CN108322594B - Terminal control method, terminal and computer readable storage medium - Google Patents

Terminal control method, terminal and computer readable storage medium Download PDF

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Publication number
CN108322594B
CN108322594B CN201711402988.4A CN201711402988A CN108322594B CN 108322594 B CN108322594 B CN 108322594B CN 201711402988 A CN201711402988 A CN 201711402988A CN 108322594 B CN108322594 B CN 108322594B
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terminal
health
parameter
user
preset
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CN108322594A (en
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邹志辉
关楠竹
李志祥
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Guangdong Yuanyuan Technology Co.,Ltd.
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Guangdong Yuanyuan Technology Co ltd
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    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04M—TELEPHONIC COMMUNICATION
    • H04M1/00—Substation equipment, e.g. for use by subscribers
    • H04M1/72—Mobile telephones; Cordless telephones, i.e. devices for establishing wireless links to base stations without route selection
    • H04M1/724—User interfaces specially adapted for cordless or mobile telephones
    • H04M1/72448—User interfaces specially adapted for cordless or mobile telephones with means for adapting the functionality of the device according to specific conditions
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04M—TELEPHONIC COMMUNICATION
    • H04M1/00—Substation equipment, e.g. for use by subscribers
    • H04M1/72—Mobile telephones; Cordless telephones, i.e. devices for establishing wireless links to base stations without route selection
    • H04M1/724—User interfaces specially adapted for cordless or mobile telephones
    • H04M1/72448—User interfaces specially adapted for cordless or mobile telephones with means for adapting the functionality of the device according to specific conditions
    • H04M1/72454—User interfaces specially adapted for cordless or mobile telephones with means for adapting the functionality of the device according to specific conditions according to context-related or environment-related conditions

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  • Engineering & Computer Science (AREA)
  • Human Computer Interaction (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Environmental & Geological Engineering (AREA)
  • Telephone Function (AREA)

Abstract

The invention provides a terminal control method, a terminal and a computer readable storage medium, aiming at the defect that the existing terminal can not assist users to healthily use the terminal according to different terminal use habits among different users, so that the intelligent and humanized degrees are not high, the current use parameters of the terminal are obtained; determining a health assistance grade according to the use parameters and a preset health assistance model; the health auxiliary model is obtained by training at least according to the first sample and the second sample; the first sample comprises a sample preset on the terminal, and the second sample comprises a sample determined based on the historical use parameters of the terminal; judging whether the health auxiliary grade meets a preset health auxiliary condition or not; and if so, controlling the terminal to execute the health auxiliary strategy. By implementing the scheme, the self-learning of the terminal is realized to assist the user in using the terminal healthily, the individual requirements of the user on body health protection when the user uses the terminal are met, the mobile phone diseases of the user are effectively improved, and the user experience is improved.

Description

Terminal control method, terminal and computer readable storage medium
Technical Field
The present invention relates to the field of intelligent terminal technologies, and in particular, to a terminal control method, a terminal, and a computer-readable storage medium.
Background
With the continuous development of terminal technology, the popularization rate of intelligent terminals in social life is higher and higher, the frequency of using the intelligent terminals by users in daily life is higher and higher, the users rely on the intelligent terminals such as mobile phones and tablet computers to carry out social contact, entertainment or webpage browsing, however, when the users use the intelligent electronic equipment for a long time, the eyes of the users can be fatigued, sore and myopia, at present, most of young people like to play mobile phones in idle time before sleeping at night, most of the young people adopt incorrect lying postures to stare at the mobile phones for a long time, and meanwhile, the fatigue of the eyes of the users is seriously deepened and even the myopia is deepened in the environment with dark light or completely turned off light; in addition, the traditional method can also greatly affect other physical functions of the user, such as cervical vertebra strain and the like. Today, when a user pays more attention to physical health, how to protect the health of the user and improve the mobile phone diseases of the user when the user uses an intelligent terminal is a problem to be solved urgently.
At present, most intelligent terminals have a function of automatically adjusting parameters, such as a function of automatically adjusting screen brightness, that is, when the ambient brightness is high, the brightness of a terminal screen is adaptively and automatically increased, so that a user can clearly see the display content of the screen; when the ambient brightness is low, the terminal screen correspondingly and automatically reduces the brightness, so that the stimulation of the high brightness to the eyes of the user is avoided; in addition, the terminal has a function of automatically reminding the user, for example, when the duration of continuous use of the terminal by the user exceeds the preset duration, the terminal can remind the user to take a rest or the like. Although the automatic parameter adjustment function or the automatic reminding function in the prior art protects the health of the user to a certain extent, the automatic adjustment or the automatic reminding in the prior art is only adaptive adjustment or reminding, and cannot perform personalized adjustment or reminding according to the actual conditions of different users, so that the limitation is large, and the user experience is poor.
Disclosure of Invention
The technical problem to be solved by the present invention is that in the prior art, a terminal can only perform mechanical adaptive adjustment or reminding, but cannot assist a user in using the terminal healthily aiming at different terminal use habits among different users, and the degree of intellectualization and humanization is not high.
