Method and system for optimizing content display of digital photo frame and digital photo frame
By analyzing the working frequency parameters of smart homes, assigning prompt weights and image weights, and optimizing the content display frequency of digital photo frames, the problem that existing digital photo frames cannot adjust the update frequency according to user status is solved, and better user experience and energy consumption management are achieved.
Patent Information
- Application Number
- CN202510370975.1
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-03-27
- Publication Date
- 2025-04-25
- 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 weights and image weights based on this coefficients, optimizing 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 CN119893211A_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the field of human-computer interaction optimization, and in particular to a content display optimization method and system for a digital photo frame and a digital photo frame. Background Art
[0002] As a new type of digital home decoration and electronic photo album, digital photo frame has become the choice for many families to recall and share beautiful moments.
[0003] However, existing digital photo frames usually use fixed time intervals to update display content, such as automatically switching photos every minute or every hour. This fixed-frequency update method does not take into account 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 screen degradation and affect the display effect. Summary of the invention
[0004] The present invention aims to solve the technical problems that the existing digital photo frames cannot accurately set the matching content update frequency according to the current status of the user, resulting in poor user experience, energy waste and aggravated device aging, and provides a digital photo frame content display optimization method, system and digital photo frame to solve the problems.
[0005] The technical solution of the present invention to solve the above technical problems is as follows: In a first aspect, the present invention provides a content display optimization method for a digital photo frame, the method being used for a digital photo frame, the digital photo frame being connected to a plurality of smart homes via the Internet of Things, comprising: obtaining operating frequency parameters of the plurality of smart homes, performing user state analysis based on the operating frequency parameters, and obtaining a user state coefficient; allocating prompt weights and image weights based on the user state coefficient; optimizing the content display of the digital photo frame based on the prompt weights and image weights, obtaining optimal display parameters including an optimal image content switching frequency and an optimal prompt content update frequency, and performing content display, wherein the optimization comprises calculating a display score based on the image content switching frequency, the prompt content update frequency, and the pixel refresh rate.
[0006] Preferably, the content display optimization method of the digital photo frame further includes: monitoring, through the Internet of Things, the number of working state switching of the plurality of smart homes within a recent preset time interval, and summing up the number of working state switching times; calculating and obtaining working frequency parameters according to the number of working state switching times and the preset time interval; and performing user state analysis according to the working frequency parameters to obtain a user state coefficient.
[0007] Preferably, the content display optimization method of the digital photo frame further comprises: calculating the ratio of the working state switching times to a preset time interval, and obtaining the working state switching times per unit time as a working frequency parameter.
[0008] Preferably, the content display optimization method of the digital photo frame further includes: obtaining an average operating frequency parameter of the user using the smart home in the historical time; calculating the ratio of the operating frequency parameter to the average operating frequency parameter to obtain a user state coefficient.
[0009] Preferably, the content display optimization method of the digital photo frame further includes: obtaining a preset prompt weight and a preset image weight, wherein the sum of the preset prompt weight and the preset image weight is 1; multiplying the user state coefficient by the preset prompt weight to obtain the prompt weight; and calculating the image weight according to the prompt weight.
[0010] Preferably, the content display optimization method of the digital photo frame further comprises: constructing a content display optimization function according to the prompt weight and the image weight, as shown in the following formula: ;in, To rate the display, and are the prompt weight and image weight, To indicate the frequency of content updates, To set the frequency of updating the preset reminder content, Switching frequency for image content, To preset the switching frequency of the image content, is the preset pixel refresh rate of the digital photo frame. is the pixel refresh rate being optimized; 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.
[0011] Preferably, the content display optimization method of the digital photo frame also includes: randomly setting a first image content switching frequency and a first prompt content update frequency of the digital photo frame; 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 and the first prompt content update frequency; calculating and obtaining 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; continuing to optimize the content display 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 optimal display parameters.
[0012] Preferably, the content display optimization method of the digital photo frame further includes: continuing to randomly set the image content switching frequency and the prompt content updating frequency, and calculating the display score; until the optimization converges, outputting the optimal image content switching frequency and the optimal prompt content updating frequency corresponding to the maximum display score as the optimal display parameters.
