Optimization Method and System for Content Display of Digital Photo Frame and Digital Photo Frame
By analyzing the working frequency parameters of smart homes, assigning the weights of prompt content and image content, and optimizing the content display frequency of digital photo frames, the problem that existing digital photo frames cannot adjust the content update frequency according to user status, and improving user experience and device life.
Patent Information
- Application Number
- CN202510370975.1
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2025-03-27
- Publication Date
- 2025-06-10
- Estimated Expiration
- 2045-03-27
AI Technical Summary
Existing digital photo frames cannot accurately set the matching content update frequency based on the user's current status, resulting in poor user experience, waste of energy consumption and aggravated equipment aging.
By obtaining the working frequency parameters of multiple smart homes, performing user status analysis, obtaining user status coefficients, and assigning prompt content weights and image content weights based on this coefficient, optimize the content display of digital photo frames, including the optimal image content switching frequency and the optimal prompt content update frequency.
It realizes intelligently adjusting the update frequency of the displayed content based on user behavior patterns and current status, improving user experience, reducing unnecessary energy consumption and pixel refresh rate, thereby extending the service life of the equipment.
Smart Images

Figure CN119893211B_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the field of human-computer interaction optimization, and particularly to a method and system for optimizing content display of a digital photo frame and a digital photo frame. Background Art
[0002] As a new type of digital home decoration and electronic photo album, a digital photo frame has become a choice for many families to recall and share wonderful moments.
[0003] However, existing digital photo frames usually update the display content at fixed time intervals, such as automatically switching photos every minute or every hour. This fixed-frequency update method does not consider whether the user is present or interested in the content. Even when there is no user watching, the digital photo frame still updates the content at a fixed frequency, resulting in unnecessary energy waste; at the same time, frequent and unnecessary screen refreshes will accelerate the degradation of the screen and affect the display effect. Summary of the Invention
[0004] Aiming at the technical problems that existing digital photo frames cannot accurately set a content update frequency that matches the user's current state, resulting in poor user experience, energy consumption waste, and accelerated device aging, the present invention provides a method and system for optimizing content display of a digital photo frame and a digital photo frame to solve these problems.
[0005] The technical solutions of the present invention for solving the above technical problems are as follows:
[0006] In a first aspect, the present invention provides a method for optimizing content display of a digital photo frame, which is used for a digital photo frame connected to multiple smart homes through the Internet of Things, and includes: obtaining working frequency parameters of the multiple smart homes, analyzing the user state according to the working frequency parameters to obtain a user state coefficient; allocating weights of prompt content and weights of image content according to the user state coefficient; optimizing the content display of the digital photo frame according to the weights of prompt content and weights of image content to obtain optimal display parameters including an optimal image content switching frequency and an optimal prompt content update frequency, and performing content display, where the optimization includes calculating a display score according to the image content switching frequency, the prompt content update frequency, and the pixel refresh rate.
[0007] Preferably, the method for optimizing content display of the digital photo frame further includes: monitoring, through the Internet of Things, the number of times of working state switching of the multiple smart homes within a recently preset time interval, and summing to obtain the number of times of working state switching; calculating working frequency parameters according to the number of times of working state switching and the preset time interval; analyzing the user state according to the working frequency parameters to obtain a user state coefficient.
[0008] Preferably, the content display optimization method of the digital photo frame further includes: calculating the ratio of the number of work state switches to a preset time interval to obtain the number of work state switches per unit time, which is used as a work frequency parameter.
[0009] Preferably, the content display optimization method of the digital photo frame further includes: obtaining the average work frequency parameter of the user using the smart home within a historical time; calculating the ratio of the work frequency parameter to the average work frequency parameter to obtain a user state coefficient.
[0010] Preferably, the content display optimization method of the digital photo frame further includes: obtaining a preset prompt content weight and a preset image content weight, where the sum of the preset prompt content weight and the preset image content weight is 1; multiplying the user state coefficient by the preset prompt content weight to obtain a prompt content weight; calculating the image content weight according to the prompt content weight.