In order to solve the above technical problem, the present invention provides a terminal control method, including:
acquiring current use parameters of a terminal;
determining a health assistance grade according to the use parameters and a preset health assistance model; the health auxiliary model is obtained by training at least according to the first sample and the second sample; the first sample comprises a sample preset on the terminal, and the second sample comprises a sample determined based on the historical use parameters of the terminal;
judging whether the health auxiliary grade meets a preset health auxiliary condition or not;
and if so, controlling the terminal to execute a health auxiliary strategy, wherein the health auxiliary strategy is used for assisting the user to use the terminal healthily.
Optionally, the health assistance levels include: an overuse severity level; the overuse severity grade is used for representing the severity of the overuse of the terminal by the user;
judging whether the health auxiliary grade meets the preset health auxiliary condition or not, including:
judging whether the overuse severity level exceeds a preset level threshold value or not;
and determining whether the preset health auxiliary condition is met according to the judgment result.
Optionally, the controlling the terminal to execute the health assistance policy includes:
determining a health auxiliary strategy corresponding to the overuse severity grade according to the corresponding relation between the preset overuse severity grade and the health auxiliary strategy;
and the control terminal executes the health auxiliary strategy.
Optionally, before the controlling terminal executes the health assistance policy, the method further includes:
determining the parameter priority of each type of use parameter in the currently acquired use parameters according to the health auxiliary model;
the control terminal executes the health auxiliary strategy, and the method comprises the following steps:
determining a corresponding health assistance policy based on the parameter priority;
and the control terminal executes the health auxiliary strategy.
Optionally, determining a corresponding health assistance policy based on the parameter priority includes:
determining the type of the use parameter with the highest parameter priority in the currently obtained use parameters based on the parameter priority;
and determining the health auxiliary strategy corresponding to the service parameter type with the highest parameter priority according to the corresponding relation between the preset service parameter type and the health auxiliary strategy.
Optionally, determining a corresponding health assistance policy based on the parameter priority includes:
determining the use parameter type of the use parameter with the highest parameter priority in the currently obtained use parameters exceeding the corresponding preset parameter threshold based on the parameter priority;
and determining the health auxiliary strategy corresponding to the service parameter type with the highest parameter priority according to the corresponding relation between the preset service parameter type and the health auxiliary strategy.
Optionally, the health assistance policy includes: and reminding the user and/or adjusting the parameters of the terminal according to a preset mode.
Optionally, the usage parameters include: at least one of environment brightness parameter, terminal volume parameter, terminal use distance, terminal inclination angle, terminal continuous use duration and terminal current use time.
Furthermore, the invention also provides a terminal, which comprises a processor, a memory and a communication bus;
the communication bus is used for realizing the connection communication between the processor and the memory;
the processor is configured to execute one or more programs stored in the memory to implement the steps of the terminal control method described above.
Further, the present invention also provides a computer-readable storage medium storing one or more programs, the one or more programs being executable by one or more processors to implement the steps of the terminal control method described above.
Advantageous effects
The invention provides a terminal control method, a terminal and a computer readable storage medium, aiming at the defect that the existing terminal can not assist users to healthily use the terminal according to different terminal use habits among different users, so that the intelligent and humanized degrees are not high, the current use parameters of the terminal are obtained; determining a health assistance grade according to the use parameters and a preset health assistance model; the health auxiliary model is obtained by training at least according to the first sample and the second sample; the first sample comprises a sample preset on the terminal, and the second sample comprises a sample determined based on the historical use parameters of the terminal; judging whether the health auxiliary grade meets a preset health auxiliary condition or not; and if so, controlling the terminal to execute a health auxiliary strategy, wherein the health auxiliary strategy is used for assisting the user to use the terminal healthily. Therefore, the terminal can be used by a user in a self-learning auxiliary way, the individual requirements of the user on the body health protection when the user uses the terminal are met, the mobile phone diseases of the user are effectively improved, and the user experience is improved.
Drawings
The invention will be further described with reference to the accompanying drawings and examples, in which:
fig. 1 is a schematic diagram of a hardware structure of an optional mobile terminal for implementing various embodiments of the present invention.
FIG. 2 is a diagram of a wireless communication system for the mobile terminal shown in FIG. 1;
fig. 3 is a basic flowchart of a terminal control method according to a first embodiment of the present invention;
fig. 4 is a detailed flowchart of a terminal control method according to a second embodiment of the present invention;
fig. 5 is a schematic diagram of a terminal health assistance control according to a second embodiment of the present invention;
fig. 6 is a detailed flowchart of a terminal control method according to a third embodiment of the present invention;
fig. 7 is a schematic diagram of terminal health assistance control according to a third embodiment of the present invention;
fig. 8 is a detailed flowchart of a terminal control method according to a fourth embodiment of the present invention;
fig. 9 is a schematic structural diagram of a terminal according to a fifth embodiment of the present invention.
Detailed Description
It should be understood that the specific embodiments described herein are merely illustrative of the invention and are not intended to limit the invention.
In the following description, suffixes such as "module", "component", or "unit" used to denote elements are used only for facilitating the explanation of the present invention, and have no specific meaning in itself. Thus, "module", "component" or "unit" may be used mixedly.