[0013] In a second aspect, the present invention provides a content display optimization system for a digital photo frame, including: a user state analysis module, used to obtain working frequency parameters of multiple smart homes, perform user state analysis based on the working frequency parameters, and obtain a user state coefficient; a weight allocation module, used to allocate prompt weights and image weights according to the user state coefficient; a content display optimization module, used to optimize the content display of the digital photo frame according to the prompt weights and image weights, obtain optimal display parameters including optimal image content switching frequency and optimal prompt content update frequency, and perform content display, wherein the optimization includes calculating a display score based on the image content switching frequency, the prompt content update frequency, and the pixel refresh rate.
[0014] In a third aspect, the present invention further provides a digital photo frame, which can control content display by using the content display optimization method for a digital photo frame described in any one of the first aspects above.
[0015] The beneficial effects of the present invention are as follows: by acquiring the operating frequency parameters of multiple smart homes and performing user status analysis based on the operating frequency parameters, a user status coefficient is obtained; then, prompt weights and image weights are allocated based on the user status coefficient; further, content display optimization of the digital photo frame is performed based on the prompt weights and image weights, and optimal display parameters including optimal image content switching frequency and optimal prompt content update frequency are obtained to perform content display; through the above method, the update frequency of the displayed content can be intelligently adjusted according to the user's behavior pattern and current status to better meet user needs, and unnecessary energy consumption and pixel refresh rate can be reduced, thereby achieving the effect of improving user experience, reducing energy consumption and extending the service life of the equipment. BRIEF DESCRIPTION OF THE DRAWINGS
[0016] Figure 1 A schematic diagram of the flow of the content display optimization method of the digital photo frame provided by the present invention; Figure 2 This is a structural schematic diagram of the content display optimization system of the digital photo frame provided by the present invention.
[0017] In the accompanying drawings, the components represented by the reference numerals are described as follows: User status analysis module 10, weight allocation module 20, content display optimization module 30. DETAILED DESCRIPTION
[0018] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those skilled in the art without creative work are within the scope of protection of the present invention.
[0019] In the description of the present invention, 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. Thus, the features defined as "first" and "second" may explicitly or implicitly include one or more of the features. In the description of the present invention, the meaning of "plurality" is two or more, unless otherwise clearly and specifically defined.
[0020] In the description of the present invention, the term "for example" is used to mean "used as an example, illustration or explanation". Any embodiment described as "for example" in the present invention is not necessarily to be construed as being more preferred or advantageous than other embodiments. The following description is given to enable any technician in the field to implement and use the present invention. In the following description, details are listed for the purpose of explanation. It should be understood that a person of ordinary skill in the art can recognize that the present invention can be implemented without using these specific details. In other examples, well-known structures and processes will not be elaborated in detail to avoid obscuring the description of the present invention with unnecessary details. Therefore, the present invention is not intended to be limited to the embodiments shown, but is consistent with the widest scope consistent with the principles and features disclosed in the present invention.
[0021] Embodiment 1, as Figure 1 As shown, the embodiment of the present invention provides a method for optimizing content display of a digital photo frame, which specifically includes the following steps: S100: Acquire operating frequency parameters of a plurality of smart homes, perform user state analysis according to the operating frequency parameters, and obtain a user state coefficient.
[0022] Furthermore, step S100 of the present invention further includes: S110: monitoring the number of working state switching of the plurality of smart homes within a recent preset time interval through the Internet of Things, and summing up the number of working state switching times.
[0023] Specifically, the number of working state switching of multiple smart home devices (such as lamps, automatic curtains, etc.) within a preset time interval is monitored through the Internet of Things, such as the number of times the lights are turned on and off or the brightness of the lamps is adjusted. For example, the working state of the device (such as on / off) is monitored in real time using circuit sensors, and the timestamp of the state change is recorded. The preset time interval can be set according to the actual scenario, such as the last 30 minutes, the last hour, etc., to obtain the number of working state switching of multiple smart homes, and add and sum the number of state switching of multiple homes, and use the sum as the number of working state switching. By obtaining the number of working state switching, a basis is provided for subsequent user state analysis.
[0024] S120: Calculate and obtain an operating frequency parameter according to the number of operating state switching times and a preset time interval.
[0025] Furthermore, step S120 of the present invention further includes: S121: Calculate the ratio of the working state switching times to the preset time interval to obtain the working state switching times per unit time as a working frequency parameter.
[0026] Specifically, the ratio of the working state switching times and the preset time interval is calculated to obtain the working state switching times per unit time, and set it as the working frequency parameter; for example, assuming that the working state switching times within the preset time interval is 9, and the preset time interval is 30 minutes, the working frequency parameter is 9 / 30, which is equal to 0.3 times / minute.