[0011] Preferably, the content display optimization method of the digital photo frame further includes: constructing a content display optimization function according to the prompt content weight and the image content weight, as follows: where FIT ef is the display score, w t and w f are the prompt content weight and the image content weight, T r is the prompt content update frequency, T y is the preset prompt content update frequency, F r is the image content switching frequency, F y is the preset image content switching frequency, K y is the preset pixel refresh rate of the digital photo frame, K r is the pixel refresh rate in the optimization; performing content display optimization of the digital photo frame according to the content display optimization function to obtain the optimal image content switching frequency and the optimal prompt content update frequency corresponding to the maximum display score as the optimal display parameters.
[0012] Preferably, the content display optimization method of the digital photo frame further includes: randomly setting the first image content switching frequency and the first prompt content update frequency of the digital photo frame; calculating and obtaining the proportion of pixel refresh in the digital photo frame per second according to the first image content switching frequency and the first prompt content update frequency as the first pixel refresh rate; calculating and obtaining the first display score based on the content display optimization function according to the first image content switching frequency, the first prompt content update frequency and the first pixel refresh rate; continuing to perform content display optimization of the digital photo frame to obtain the optimal image content switching frequency and the optimal prompt content update frequency corresponding to the maximum display score as the optimal display parameters.
[0013] Preferably, the method for optimizing the content display of the digital photo frame further includes: continuously and randomly setting the image content switching frequency and the prompt content update frequency, and calculating the display score; until the optimization converges, outputting the optimal image content switching frequency and the optimal prompt content update frequency corresponding to the maximum display score as the optimal display parameters.
[0014] In a second aspect, the present invention provides a content display optimization system for a digital photo frame, including: a user status analysis module for obtaining the working frequency parameters of multiple smart homes, analyzing the user status according to the working frequency parameters to obtain a user status coefficient; a weight allocation module for allocating the weights of the prompt content and the image content according to the user status coefficient; a content display optimization module for optimizing the content display of the digital photo frame according to the weights of the prompt content and the image content to obtain optimal display parameters including the optimal image content switching frequency and the optimal prompt content update frequency, and performing content display, where the optimization includes calculating a display score according to the image content switching frequency, the prompt content update frequency, and the pixel refresh rate.
[0015] In a third aspect, the present invention further provides a digital photo frame, and the content display of the digital photo frame can be controlled by the method for optimizing the content display of the digital photo frame according to any one of the above first aspects.
[0016] The beneficial effects of the present invention are as follows: By obtaining the working frequency parameters of multiple smart homes, analyzing the user status according to the working frequency parameters to obtain a user status coefficient; then allocating the weights of the prompt content and the image content according to the user status coefficient; further optimizing the content display of the digital photo frame according to the weights of the prompt content and the image content to obtain optimal display parameters including the optimal image content switching frequency and the optimal prompt content update frequency, and performing content display; through the above method, the update frequency of the display content can be intelligently adjusted according to the user's behavior pattern and current status, better meeting the user's needs, and at the same time reducing unnecessary energy consumption and pixel refresh rate, so as to achieve the effects of improving the user experience, reducing energy consumption, and extending the service life of the device. BRIEF DESCRIPTION OF THE DRAWINGS
[0017] Figure 1 is a schematic flow chart of the method for optimizing the content display of the digital photo frame provided by the present invention;
[0018] Figure 2 is a schematic structural diagram of the content display optimization system of the digital photo frame provided by the present invention.
[0019] In the drawings, the components represented by the reference numerals are described as follows:
[0020] User status analysis module 10, weight allocation module 20, content display optimization module 30. Detailed implementation manners
[0021] The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only a part of the embodiments of the present invention, rather than all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those skilled in the art without creative efforts fall within the protection scope of the present invention.
[0022] In the description of the present invention, the terms "first" and "second" are only used for descriptive purposes, and cannot be construed as indicating or implying relative importance or implicitly specifying the quantity of the indicated technical features. Thus, the features defined with "first" and "second" may explicitly or implicitly include one or more of the described features. In the description of the present invention, "a plurality" means two or more, unless otherwise specifically defined.
[0023] In the description of the present invention, the term "for example" is used to mean "serving as an example, illustration, or explanation". Any embodiment described as "for example" in the present invention is not necessarily construed as being more preferred or more advantageous than other embodiments. In order to enable any person skilled in the art to implement and use the present invention, the following description is given. In the following description, details are set forth for the purpose of explanation. It should be understood that those skilled in the art can recognize that the present invention can be implemented without using these specific details. In other instances, well-known structures and processes will not be elaborated in detail to avoid unnecessary details from obscuring the description of the present invention. Therefore, the present invention is not intended to be limited to the embodiments shown, but is to be accorded the widest scope consistent with the principles and features disclosed herein.