The terminal may be implemented in various forms. For example, the terminal described in the present invention may include a mobile terminal such as a mobile phone, a tablet computer, a notebook computer, a palmtop computer, a Personal Digital Assistant (PDA), a Portable Media Player (PMP), a navigation device, a wearable device, a smart band, a pedometer, and the like, and a fixed terminal such as a Digital TV, a desktop computer, and the like.
The following description will be given by way of example of a mobile terminal, and it will be understood by those skilled in the art that the construction according to the embodiment of the present invention can be applied to a fixed type terminal, in addition to elements particularly used for mobile purposes.
Referring to fig. 1, which is a schematic diagram of a hardware structure of a mobile terminal for implementing various embodiments of the present invention, the mobile terminal 100 may include: RF (Radio Frequency) unit 101, WiFi module 102, audio output unit 103, a/V (audio/video) input unit 104, sensor 105, display unit 106, user input unit 107, interface unit 108, memory 109, processor 110, and power supply 111. Those skilled in the art will appreciate that the mobile terminal architecture shown in fig. 1 is not intended to be limiting of mobile terminals, which may include more or fewer components than those shown, or some components may be combined, or a different arrangement of components.
The following describes each component of the mobile terminal in detail with reference to fig. 1:
the radio frequency unit 101 may be configured to receive and transmit signals during information transmission and reception or during a call, and specifically, receive downlink information of a base station and then process the downlink information to the processor 110; in addition, the uplink data is transmitted to the base station. Typically, radio frequency unit 101 includes, but is not limited to, an antenna, at least one amplifier, a transceiver, a coupler, a low noise amplifier, a duplexer, and the like. In addition, the radio frequency unit 101 can also communicate with a network and other devices through wireless communication. The wireless communication may use any communication standard or protocol, including but not limited to GSM (Global System for Mobile communications), GPRS (General Packet Radio Service), CDMA2000(Code Division Multiple Access 2000), WCDMA (Wideband Code Division Multiple Access), TD-SCDMA (Time Division-Synchronous Code Division Multiple Access), FDD-LTE (Frequency Division duplex Long Term Evolution), and TDD-LTE (Time Division duplex Long Term Evolution).
WiFi belongs to short-distance wireless transmission technology, and the mobile terminal can help a user to receive and send e-mails, browse webpages, access streaming media and the like through the WiFi module 102, and provides wireless broadband internet access for the user. Although fig. 1 shows the WiFi module 102, it is understood that it does not belong to the essential constitution of the mobile terminal, and may be omitted entirely as needed within the scope not changing the essence of the invention.
The audio output unit 103 may convert audio data received by the radio frequency unit 101 or the WiFi module 102 or stored in the memory 109 into an audio signal and output as sound when the mobile terminal 100 is in a call signal reception mode, a call mode, a recording mode, a voice recognition mode, a broadcast reception mode, or the like. Also, the audio output unit 103 may also provide audio output related to a specific function performed by the mobile terminal 100 (e.g., a call signal reception sound, a message reception sound, etc.). The audio output unit 103 may include a speaker, a buzzer, and the like.
The a/V input unit 104 is used to receive audio or video signals. The a/V input Unit 104 may include a Graphics Processing Unit (GPU) 1041 and a microphone 1042, the Graphics processor 1041 Processing image data of still pictures or video obtained by an image capturing device (e.g., a camera) in a video capturing mode or an image capturing mode. The processed image frames may be displayed on the display unit 106. The image frames processed by the graphic processor 1041 may be stored in the memory 109 (or other storage medium) or transmitted via the radio frequency unit 101 or the WiFi module 102. The microphone 1042 may receive sounds (audio data) via the microphone 1042 in a phone call mode, a recording mode, a voice recognition mode, or the like, and may be capable of processing such sounds into audio data. The processed audio (voice) data may be converted into a format output transmittable to a mobile communication base station via the radio frequency unit 101 in case of a phone call mode. The microphone 1042 may implement various types of noise cancellation (or suppression) algorithms to cancel (or suppress) noise or interference generated in the course of receiving and transmitting audio signals.
The mobile terminal 100 also includes at least one sensor 105, such as a light sensor, a motion sensor, and other sensors. Specifically, the light sensor includes an ambient light sensor that can adjust the brightness of the display panel 1061 according to the brightness of ambient light, and a proximity sensor that can turn off the display panel 1061 and/or a backlight when the mobile terminal 100 is moved to the ear. As one of the motion sensors, the accelerometer sensor can detect the magnitude of acceleration in each direction (generally, three axes), can detect the magnitude and direction of gravity when stationary, and can be used for applications of recognizing the posture of a mobile phone (such as horizontal and vertical screen switching, related games, magnetometer posture calibration), vibration recognition related functions (such as pedometer and tapping), and the like; as for other sensors such as a fingerprint sensor, a pressure sensor, an iris sensor, a molecular sensor, a gyroscope, a barometer, a hygrometer, a thermometer, and an infrared sensor, which can be configured on the mobile phone, further description is omitted here.
The display unit 106 is used to display information input by a user or information provided to the user. The Display unit 106 may include a Display panel 1061, and the Display panel 1061 may be configured in the form of a Liquid Crystal Display (LCD), an Organic Light-Emitting Diode (OLED), or the like.
