree corresponding to the first weight factor; obtain a second weight factor corresponding to the user operation information and a second matching degree corresponding to the second weight factor; and obtain the matching degree corresponding to the current light formula based on the first weight factor, the first matching degree, the second weight factor and the second matching degree.

[0085] Furthermore, the matching degree corresponding to the current light formula is obtained by the following formula: W=Q1*M1+Q2*M2, wherein W is the matching degree corresponding to the current light formula, Q1 is the first weight factor, M1 is the first matching degree, Q2 is the second weight factor, and M2 is the second matching degree.

[0086] Furthermore, the adding module 20 is further configured to add the current light recipe to the light recipe list when the matching degree is greater than a preset matching degree threshold.

[0087] Furthermore, the control module 30 is also used to, before performing lighting control according to the light formula with the minimum total power consumption, perform lighting control according to the adjusted light formula if an instruction to adjust the light formula with the minimum total power consumption is received from the user.

[0088] Furthermore, the user operation information includes lighting parameters, lighting equipment type, lighting usage time, lighting usage scenario and total lighting power consumption.

[0089] It should be noted that the specific implementation of the self-learning-based lighting control device in the embodiment of the present invention corresponds one-to-one to the specific implementation of the self-learning-based lighting control method in the aforementioned embodiment of the present invention, and will not be repeated here.

[0090] In summary, according to the self-learning-based lighting control device proposed in the embodiment of the present invention, the user category and user operation information after the user sets the light formula are obtained through the acquisition module, and then, the matching degree corresponding to the current light formula is obtained according to the user category and user operation information through the adding module, and the current light formula is added to the light formula list according to the matching degree, and the total power consumption of all light formulas is sorted according to the total power consumption of each light formula in the light formula list through the control module, and the lighting control is performed according to the sorting result. Therefore, the matching degree of the current light formula is obtained in combination with the user category and user operation information after the user sets the light formula, so as to filter out the light formula that meets the user's needs and has low power consumption from the light formula list according to the matching degree and the sorting result of the total power consumption, and the lighting control is performed according to the light formula, so as to achieve energy saving and consumption reduction while improving the lighting control accuracy and accurately meet the user's lighting needs.

[0091] It should be noted that the logic and / or steps represented in the flowchart or otherwise described herein, for example, can be considered as a sequenced list of executable instructions for implementing logical functions, and can be specifically implemented in any computer-readable medium for use by an instruction execution system, device or apparatus (such as a computer-based system, a system including a processor, or other system that can fetch instructions from an instruction execution system, device or apparatus and execute instructions), or in combination with these instruction execution systems, devices or apparatuses. For the purposes of this specification, "computer-readable medium" can be any device that can contain, store, communicate, propagate or transmit a program for use by an instruction execution system, device or apparatus, or in combination with these instruction execution systems, devices or apparatuses. More specific examples of computer-readable media (a non-exhaustive list) include the following: an electrical connection portion with one or more wirings (electronic device), a portable computer disk box (magnetic device), a random access memory (RAM), a read-only memory (ROM), an erasable and programmable read-only memory (EPROM or flash memory), an optical fiber device, and a portable compact disk read-only memory (CDROM). In addition, the computer-readable medium may even be paper or other suitable medium on which the program is printed, since the program may be obtained electronically, for example, by optically scanning the paper or other medium and then editing, interpreting or processing in other suitable ways if necessary, and then stored in a computer memory.

[0092] It should be understood that the various parts of the present invention can be implemented by hardware, software, firmware or a combination thereof. In the above-mentioned embodiments, a plurality of steps or methods can be implemented by software or firmware stored in a memory and executed by a suitable instruction execution system. For example, if implemented by hardware, as in another embodiment, it can be implemented by any one of the following technologies known in the art or their combination: a discrete logic circuit having a logic gate circuit for implementing a logic function for a data signal, a dedicated integrated circuit having a suitable combination of logic gate circuits, a programmable gate array (PGA), a field programmable gate array (FPGA), etc.

[0093] In the description of this specification, the description with reference to the terms "one embodiment", "some embodiments", "examples", "specific examples", or "some examples" means that the specific features, structures, materials or characteristics described in conjunction with the embodiment or example are included in at least one embodiment or example of the present invention. In this specification, the schematic representation of the above terms does not necessarily refer to the same embodiment or example. Moreover, the specific features, structures, materials or characteristics described may be combined in any one or more embodiments or examples in a suitable manner.

[0094] In the description of the present invention, it is to be understood that the terms “center”, “longitudinal”, “lateral”, “length”, “width”, “thickness”, “up”, “down”, “front”, “back”, “left”, “right”, “vertical”, “horizontal”, “top”, “bottom”, “inside”, “outside”, “clockwise”, “counterclockwise”, “axial”, “radial”, “circumferential”, etc., indicating orientations or positional relationships based on the orientations or positional relationships shown in the accompanying drawings, are only for the convenience of describing the present invention and simplifying the description, and do not indicate or imply that the referred device or element must have a specific orientation, be constructed and operated in a specific orientation, and therefore should not be understood as limiting the present invention.