[0024] Embodiment 1, as Figure 1 shown, the embodiment of the present invention provides a method for optimizing the content display of a digital photo frame, which specifically includes the following steps:
[0025] S100: Obtain the working frequency parameters of multiple smart homes, and analyze the user status according to the working frequency parameters to obtain a user status coefficient.
[0026] Further, step S100 of the present invention further includes:
[0027] S110: Through the Internet of Things, monitor the number of times of working state switching of the multiple smart homes within a recently preset time interval, and sum to obtain the number of times of working state switching.
[0028] Specifically, by means of the Internet of Things, monitor the number of times the working states of multiple smart home devices (such as lamps, automatic curtains, etc.) are switched within a preset time interval, for example, the number of times of turning the lights on or off or adjusting the brightness of the lamps. For example, use a circuit sensor to monitor the working state of the device (such as on / off) in real time and record the time stamp of the state change. The preset time interval can be set according to the actual scenario, such as the last 30 minutes, the last 1 hour, etc. Obtain the number of times the working states of multiple smart homes are switched, and sum up the number of state switches of multiple homes. Take the summation result as the number of working state switches. By obtaining the number of working state switches, it provides a basis for subsequent user state analysis.
[0029] S120: Calculate and obtain the working frequency parameter according to the number of working state switches and the preset time interval.
[0030] Furthermore, step S120 of the present invention further includes:
[0031] S121: Calculate the ratio of the number of working state switches to the preset time interval to obtain the number of working state switches per unit time, which is used as the working frequency parameter.
[0032] Specifically, calculate the ratio of the number of working state switches to the preset time interval to obtain the number of working state switches per unit time, and set it as the working frequency parameter; for example, assume that the number of working state switches within the preset time interval is 9 and the preset time interval is 30 minutes, then the working frequency parameter is 9 / 30 which is equal to 0.3 times per minute.
[0033] S130: Conduct user state analysis according to the working frequency parameter to obtain the user state coefficient.
[0034] Furthermore, step S130 of the present invention further includes:
[0035] S131: Obtain the average working frequency parameter of the user using the smart home in the historical time; S132: Calculate the ratio of the working frequency parameter to the average working frequency parameter to obtain the user state coefficient.
[0036] Specifically, first, obtain the average working frequency parameter of the user's use of smart home within the historical time (such as within the most recent month), that is, collect and record the status switching data of the smart home devices within a period of time, including the time stamps of each switch; then for each device, calculate the total number of switches within the historical time, and divide the total number of switches by the total time interval to obtain the historical average working frequency parameter of the device. Further calculate the ratio of the working frequency parameter to the average working frequency parameter, and set the ratio as the user status coefficient. Among them, if the user status coefficient is greater than 1, it indicates that the current user's activity frequency is higher than the average level, and the user may be in a busy state; if the user status coefficient is less than 1, it indicates that the user may be in a leisure state; the larger the working frequency parameter, the larger the user status coefficient, indicating that the user is busier. At this time, the user pays more attention to the prompt content (such as weather, schedule) of the digital photo frame and less attention to the image content (photos). Therefore, the digital photo frame should update the prompt content (such as weather, schedule reminder) more frequently. The smaller the working frequency parameter, the smaller the user status coefficient, and the more leisure the user is. At this time, the user pays more attention to the image content (photos) and less attention to the prompt content (such as weather, time). Therefore, the digital photo frame should update the image content (photos) more frequently.
[0037] S200: Allocate the weights of the prompt content and the image content according to the user status coefficient.
[0038] Furthermore, step S200 of the present invention further includes:
[0039] S210: Obtain the preset prompt content weight and the preset image content weight, where the sum of the preset prompt content weight and the preset image content weight is 1; S220: Multiply the user status coefficient by the preset prompt content weight to obtain the prompt content weight; S230: Calculate and obtain the image content weight according to the prompt content weight.