The user input unit 107 may be used to receive input numeric or character information and generate key signal inputs related to user settings and function control of the mobile terminal. Specifically, the user input unit 107 may include a touch panel 1071 and other input devices 1072. The touch panel 1071, also referred to as a touch screen, may collect a touch operation performed by a user on or near the touch panel 1071 (e.g., an operation performed by the user on or near the touch panel 1071 using a finger, a stylus, or any other suitable object or accessory), and drive a corresponding connection device according to a predetermined program. The touch panel 1071 may include two parts of a touch detection device and a touch controller. The touch detection device detects the touch direction of a user, detects a signal brought by touch operation and transmits the signal to the touch controller; the touch controller receives touch information from the touch sensing device, converts the touch information into touch point coordinates, sends the touch point coordinates to the processor 110, and can receive and execute commands sent by the processor 110. In addition, the touch panel 1071 may be implemented in various types, such as a resistive type, a capacitive type, an infrared ray, and a surface acoustic wave. In addition to the touch panel 1071, the user input unit 107 may include other input devices 1072. In particular, other input devices 1072 may include, but are not limited to, one or more of a physical keyboard, function keys (e.g., volume control keys, switch keys, etc.), a trackball, a mouse, a joystick, and the like, and are not limited to these specific examples.
Further, the touch panel 1071 may cover the display panel 1061, and when the touch panel 1071 detects a touch operation thereon or nearby, the touch panel 1071 transmits the touch operation to the processor 110 to determine the type of the touch event, and then the processor 110 provides a corresponding visual output on the display panel 1061 according to the type of the touch event. Although the touch panel 1071 and the display panel 1061 are shown in fig. 1 as two separate components to implement the input and output functions of the mobile terminal, in some embodiments, the touch panel 1071 and the display panel 1061 may be integrated to implement the input and output functions of the mobile terminal, and is not limited herein.
The interface unit 108 serves as an interface through which at least one external device is connected to the mobile terminal 100. For example, the external device may include a wired or wireless headset port, an external power supply (or battery charger) port, a wired or wireless data port, a memory card port, a port for connecting a device having an identification module, an audio input/output (I/O) port, a video I/O port, an earphone port, and the like. The interface unit 108 may be used to receive input (e.g., data information, power, etc.) from external devices and transmit the received input to one or more elements within the mobile terminal 100 or may be used to transmit data between the mobile terminal 100 and external devices.
The memory 109 may be used to store software programs as well as various data. The memory 109 may mainly include a storage program area and a storage data area, wherein the storage program area may store an operating system, an application program required by at least one function (such as a sound playing function, an image playing function, etc.), and the like; the storage data area may store data (such as audio data, a phonebook, etc.) created according to the use of the cellular phone, and the like. Further, the memory 109 may include high speed random access memory, and may also include non-volatile memory, such as at least one magnetic disk storage device, flash memory device, or other volatile solid state storage device.
The processor 110 is a control center of the mobile terminal, connects various parts of the entire mobile terminal using various interfaces and lines, and performs various functions of the mobile terminal and processes data by operating or executing software programs and/or modules stored in the memory 109 and calling data stored in the memory 109, thereby performing overall monitoring of the mobile terminal. Processor 110 may include one or more processing units; preferably, the processor 110 may integrate an application processor, which mainly handles operating systems, user interfaces, application programs, etc., and a modem processor, which mainly handles wireless communications. It will be appreciated that the modem processor described above may not be integrated into the processor 110.
The mobile terminal 100 may further include a power supply 111 (e.g., a battery) for supplying power to various components, and preferably, the power supply 111 may be logically connected to the processor 110 via a power management system, so as to manage charging, discharging, and power consumption management functions via the power management system.
Although not shown in fig. 1, the mobile terminal 100 may further include a bluetooth module or the like, which is not described in detail herein.
In order to facilitate understanding of the embodiments of the present invention, a communication network system on which the mobile terminal of the present invention is based is described below.
Referring to fig. 2, fig. 2 is an architecture diagram of a communication Network system according to an embodiment of the present invention, where the communication Network system is an LTE system of a universal mobile telecommunications technology, and the LTE system includes a UE (User Equipment) 201, an E-UTRAN (Evolved UMTS Terrestrial Radio Access Network) 202, an EPC (Evolved Packet Core) 203, and an IP service 204 of an operator, which are in communication connection in sequence.
Specifically, the UE201 may be the terminal 100 described above, and is not described herein again.
The E-UTRAN202 includes eNodeB2021 and other eNodeBs 2022, among others. Among them, the eNodeB2021 may be connected with other eNodeB2022 through backhaul (e.g., X2 interface), the eNodeB2021 is connected to the EPC203, and the eNodeB2021 may provide the UE201 access to the EPC 203.
The EPC203 may include an MME (Mobility Management Entity) 2031, an HSS (Home Subscriber Server) 2032, other MMEs 2033, an SGW (Serving gateway) 2034, a PGW (PDN gateway) 2035, and a PCRF (Policy and Charging Rules Function) 2036, and the like. The MME2031 is a control node that handles signaling between the UE201 and the EPC203, and provides bearer and connection management. HSS2032 is used to provide registers to manage functions such as home location register (not shown) and holds subscriber specific information about service characteristics, data rates, etc. All user data may be sent through SGW2034, PGW2035 may provide IP address assignment for UE201 and other functions, and PCRF2036 is a policy and charging control policy decision point for traffic data flow and IP bearer resources, which selects and provides available policy and charging control decisions for a policy and charging enforcement function (not shown).