[0027] S130: Perform user state analysis according to the operating frequency parameters to obtain a user state coefficient.
[0028] Furthermore, step S130 of the present invention further includes: S131: Obtain an average operating frequency parameter of a user using a smart home in a historical period; S132: Calculate a ratio of the operating frequency parameter to the average operating frequency parameter to obtain a user state coefficient.
[0029] Specifically, first, the average working frequency parameter of the user's use of the smart home in the historical time (such as the last month) is obtained, that is, the state switching data of the smart home device in a period of time is collected and recorded, including the timestamp of each switch; then for each device, the total number of switches in the historical time is calculated, and the total number of switches is divided by the total time interval to obtain the historical average working frequency parameter of the device. The ratio of the working frequency parameter and the average working frequency parameter is further calculated, and the ratio is set as the user state coefficient, wherein the user state coefficient is greater than 1, indicating that the current user's activity frequency is higher than the average level, and the user may be busy; if the user state coefficient is less than 1, it means that the user may be in a leisure state; the larger the working frequency parameter, the larger the user state 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 pays less attention to the image content (photos), so the digital photo frame should update the prompt content (such as weather, schedule reminders) more frequently. The smaller the working frequency parameter is, the smaller the user state coefficient is, and the more casual 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 and time). Therefore, the digital photo frame should update the image content (photos) more frequently.
[0030] S200: Allocate prompt weight and image weight according to the user state coefficient.
[0031] Furthermore, step S200 of the present invention further includes: S210: Obtaining a preset prompt weight and a preset image weight, wherein the sum of the preset prompt weight and the preset image weight is 1; S220: Multiplying the user state coefficient by the preset prompt weight to obtain a prompt weight; S230: Calculating an image weight based on the prompt weight.
[0032] Specifically, a preset prompt weight and a preset image weight are obtained, and the sum of the preset prompt weight and the preset image weight is 1. The user can configure the preset prompt weight and the preset image weight according to actual needs. For example, if the user pays more attention to the prompt content (such as weather and schedule reminders), the preset prompt weight is larger; if the user pays more attention to the image content (photos), the preset image weight is larger; for example, the user can set the preset prompt weight and the preset image 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.
[0033] Next, the user status coefficient is multiplied by the preset prompt weight to obtain the updated prompt weight. For example, assuming that the user status coefficient is 1.4 and the preset prompt weight is 0.5, the updated prompt 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, 1 is subtracted from the updated prompt weight to obtain the updated image weight. For example, assuming that the updated prompt weight is 0.7, the updated image weight is 1 minus 0.7, which equals 0.3. By configuring the prompt weight and image 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 to better meet the user's needs.
[0034] S300: Optimizing the content display of the digital photo frame according to the prompt weight and the image weight, obtaining optimal display parameters including optimal image content switching frequency and optimal prompt content update frequency, and performing content display, wherein the optimization includes calculating a display score according to the image content switching frequency, the prompt content update frequency and the pixel refresh rate.
[0035] Furthermore, step S300 of the present invention further includes: S310: Constructing a content display optimization function according to the prompt weight and the image weight, as shown in the following formula: ;in, To rate the display, and are the prompt weight and image weight, To indicate the frequency of content updates, To set the frequency of updating the preset reminder content, Switching frequency for image content, To preset the switching frequency of the image content, is the preset pixel refresh rate of the digital photo frame. The pixel refresh rate being optimized.
[0036] Specifically, in the content display optimization function, To score the display, the larger the display score, the better the display effect; and are the prompt weight and image weight; To indicate the frequency of content updates, The preset prompt content update frequency is a standard prompt content update frequency set according to user needs, such as 20 seconds / time; Switching frequency for image content, is a preset image content switching frequency, which is a standard image content updating frequency set according to user needs, such as 30 seconds / time; is the preset pixel refresh rate (standard pixel refresh rate) of the digital photo frame. To optimize the pixel refresh rate, the pixel refresh rate should be reduced as much as possible to reduce energy consumption and slow down device aging while maintaining a satisfactory content display effect for users.
[0037] By constructing a content display optimization function, the display score can be comprehensively evaluated from three aspects: image content switching frequency, prompt content update frequency and pixel refresh rate, thereby effectively improving the scientificity, rationality and accuracy of the content display score calculation, and providing a reliable basis for optimizing display parameters.
[0038] S320: Optimizing the content display of the digital photo frame according to the content display optimization function, and obtaining the optimal image content switching frequency and the optimal prompt content updating frequency corresponding to the maximum display score as optimal display parameters.