[0040] Specifically, obtain the preset prompt content weight and the preset image content weight. The sum of the preset prompt content weight and the preset image content weight is 1. The user can configure the preset prompt content weight and the preset image content weight according to actual needs. For example, if the user pays more attention to the prompt content (such as weather, schedule reminder), the preset prompt content weight is larger; if the user pays more attention to the image content (photos), the preset image content weight is larger. For example, the user can set the preset prompt content weight and the preset image content weight to 0.5 respectively, which means that when the user status is unknown, the importance of the prompt content and the image content is equal.
[0041] Next, multiply the user status coefficient by the preset prompt content weight to obtain the updated prompt content weight. For example, assuming the user status coefficient is 1.4 and the preset prompt content weight is 0.5, the updated prompt content weight is 0.7, indicating that the user pays more attention to the prompt content (such as weather and schedule reminders) in the current state. Then, subtract the updated prompt content weight from 1 to obtain the updated image content weight. For example, assuming the updated prompt content weight is 0.7, the updated image content weight is 1 - 0.7 = 0.3. By configuring the prompt content weight and the image content weight according to the user's current state, the digital photo frame can dynamically adjust the content attention according to the user's current state, better meeting the user's needs.
[0042] S300: According to the prompt content weight and the image content weight, optimize the content display of the digital photo frame to obtain the optimal display parameters including the optimal image content switching frequency and the optimal prompt content update frequency, and perform content display. Among them, the optimization includes calculating the display score according to the image content switching frequency, the prompt content update frequency, and the pixel refresh rate.
[0043] Furthermore, step S300 of the present invention further includes:
[0044] S310: According to the prompt content weight and the image content weight, construct a content display optimization function as follows: where FIT ef is the display score, w t and w f are the prompt content weight and the image content weight, T r is the prompt content update frequency, T y is the preset prompt content update frequency, F r is the image content switching frequency, F y is the preset image content switching frequency, K y is the preset pixel refresh rate of the digital photo frame, and K r is the pixel refresh rate in the optimization.
[0045] Specifically, in the content display optimization function, FIT ef is the display score. The larger the display score, the better the display effect; w t and w f are the prompt content weight and the image content weight; T r is the prompt content update frequency, T y is the preset prompt content update frequency, and the preset prompt content update frequency is the standard prompt content update frequency set according to user needs, such as 20 seconds / time; F r is the image content switching frequency, and F yis the preset image content switching frequency, and the preset image content switching frequency is the standard image content update frequency set according to user requirements, such as 30 seconds / time; K y is the preset pixel refresh rate (standard pixel refresh rate) of the digital photo frame, K r is the pixel refresh rate during optimization. The pixel refresh rate should be reduced as much as possible to reduce energy consumption and slow down device aging, while maintaining a content display effect that satisfies users.
[0046] By constructing a content display optimization function, the display score can be comprehensively evaluated from three aspects: the image content switching frequency, the prompt content update frequency, and the pixel refresh rate, so as to effectively improve the scientificity, rationality, and accuracy of the display score calculation, and provide a reliable basis for optimizing the display parameters.
[0047] S320: According to the content display optimization function, perform content display optimization of the digital photo frame to obtain the optimal image content switching frequency and the optimal prompt content update frequency corresponding to the maximum display score as the optimal display parameters.
[0048] Furthermore, step S320 of the present invention further includes:
[0049] S321: Randomly set the first image content switching frequency and the first prompt content update frequency of the digital photo frame; S322: Calculate and obtain the proportion of pixel refresh in the digital photo frame per second according to the first image content switching frequency and the first prompt content update frequency as the first pixel refresh rate; S323: Based on the content display optimization function, calculate and obtain the first display score according to the first image content switching frequency, the first prompt content update frequency, and the first pixel refresh rate.
[0050] Specifically, first, obtain the image content switching frequency threshold and the prompt content update frequency threshold of the digital photo frame. The image content switching frequency threshold and the prompt content update frequency threshold can be set according to the device production parameters. For example, the image content switching frequency threshold is 3 seconds / time to 100 seconds / time; and randomly select any image content switching frequency and any prompt content update frequency within the image content switching frequency threshold and the prompt content update frequency threshold to obtain the first image content switching frequency and the first prompt content update frequency.