The IP services 204 may include the internet, intranets, IMS (IP Multimedia Subsystem), or other IP services, among others.
Although the LTE system is described as an example, it should be understood by those skilled in the art that the present invention is not limited to the LTE system, but may also be applied to other wireless communication systems, such as GSM, CDMA2000, WCDMA, TD-SCDMA, and future new network systems.
Based on the above mobile terminal hardware structure and communication network system, the present invention provides various embodiments of the method.
First embodiment
Fig. 3 is a basic flowchart of a terminal control method provided in this embodiment, where the terminal control method includes:
s301, obtaining the current use parameters of the terminal.
In practical application, when a user uses a terminal, the terminal first obtains a usage parameter of the user when the user uses the terminal, and the usage parameter in this embodiment may be used to represent a state of the terminal, a usage environment of the terminal, a health index of the user, and the like. According to the practical application scene of the user, the use parameters can be acquired by the terminal, or can be acquired by external equipment connected with the terminal and then sent to the terminal, such as an intelligent bracelet and the like.
Optionally, the usage parameters include: at least one of environment brightness parameter, terminal volume parameter, terminal use distance, terminal inclination angle, terminal continuous use duration and terminal current use time.
Specifically, the selection of the usage parameter types is closely related to the health concern of the user, for example, the ambient brightness parameter, the terminal usage distance are related to the eyesight of the user, the terminal inclination angle is related to the spinal health of the user, in addition, the terminal volume parameter related to the hearing of the user and the like are also included, and the physical factors of different users are different, so that the health emphasis points are different, the usage parameter types can be determined in a targeted manner, and certainly, the usage parameter types as many as possible can be configured, so that the comprehensiveness of the usage parameter types is higher, and the health of the user can be protected as comprehensively as possible.
S302, determining a health assistance grade according to the use parameters and a preset health assistance model; the health auxiliary model is obtained by training at least according to the first sample and the second sample; the first sample includes a sample preset to the terminal and the second sample includes a sample determined based on a historical usage parameter of the terminal.
Specifically, in this embodiment, the model is trained through a supervised learning algorithm in the machine learning algorithm, that is, the input data has a definite classification label and an output result, a Logistic regression and an Adaboost algorithm with a fast operation speed may be adopted, or an algorithm with a high accuracy may be adopted, for example, an amazon MXNet framework algorithm which is popular at present. The health assistance model establishing method in this embodiment includes, but is not limited to, the following methods:
firstly, preparing a training sample, wherein the training sample comprises: a sample preset on the terminal in advance S1 and a sample determined based on the collected historical usage parameters of the terminal S2. It should be noted that other types of samples may be included in other embodiments, such as samples that the end user selects and inputs to the terminal, and are not specifically limited herein. The use parameters in this embodiment include an ambient brightness parameter L, a terminal inclination angle a, and a terminal continuous use duration T up to the current time.
The sample S1 preset on the terminal may be a query of some doctors or health professionals to obtain some key data that can cover the use habits of the user as much as possible. For example, assuming that N is 100 samples, the first three columns are the use parameters L, A, T, the three use parameters form a feature vector [ L, a, T ], which can be denoted by F, and the fourth column is the classification label C of the expert-defined feature vector [ L, a, T ], that is, each feature vector is classified according to a certain classification standard, for example, into C1, C2, … … Cu, etc., and may take the values of C1 — 1, C2 — 2, etc. The feature vector F and the corresponding class label C form a sample S, which can be represented by the following formula: s ═ F, C ], as shown in table 1, is a sample S1 preset in advance on the terminal, the number of rows corresponds to the number of samples, and if there are 100 rows, it represents 100 samples.
TABLE 1
L1 A3 T2 C4
L4 A5 T1 C2
… … … …
Ln Am Ts Cu
Furthermore, the sample S2 determined based on the collected historical usage parameters of the terminal is implemented by counting the usage of the terminal by the user over a period of time, that is, collecting the usage parameters of the terminal. The environment brightness parameter L may be a discrete data field [ L1, L2 … … Ln ], each interval represents a different environment brightness level, similarly, the terminal inclination angle a may be segmented into values [ a1, a2 … … Am ], similarly, the terminal continuous use duration T to the current time may be [ T1, T2 … … Ts ], where n, m, and s respectively refer to the number of L, A, T discrete segments, and these three use parameters form a feature vector [ L, a, T ], which is used as a sample feature F of a user use terminal at a certain data sampling point. It should be noted that the classification flag C in the sample S2 determined based on the acquired historical usage parameters of the terminal is not defined by the doctor or health professional, but is segmented based on some other factors such as time period, for example, the number of classifications u defined in S1 in a certain time interval such as the interval from eight night to five early morning, so that the time interval [8,9] is defined as C1, the time interval [9,10] is defined as C2, … … defines the time interval [2,5] as Cu, and so on, so that the classification flag C in this embodiment characterizes the classification of the usage parameters L, A, T of the terminal based on different time intervals. Further, the sample S2 may be determined.