[0039] Further, step S320 of the present invention further includes: S321: Randomly set the first image content switching frequency and the first prompt content updating frequency of the digital photo frame; S322: According to the first image content switching frequency and the first prompt content updating frequency, calculate and obtain the ratio of pixel refreshes in the digital photo frame per second as the first pixel refresh rate; S323: 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, calculate and obtain the first display score.
[0040] Specifically, first, the image content switching frequency threshold and the prompt content update frequency threshold of the digital photo frame are obtained, and the image content switching frequency threshold and the prompt content update frequency threshold can be set according to the equipment production parameters, for example, the image content switching frequency threshold is 3 seconds / time to 100 seconds / time; and any image content switching frequency and any prompt content update frequency are randomly selected 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.
[0041] Next, the proportion of pixel refreshes in the digital photo frame per second is calculated based on the first image content switching frequency and the first prompt content update frequency, and the proportion is set as the first pixel refresh rate. For example, the proportion of the image content display area in the digital photo frame is 90%, the proportion of the prompt content display area is 10%, and the first image content switching frequency and the first prompt content update frequency are both 5 seconds / time. Then, the proportion of pixel refreshes in the digital photo frame per second is 0.9 / 5+0.1 / 5, which is equal to 0.2, that is, the first pixel refresh rate is 20%. Further, the content display optimization function is used to calculate the first display score of the first display parameter (including the first image content switching frequency and the first prompt content update frequency) based on the first image content switching frequency, the first prompt content update frequency and the first pixel refresh rate.
[0042] S324: 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 optimal display parameters.
[0043] Further, step S324 of the present invention further includes: S3241: Continue to randomly set the image content switching frequency and the prompt content updating frequency, and calculate the display score; S3242: Until the optimization converges, output the optimal image content switching frequency and the optimal prompt content updating frequency corresponding to the maximum display score as the optimal display parameters.
[0044] Specifically, using the same method, the second image content switching frequency and the second prompt content update frequency are continuously randomly selected within the image content switching frequency threshold and the prompt content update frequency threshold of the digital photo frame, and the second pixel refresh rate is calculated; then based on the content display optimization function, the second display score of the second display parameter (including the second image content switching frequency and the second prompt content update frequency) is calculated according to the second image content switching frequency, the second prompt content update frequency and the second pixel refresh rate. Then, using the same method, the iterative random selection of display parameters and the display score calculation are continued until a predetermined number of convergences is reached. The predetermined number of convergences is the number of random selections of parameters, which can be set according to the optimization requirements. The higher the optimization accuracy requirements, the greater the predetermined number of convergences. When the predetermined number of convergences is reached, the optimization converges, and multiple display parameters and multiple display scores are obtained at this time, and the display parameters corresponding to the maximum display score are output as the optimal display parameters, and the optimal display parameters include the optimal image content switching frequency and the optimal prompt content update frequency.
[0045] Finally, the digital photo frame is controlled to display content according to the optimal image content switching frequency and the optimal prompt content updating frequency.
[0046] 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: The working frequency parameters of multiple smart homes are obtained, and user status analysis is performed according to the working frequency parameters to obtain a user status coefficient; then prompt weights and image weights are allocated according to the user status coefficient; further, content display optimization of the digital photo frame is performed according to the prompt weights and image weights to obtain optimal display parameters including optimal image content switching frequency and optimal prompt content update frequency, and content display is performed; the above method can intelligently adjust the update frequency of the displayed content according to the user's behavior pattern and current status to better meet user needs, and at the same time can reduce unnecessary energy consumption and pixel refresh rate, thereby achieving the effect of improving user experience, reducing energy consumption and extending the service life of the equipment.
[0047] Embodiment 2, as Figure 2 As shown, based on the same inventive concept as the content display optimization method of the digital photo frame provided in Example 1, an embodiment of the present invention also provides a content display optimization system for a digital photo frame, including: a user state analysis module 10, used to obtain working frequency parameters of multiple smart homes, perform user state analysis according to the working frequency parameters, and obtain a user state coefficient; a weight allocation module 20, used to allocate prompt weights and image weights according to the user state coefficient; a content display optimization module 30, used to optimize the content display of the digital photo frame according to the prompt weights and image weights, obtain optimal display parameters including optimal image content switching frequency and optimal prompt content update frequency, and perform content display, wherein the optimization includes calculating a display score according to the image content switching frequency, the prompt content update frequency, and the pixel refresh rate.