[0051] Next, calculate the proportion of pixel refreshes per second in the digital photo frame according to the first video content switching frequency and the first prompt content update frequency, and set this proportion as the first pixel refresh rate. For example, if the proportion of the video content display area in the digital photo frame is 90%, the proportion of the prompt content display area is 10%, and both the first video content switching frequency and the first prompt content update frequency are 5 times per second, then the proportion of pixel refreshes per second in the digital photo frame is 0.9 / 5 + 0.1 / 5 = 0.2, that is, the first pixel refresh rate is 20%. Further, use the content display optimization function to calculate the first display score of the first display parameter (including the first video content switching frequency and the first prompt content update frequency) according to the first video content switching frequency, the first prompt content update frequency, and the first pixel refresh rate.
[0052] S324: Continue to optimize the content display of the digital photo frame to obtain the optimal video content switching frequency and the optimal prompt content update frequency corresponding to the maximum display score as the optimal display parameter.
[0053] Furthermore, step S324 of the present invention further includes:
[0054] S3241: Continue to randomly set the video content switching frequency and the prompt content update frequency, and calculate the display score; S3242: Until the optimization converges, output the optimal video content switching frequency and the optimal prompt content update frequency corresponding to the maximum display score as the optimal display parameter.
[0055] Specifically, using the same method, continue to randomly select the second video content switching frequency and the second prompt content update frequency within the video content switching frequency threshold and the prompt content update frequency threshold of the digital photo frame, and calculate the second pixel refresh rate; then based on the content display optimization function, calculate the second display score of the second display parameter (including the second video content switching frequency and the second prompt content update frequency) according to the second video content switching frequency, the second prompt content update frequency, and the second pixel refresh rate. Then continue to perform iterative random selection of display parameters and calculation of display scores using the same method until the predetermined convergence number is reached. The predetermined convergence number is the number of times of parameter random selection, which can be set according to the optimization requirements. The higher the optimization accuracy requirement, the larger the predetermined convergence number. When the predetermined convergence number is reached, the optimization converges. At this time, multiple display parameters and multiple display scores are obtained, and the display parameter corresponding to the maximum display score is output as the optimal display parameter. The optimal display parameter includes the optimal video content switching frequency and the optimal prompt content update frequency.
[0056] Finally, control the digital photo frame to perform content display according to the optimal video content switching frequency and the optimal prompt content update frequency.
[0057] The content display optimization method of the digital photo frame provided by the embodiment of the present invention has at least the following technical effects:
[0058] By obtaining the working frequency parameters of multiple smart homes and analyzing the user status according to the working frequency parameters, a user status coefficient is obtained; then, according to the user status coefficient, the weights of the prompt content and the image content are allocated; further, according to the weights of the prompt content and the image content, the content display of the digital photo frame is optimized to obtain optimal display parameters including the optimal image content switching frequency and the optimal prompt content update frequency, and the content is displayed; through the above method, the update frequency of the display content can be intelligently adjusted according to the user's behavior pattern and current status, better meeting the user's needs, and at the same time reducing unnecessary energy consumption and pixel refresh rate, so as to achieve the effects of improving the user experience, reducing energy consumption and extending the service life of the device.
[0059] Embodiment 2, as Figure 2 shown, based on the same inventive concept as the content display optimization method of the digital photo frame provided in Embodiment 1, the embodiment of the present invention also provides a content display optimization system for a digital photo frame, including: a user status analysis module 10, configured to obtain the working frequency parameters of multiple smart homes, analyze the user status according to the working frequency parameters, and obtain a user status coefficient; a weight allocation module 20, configured to allocate the weights of the prompt content and the image content according to the user status coefficient; a content display optimization module 30, configured to optimize the content display of the digital photo frame according to the weights of the prompt content and the image content, obtain optimal display parameters including the optimal image content switching frequency and the optimal prompt content update frequency, and perform content display, where the optimization includes calculating a display score according to the image content switching frequency, the prompt content update frequency, and the pixel refresh rate.
[0060] Further, the content display optimization system of the digital photo frame is further configured to: monitor the number of times of working state switching of the multiple smart homes within a preset time interval recently through the Internet of Things, and sum to obtain the number of times of working state switching; calculate the working frequency parameters according to the number of times of working state switching and the preset time interval; analyze the user status according to the working frequency parameters to obtain a user status coefficient.