Based on the above steps, a training sample S ═ S1, S2 can be obtained finally, and then the sample is trained according to a specific machine learning algorithm, so that a corresponding training model, that is, a health assistance model in the present embodiment is established, and the historical behavior habits of the user can be represented by the health assistance model. Based on the obtained health assistance model, the currently acquired use parameters of the terminal are input into the health assistance model, so that a corresponding classification mark, that is, the health assistance level in this embodiment, can be obtained.
S303, judging whether the health auxiliary grade meets the preset health auxiliary condition.
Specifically, in this embodiment, an evaluation criterion for the health assistance level is preset, an evaluation result is obtained by evaluating the currently determined health assistance level, if the health assistance condition is satisfied, the step of continuing the subsequent health assistance policy execution is performed in S304, and if the health assistance condition is not satisfied, no response is given, and the process ends.
Optionally, the health assistance levels include: an overuse severity level; the overuse severity grade is used for representing the severity of the overuse of the terminal by the user; judging whether the health auxiliary grade meets the preset health auxiliary condition or not, including: judging whether the overuse severity level exceeds a preset level threshold value or not; and determining whether the preset health auxiliary condition is met according to the judgment result.
Specifically, the health assistance level in this embodiment may be an unhealthy level grading level, that is, an overuse severity level, performed in a scenario where a habit of a user in using a terminal is poor. In other embodiments, the health degree may be graded in a scenario where the habit of using the terminal is good, such as a good health level. In this embodiment, a class threshold is preset, the severity of the overuse of the terminal by the user is correspondingly different under different overuse severity levels, and if the current determined overuse severity level exceeds the class threshold, the current overuse severity level is defined as meeting a preset health assistance condition. For example, the health assistance levels are classified as: c1, C2, C3, C4 and C5, which are characterized by increasing severity of the over-used terminals from C1 to C5, and C3 is set as a grade threshold, namely, the severity of unhealthy use of the terminals by users under the grades of C1 and C2 is slight, and C3 is a critical point of severity, at which the use of the terminals by users starts to threaten the health of the users, so that the health assistance of the users is necessarily triggered. Thus, it is determined that the preset health assistance condition is satisfied when the overuse severity level exceeds the level threshold.
And S304, if so, controlling the terminal to execute a health auxiliary strategy, wherein the health auxiliary strategy is used for assisting the user to use the terminal healthily.
Specifically, when the health assistance level meets the health assistance condition, the terminal is triggered to assist the user in using the terminal healthily, so that the user can use the terminal healthily.
Optionally, the health assistance policy includes: and reminding the user and/or adjusting the parameters of the terminal according to a preset mode.
Specifically, in this embodiment, the health reminder may be directly realized by the terminal, or may be triggered by the terminal to prompt the user through other devices connected to the terminal, such as an intelligent bracelet, where the reminder may be realized through display information, sound information, light information, and the like, for example, the display information may be text information, pattern information, video information, and the like displayed on a display screen; the sound information can be voice broadcast, music, alarm sound and the like; the light information may be a flashing screen, flashing breathing lights, etc. In a word, the purpose is to realize the reminding function so as to remind the user that the rest is needed currently, the brightness of the current screen is harmful to the eyesight, the activity is next, and the like. In addition, the terminal parameter adjustment in this embodiment means that the terminal adjusts its own related parameters, such as the brightness of the display screen, the color saturation, and the volume, and adapts to the current user's usage behavior by adjusting the terminal parameters, so as to create a healthier terminal usage condition for the user, for example, when the user uses the terminal in a dim light environment, the display screen brightness is dimmed, and when the user plays music late at night, the output volume is reduced, and so on. It should be noted that the health alert and the parameter adjustment of the terminal may be performed separately or simultaneously, and are not limited herein.
Optionally, the controlling the terminal to execute the health assistance policy includes: determining a health auxiliary strategy corresponding to the overuse severity grade according to the corresponding relation between the preset overuse severity grade and the health auxiliary strategy; and the control terminal executes the health auxiliary strategy.
In practical application, when the over-use severity level meets the health assistance condition, the terminal is triggered to execute the health assistance strategy. In some embodiments, the health assistance policy may be unique, that is, a plurality of over-use severity levels meeting the condition all correspond to the same health assistance policy, that is, as long as the over-use severity level exceeds the preset level threshold, although there are different degrees of grading between the over-use severity levels exceeding the preset level threshold, all of them characterize that the user terminal has started to threaten the health of the user, and the health assistance policy may be unified for them at this time. For example, the preset abuse severity level includes: c1, C2, C3, C4 and C5, wherein the severity of the overuse terminals is represented to be increased in sequence from C1 to C5, C3 is set as a grade threshold, the health assistance strategy is executed when the current overuse severity grades are C1 and C2 are not triggered, the current overuse severity grades are C3, C4 and C5, the health assistance strategy is executed only by being triggered by the same kind of health assistance strategy, and if the same health reminder is performed, the reminding mode can be that text information of 'you need to rest' is displayed; in other embodiments, different health assistance strategies may be associated with different severity levels of overuse in order to implement the health assistance strategies more scientifically and effectively with more directionality.