[0048] Furthermore, the content display optimization system of the digital photo frame is also used to: monitor the number of working state switching of the multiple smart homes within the latest preset time interval through the Internet of Things, and sum up the number of working state switching times; calculate and obtain working frequency parameters based on the number of working state switching times and the preset time interval; perform user state analysis based on the working frequency parameters to obtain a user state coefficient.
[0049] Furthermore, the content display optimization system of the digital photo frame is also used to: calculate the ratio of the working state switching times and the preset time interval, and obtain the working state switching times per unit time as the working frequency parameter.
[0050] Furthermore, the content display optimization system of the digital photo frame is also used to: obtain the average working frequency parameter of the user using the smart home in the historical time; calculate the ratio of the working frequency parameter and the average working frequency parameter to obtain the user state coefficient.
[0051] Furthermore, the content display optimization system of the digital photo frame is also used to: obtain a preset prompt weight and a preset image weight, wherein the sum of the preset prompt weight and the preset image weight is 1; obtain the prompt weight by multiplying the user state coefficient by the preset prompt weight; and calculate the image weight based on the prompt weight.
[0052] Furthermore, the content display optimization system of the digital photo frame is further used to construct a content display optimization function according to the prompt weight and the image weight, as shown in the following formula: ;in, To rate the display, and are the prompt weight and image weight, To indicate the frequency of content updates, To set the frequency of updating the preset reminder content, Switching frequency for image content, To preset the switching frequency of the image content, is the preset pixel refresh rate of the digital photo frame. is the pixel refresh rate being optimized; 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.
[0053] Furthermore, the content display optimization system of the digital photo frame is also used 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 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 and the first prompt content update frequency; 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 optimize the content display 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 optimal display parameters.
[0054] Furthermore, the content display optimization system of the digital photo frame is also used to: continue to randomly set the image content switching frequency and the prompt content updating frequency, and calculate the display score; until the optimization converges, output the optimal image content switching frequency and the optimal prompt content updating frequency corresponding to the maximum display score as the optimal display parameters.
[0055] Embodiment 3, the embodiment of the present invention further provides a digital photo frame, and the digital photo frame can perform content display control by using any one of the content display optimization methods for digital photo frames described in Embodiment 1.
[0056] Although preferred embodiments of the present invention have been described, additional changes and modifications may occur to these embodiments once those skilled in the art understand the basic inventive concepts.
[0057] 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 belong to the scope of the present invention and its equivalent technologies, the present invention is also intended to include these changes 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 operating frequency parameters of multiple smart homes, perform user state analysis according to the operating frequency parameters, and obtain a user state coefficient; Allocating prompt weights and image weights according to the user state coefficient; According to the prompt weight and the image 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.
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 state coefficient, the prompt weight and the image weight are allocated, including: Obtaining a preset prompt weight and a preset image weight, wherein the sum of the preset prompt weight and the preset image weight is 1; The user status coefficient is multiplied by a preset prompt weight to obtain a prompt weight; The image weight is calculated based on the prompt weight.
6. The content display optimization method of a digital photo frame according to claim 1, characterized in that: Optimizing the content display of the digital photo frame according to the prompt weight and the image weight, obtaining optimal display parameters, and displaying the content, including: According to the prompt weight and image weight, a content display optimization function is constructed as follows: ; in, To rate the display, and are the prompt weight and image weight, To indicate the frequency of content updates, To set the frequency of updating the preset reminder content, Switching frequency for image content, To preset the switching frequency of the image content, is the preset pixel refresh rate of the digital photo frame. Optimizing pixel refresh rate; The content display of the digital photo frame is optimized according to the content display optimization function, and the optimal image content switching frequency and the optimal prompt content updating frequency corresponding to the maximum display score are obtained as the optimal display parameters.
7. The content display optimization method of a digital photo frame according to claim 6, 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.
8. The content display optimization method of a digital photo frame according to claim 7, 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.
9. 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 8 include: A user state analysis module, used to obtain working frequency parameters of multiple smart homes, perform user state analysis according to the working frequency parameters, and obtain a user state coefficient; A weight distribution module, used for distributing prompt weight and image 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 weight and the image weight, obtain the optimal display parameters including the optimal image content switching frequency and the optimal prompt content update frequency, and perform content display, 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.
10. A digital photo frame, characterized in that: The digital photo frame can perform content display control by using the content display optimization method for a digital photo frame according to any one of claims 1 to 8.
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