[0061] Further, the content display optimization system of the digital photo frame is further configured to: calculate the ratio of the number of times of working state switching to the preset time interval to obtain the number of times of working state switching per unit time as the working frequency parameter.
[0062] Further, the content display optimization system of the digital photo frame is further configured to: obtain the average working frequency parameter of the user using the smart home within the historical time; calculate the ratio of the working frequency parameter to the average working frequency parameter to obtain the user status coefficient.
[0063] Further, the content display optimization system of the digital photo frame is further configured to: obtain a preset prompt content weight and a preset image content weight, where the sum of the preset prompt content weight and the preset image content weight is 1; multiply the user state coefficient by the preset prompt content weight to obtain a prompt content weight; and calculate and obtain an image content weight according to the prompt content weight.
[0064] Further, the content display optimization system of the digital photo frame is further configured to: construct a content display optimization function according to the prompt content weight and the image content weight, as shown in the following formula: where FIT ef is the display score, w t and w f are the prompt content weight and the image content weight, T r is the prompt content update frequency, T y is the preset prompt content update frequency, F r is the image content switching frequency, F y is the preset image content switching frequency, K y is the preset pixel refresh rate of the digital photo frame, and K r is the pixel refresh rate in the optimization; perform content display optimization of the digital photo frame according to the content display optimization function to obtain the optimal image content switching frequency and the optimal prompt content update frequency corresponding to the maximum display score as the optimal display parameters.
[0065] Further, the content display optimization system of the digital photo frame is further configured to: randomly set a first image content switching frequency and a first prompt content update frequency of the digital photo frame; calculate and obtain the proportion of pixel refresh in the digital photo frame per second according to the first image content switching frequency and the first prompt content update frequency as the first pixel refresh rate; calculate and obtain a first display score based on the content display optimization function according to the first image content switching frequency, the first prompt content update frequency, and the first pixel refresh rate; continue to perform content display optimization of the digital photo frame to obtain the optimal image content switching frequency and the optimal prompt content update frequency corresponding to the maximum display score as the optimal display parameters.
[0066] Further, the content display optimization system of the digital photo frame is further configured to: continue to randomly set the image content switching frequency and the prompt content update frequency and calculate the display score; until the optimization converges, output the optimal image content switching frequency and the optimal prompt content update frequency corresponding to the maximum display score as the optimal display parameters.
[0067] Embodiment 3. The embodiment of the present invention also provides a digital photo frame, and the content display of the digital photo frame can be controlled by using the content display optimization method of the digital photo frame described in any one of Embodiment 1.
[0068] Although the preferred embodiments of the present invention have been described, those skilled in the art can make additional changes and modifications to these embodiments once they learn the basic creative concept.
[0069] Obviously, those skilled in the art can make various changes and modifications to the present invention without departing from the spirit and scope of the present invention. Thus, if these modifications and variations of the present invention fall within the scope of the present invention and its equivalent technologies, the present invention is also intended to include these modifications and variations.
Claims
1. A method for optimizing content display of a digital photo frame, characterized in that: The method is used for a digital photo frame, and the digital photo frame is connected to a plurality of smart homes via the Internet of Things. The method comprises: Acquire working frequency parameters of multiple smart homes, perform user status analysis according to the working frequency parameters, and obtain a user status coefficient, wherein the user status coefficient reflects the degree of user busyness; Allocating prompt content weight and image content weight according to the user status coefficient; According to the prompt content weight and the image content weight, the content display of the digital photo frame is optimized, and the optimal display parameters including the optimal image content switching frequency and the optimal prompt content updating frequency are obtained to display the content, wherein the optimization includes calculating the display score according to the image content switching frequency, the prompt content updating frequency and the pixel refresh rate, including: According to the prompt content weight and the image content weight, a content display optimization function is constructed as follows: Among them, FIT ef To rate the display, w t and w f is the hint content weight and image content weight, T r To indicate the content update frequency, T y The preset reminder content update frequency, F r is the image content switching frequency, F y is the preset image content switching frequency, K y is the preset pixel refresh rate of the digital photo frame, K r Optimizing pixel refresh rate; According to the content display optimization function, randomly set the image content switching frequency and the prompt content updating frequency, and calculate the display score; Until the optimization converges, the optimal image content switching frequency and the optimal prompt content updating frequency corresponding to the maximum display score are output as the optimal display parameters.