Optionally, before the controlling terminal executes the health assistance policy, the method further includes: determining the parameter priority of each type of use parameter in the currently acquired use parameters according to the health auxiliary model; the control terminal executes the health auxiliary strategy, and the method comprises the following steps: determining a corresponding health assistance policy based on the parameter priority; and the control terminal executes the health auxiliary strategy. .
Specifically, after the health assistance model is trained, the weight occupied by each type of usage parameter in the feature vector is obtained to represent the degree of influence of different types of usage parameters on the classification label, i.e., the degree of severity of overuse, the relationship between the weight of each type of usage parameter can be defined by the priority of the parameter, and the higher the weight occupied is, the higher the priority of the parameter is, and the greater the corresponding degree of influence on the health assistance level is. In this embodiment, when the over-use severity level meets a preset level threshold, the terminal is triggered to execute the health assistance policy, and the specific health assistance policy is determined by the parameter priority.
Further, determining a corresponding health assistance policy based on the parameter priority includes: determining the type of the use parameter with the highest parameter priority in the currently obtained use parameters based on the parameter priority; and determining the health auxiliary strategy corresponding to the service parameter type with the highest parameter priority according to the corresponding relation between the preset service parameter type and the health auxiliary strategy.
Specifically, the higher the priority of the parameter is, the greater the influence degree of the usage parameter type on the health assistance level is, that is, the usage parameter type has a crucial influence on the health state of the user, for users with different ages, medical histories, and professions, the influence degree of different usage parameter types on the health state of the users is different, and the emphasis points of different users on the health state are different. In this embodiment, the corresponding health assistance policy is determined according to the type of the usage parameter with the highest priority, for example, for a user in a myopia correction operation, the eye of the user is fragile, and the eye health of the user is a health state that the user should pay most attention to, and the health state in this aspect can be protected preferentially, so that the health assistance policy corresponding to the ambient brightness parameter is executed each time when the health assistance level satisfies the condition trigger terminal to execute the health assistance policy, so as to implement the important protection of the eyesight health of the user, in the parameter priorities of the types of usage parameters determined based on the health assistance model obtained after the training is completed, the priority of the ambient brightness parameter is highest.
Optionally, determining a corresponding health assistance policy based on the parameter priority includes: determining the use parameter type of the use parameter with the highest parameter priority in the currently obtained use parameters exceeding the corresponding preset parameter threshold based on the parameter priority; and determining the health auxiliary strategy corresponding to the service parameter type with the highest parameter priority according to the corresponding relation between the preset service parameter type and the health auxiliary strategy.
Specifically, the usage parameters in this embodiment include an ambient brightness parameter, a duration of continuous usage of the terminal, and a terminal volume parameter, which are respectively associated with health states of the user in terms of eyesight, physical fatigue, and hearing, and although the parameters have different degrees of influence on health assistance levels, the parameters all affect the health of the user when the user uses the terminal, and if health assistance is performed only according to a usage parameter type with a high priority of the parameters, a health assistance policy for the same user is single, and health assistance cannot be performed on the user in all aspects to protect the health of the user. Based on this, in this embodiment, the corresponding health assistance policy is determined by combining the parameter priority and the usage parameter value, each usage parameter corresponds to a parameter threshold, the degree of the current usage parameter can be characterized by comparing the currently acquired usage parameter with the parameter threshold, and the health assistance policy corresponding to the usage parameter type is determined according to the usage parameter type only when the usage parameter exceeds the corresponding parameter threshold and the parameter priority of the usage parameter type is highest among the parameter priorities of all usage parameter types exceeding the parameter threshold. Therefore, the determination and execution of the health auxiliary strategy are more diversified, and the health auxiliary protection of the user using the terminal is more humanized.
The invention provides a terminal control method, which comprises the steps of obtaining the current use parameters of a terminal; determining a health assistance grade according to the use parameters and a preset health assistance model; the health auxiliary model is obtained by training at least according to the first sample and the second sample; the first sample comprises a sample preset on the terminal, and the second sample comprises a sample determined based on the historical use parameters of the terminal; judging whether the health auxiliary grade meets a preset health auxiliary condition or not; and if so, controlling the terminal to execute a health auxiliary strategy, wherein the health auxiliary strategy is used for assisting the user to use the terminal healthily. Therefore, the terminal can be used by a user in a self-learning auxiliary way, the individual requirements of the user on the body health protection when the user uses the terminal are met, the mobile phone diseases of the user are effectively improved, and the user experience is improved.
Second embodiment
Fig. 4 is a detailed flowchart of a terminal control method according to a second embodiment of the present invention, where the terminal control method includes:
s401, acquiring current use parameters of a terminal; the usage parameters include: the environment brightness parameter, the terminal inclination angle and the terminal continuous use duration.
In this embodiment, the ambient brightness parameter, the terminal inclination angle and the terminal continuous service life are respectively collected by the light sensor, the gravity sensor, the gyroscope and the timer which are arranged on the terminal.
S402, determining the over-use severity grade according to the use parameters and a preset health auxiliary model; the health auxiliary model is obtained by training according to the first sample and the second sample; the first sample includes a sample preset to the terminal and the second sample includes a sample determined based on a historical usage parameter of the terminal.