[0095] In addition, the terms "first" and "second" are used for descriptive purposes only and should not be understood as indicating or implying relative importance or implicitly indicating the number of the indicated technical features. Therefore, the features defined as "first" and "second" may explicitly or implicitly include at least one of the features. In the description of the present invention, the meaning of "plurality" is at least two, such as two, three, etc., unless otherwise clearly and specifically defined.

[0096] In the present invention, unless otherwise clearly specified and limited, the terms "installed", "connected", "connected", "fixed" and the like should be understood in a broad sense, for example, it can be a fixed connection, a detachable connection, or an integral connection; it can be a mechanical connection or an electrical connection; it can be a direct connection or an indirect connection through an intermediate medium, it can be the internal connection of two elements or the interaction relationship between two elements, unless otherwise clearly defined. For ordinary technicians in this field, the specific meanings of the above terms in the present invention can be understood according to specific circumstances.

[0097] In the present invention, unless otherwise clearly specified and limited, a first feature being "above" or "below" a second feature may mean that the first and second features are in direct contact, or the first and second features are in indirect contact through an intermediate medium. Moreover, a first feature being "above", "above" or "above" a second feature may mean that the first feature is directly above or obliquely above the second feature, or simply means that the first feature is higher in level than the second feature. A first feature being "below", "below" or "below" a second feature may mean that the first feature is directly below or obliquely below the second feature, or simply means that the first feature is lower in level than the second feature.

[0098] Although the embodiments of the present invention have been shown and described above, it is to be understood that the above embodiments are exemplary and are not to be construed as limitations of the present invention. A person skilled in the art may change, modify, replace and vary the above embodiments within the scope of the present invention.

Claims

1. A lighting control method based on self-learning, characterized in that: The method comprises the following steps: Get the user category and user operation information after the user sets the light recipe; According to the user category and the user operation information, obtain a matching degree corresponding to the current light recipe, and add the current light recipe to the light recipe list according to the matching degree; According to the total power consumption of each light formula in the light formula list, all light formulas are sorted by total power consumption, and lighting control is performed according to the sorting result; The method of obtaining the matching degree corresponding to the current light formula according to the user category and the user operation information includes: obtaining a first weight factor corresponding to the user category and a first matching degree corresponding to the first weight factor; obtaining a second weight factor corresponding to the user operation information and a second matching degree corresponding to the second weight factor; and obtaining the matching degree corresponding to the current light formula according to the first weight factor, the first matching degree, the second weight factor and the second matching degree.

2. The lighting control method based on self-learning as claimed in claim 1, characterized in that: Lighting control is performed based on the sorting results, including: The light formula with the minimum total power consumption is determined according to the sorting result, and lighting control is performed according to the light formula with the minimum total power consumption.

3. The lighting control method based on self-learning as claimed in claim 1, characterized in that: The matching degree corresponding to the current light recipe is obtained by the following formula: W=Q1*M1+Q2*M2, Wherein, W is the matching degree corresponding to the current light recipe, Q1 is the first weight factor, M1 is the first matching degree, Q2 is the second weight factor, and M2 is the second matching degree.

4. The lighting control method based on self-learning as claimed in claim 1, characterized in that: The adding the current light recipe to the light recipe list according to the matching degree comprises: When the matching degree is greater than a preset matching degree threshold, the current light recipe is added to the light recipe list.

5. The lighting control method based on self-learning as claimed in claim 2, characterized in that: Before performing lighting control according to the light recipe with the minimum total power consumption, the method further includes: If an instruction is received from the user to adjust the light formula with the minimum total power consumption, lighting control is performed according to the adjusted light formula.

6. The lighting control method based on self-learning as claimed in claim 1, characterized in that: The user operation information includes lighting parameters, lighting equipment type, lighting usage time, lighting usage scenario and total lighting power consumption.

7. An electronic device, characterized in that: It comprises a memory, a processor and a self-learning-based lighting control program stored in the memory and executable on the processor. When the processor executes the self-learning-based lighting control program, the self-learning-based lighting control method according to any one of claims 1 to 6 is implemented.

8. A computer-readable storage medium, characterized in that: A self-learning-based lighting control program is stored thereon, and when the self-learning-based lighting control program is executed by a processor, the self-learning-based lighting control method according to any one of claims 1-6 is implemented.

9. A lighting control device based on self-learning, characterized in that: The device comprises: An acquisition module is used to obtain the user category and user operation information after the user sets the light recipe; An adding module, used for acquiring a matching degree corresponding to a current light recipe according to the user category and the user operation information, and adding the current light recipe to a light recipe list according to the matching degree; A control module, used to sort all the light recipes by total power consumption according to the total power consumption of each light recipe in the light recipe list, and perform lighting control according to the sorting result; The adding module is also used to obtain a first weight factor corresponding to the user category and a first matching degree corresponding to the first weight factor; obtain a second weight factor corresponding to the user operation information and a second matching degree corresponding to the second weight factor; and obtain the matching degree corresponding to the current light formula based on the first weight factor, the first matching degree, the second weight factor and the second matching degree.

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