2. The content display optimization method of a digital photo frame according to claim 1, characterized in that: Acquiring operating frequency parameters of multiple smart homes, performing user status analysis according to the operating frequency parameters, and obtaining a user status coefficient, including: Through the Internet of Things, the number of working state switching of the plurality of smart homes within a recent preset time interval is monitored, and the number of working state switching is obtained by summing up; Calculate and obtain the working frequency parameter according to the working state switching times and the preset time interval; Perform user status analysis according to the operating frequency parameters to obtain a user status coefficient.
3. The content display optimization method of a digital photo frame according to claim 2, characterized in that: According to the working state switching times and the preset time interval, the working frequency parameter is calculated and obtained, including: The ratio of the working state switching times to the preset time interval is calculated to obtain the working state switching times per unit time as the working frequency parameter.
4. The content display optimization method of a digital photo frame according to claim 2, characterized in that: Performing user status analysis according to the operating frequency parameters to obtain a user status coefficient includes: Obtain the average working frequency parameters of users using smart homes in historical time; The ratio of the operating frequency parameter to the average operating frequency parameter is calculated to obtain a user state coefficient.
5. The content display optimization method of a digital photo frame according to claim 1, characterized in that: According to the user status coefficient, the prompt content weight and the image content weight are allocated, including: Obtaining a preset prompt content weight and a preset image content weight, wherein the sum of the preset prompt content weight and the preset image content weight is 1; The user status coefficient is multiplied by a preset prompt content weight to obtain a prompt content weight; The image content weight is calculated based on the prompt content weight.
6. The content display optimization method of a digital photo frame according to claim 1, characterized in that: According to the content display optimization function, the content display of the digital photo frame is optimized to obtain the optimal image content switching frequency and the optimal prompt content updating frequency corresponding to the maximum display score as the optimal display parameters, including: Randomly setting the first image content switching frequency and the first prompt content updating frequency of the digital photo frame; According to the first image content switching frequency and the first prompt content updating frequency, calculating and obtaining the ratio of pixel refreshes in the digital photo frame per second as a first pixel refresh rate; According to the first image content switching frequency, the first prompt content updating frequency and the first pixel refresh rate, based on the content display optimization function, a first display score is calculated; Continue to optimize the content display of the digital photo frame, and obtain the optimal image content switching frequency and the optimal prompt content updating frequency corresponding to the maximum display score as the optimal display parameters.
7. The content display optimization method of a digital photo frame according to claim 1, characterized in that: Continue to optimize the content display of digital photo frames, including: Continue to randomly set the image content switching frequency and prompt content update frequency, and calculate the display score; Until the optimization converges, the optimal image content switching frequency and the optimal prompt content updating frequency corresponding to the maximum display score are output as the optimal display parameters.
8. A content display optimization system for a digital photo frame, characterized in that: The steps for implementing the content display optimization method of the digital photo frame according to any one of claims 1 to 7 include: A user status analysis module, used to obtain working frequency parameters of multiple smart homes, perform user status analysis according to the working frequency parameters, and obtain a user status coefficient, wherein the user status coefficient reflects the degree of user busyness; A weight distribution module, used for distributing the prompt content weight and the image content weight according to the user status coefficient; The content display optimization module is used to optimize the content display of the digital photo frame according to the prompt content weight and the image content weight, obtain the optimal display parameters including the optimal image content switching frequency and the optimal prompt content update frequency, and display the content, wherein the optimization includes calculating the display score according to the image content switching frequency, the prompt content update frequency and the pixel refresh rate, including: According to the prompt content weight and the image content weight, a content display optimization function is constructed as follows: Among them, FIT ef To rate the display, w t and w f is the hint content weight and image content weight, T r To indicate the content update frequency, T y The preset reminder content update frequency, F r is the image content switching frequency, F y is the preset image content switching frequency, K y is the preset pixel refresh rate of the digital photo frame, K r Optimizing pixel refresh rate; According to the content display optimization function, randomly set the image content switching frequency and the prompt content updating frequency, and calculate the display score; Until the optimization converges, the optimal image content switching frequency and the optimal prompt content updating frequency corresponding to the maximum display score are output as the optimal display parameters.
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