Specifically, the health assistance model is customized for different users, so that the historical behavior habit of the user for using the terminal personally is reflected, and the overuse severity level is used for representing the severity of overuse of the terminal by the user.
S403, judging whether the over-use severity level exceeds a preset level threshold value; if yes, S404 is executed, otherwise S401 is executed.
When the severity level of the overuse exceeds a preset level threshold value, the severity level of the terminal used by the user exceeds a critical point, the influence of the terminal used by the user on health is large, and otherwise, the user uses the terminal in a healthy state.
S404, determining the health auxiliary strategy corresponding to the overuse severity grade according to the corresponding relation between the preset overuse severity grade and the health auxiliary strategy.
In this embodiment, different health assistance policies are correspondingly set according to different severity levels of overuse, for example, the preset severity level of overuse includes: c1, C2, C3, C4 and C5, the severity of the overuse terminal is increased from C1 to C5, and C3 is set as a grade threshold, only if the current overuse severity grade is C3, C4, C5 meets more than the preset grade threshold, then the execution of the health assistance policy is triggered, the health assistance policies corresponding to C3, C4, and C5 are different, for example, if the current severity level of overuse is C3, a health reminder can be given, and the reminding manner can be a text message showing "you need to move about", and when the overuse severity level is C4, health reminding is also carried out, the reminding mode can be 'please rest immediately', when the severity level is C5, the health assistant strategy is adjusted through the terminal parameters, and the terminal can be controlled to be directly powered off at this time, so that the user is limited to continue using the mobile phone, and the health of the user is protected.
S405, the control terminal executes a health auxiliary strategy to assist the user in using the terminal healthily.
For the above example, if the current overuse severity level is C4, a text message prompt of "please rest immediately" is performed on the display screen of the terminal, fig. 5 is a schematic diagram of the terminal health assistance control in the embodiment, a in fig. 5 is an initial state diagram of the terminal, and b is a termination state diagram of the terminal after performing text message prompt control, when the user sees the prompt, the user can know that the user is fatigued to be more tired by continuing to use the terminal, and the self-protection consciousness of the user on the health can be strengthened.
The invention provides a terminal control method, wherein a terminal determines a health auxiliary model according to a sample preset on the terminal and a sample determined based on historical use parameters of the terminal, inputs the currently acquired use parameters into the health auxiliary model to determine a health auxiliary grade, determines a current health auxiliary strategy according to the corresponding relation between the preset health auxiliary grade and the health auxiliary strategy when the health auxiliary grade exceeds a preset grade threshold, and then controls the terminal to execute the strategy. The self-learning terminal has the advantages that the terminal is used healthily by the user under the self-learning assistance of the terminal, the individual requirements of the user on body health protection when the terminal is used are met, the mobile phone diseases of the user are effectively improved, and the user experience is improved.
Third embodiment
Fig. 6 is a detailed flowchart of a terminal control method according to a third embodiment of the present invention, where the terminal control method includes:
s601, acquiring the current use parameters of the terminal; the usage parameters include: the method comprises the following steps of (1) obtaining an environment brightness parameter, a terminal inclination angle and terminal continuous use duration;
s602, determining an overuse severity level according to the use parameters and a preset health auxiliary model; the health auxiliary model is obtained by training according to the first sample and the second sample; the first sample comprises a sample preset on the terminal, and the second sample comprises a sample determined based on the historical use parameters of the terminal;
s603, judging whether the over-use severity level exceeds a preset level threshold value; if yes, executing S604, otherwise executing S601;
s604, determining the parameter priority of each type of use parameter in the currently acquired use parameters according to the health auxiliary model;
after the health assistant model is trained, the weight occupied by each type of usage parameter in the feature vector is obtained to represent the degree of influence of different types of usage parameters on the classification label, i.e., the degree of severity of overuse, where the usage parameters in this embodiment include the ambient brightnessThe priority levels of the parameters respectively corresponding to the degree parameter L, the terminal inclination angle A and the terminal continuous use duration T, L, A, T are respectively WL、WAAnd WTWherein W isL＞WA＞WT。
S605, determining the type of the use parameter with the highest parameter priority in the currently obtained use parameters based on the parameter priority;
s606, determining a health auxiliary strategy corresponding to the service parameter type with the highest parameter priority according to the corresponding relation between the preset service parameter type and the health auxiliary strategy;
in this embodiment, whether to trigger the terminal to execute the health assistance policy is determined according to the severity level of the excessive use, and the specific health assistance policy is determined by the type of the use parameter with the highest priority.
And S607, controlling the terminal to execute a health auxiliary strategy to assist the user in using the terminal healthily.
For example, in an application scenario where the user uses the terminal at night, the environmental brightness parameter is often low, and the terminal screen brightness has a large stimulation to the eyes of the user, so that the health assistance policy may be to control the terminal to adjust the brightness parameter, and turn down the terminal brightness, thereby reducing the stimulation to the eyes of the user by the terminal. Fig. 7 is a schematic diagram of the terminal health auxiliary control in this embodiment, where a in fig. 7 is an initial state diagram of the terminal, and b is a termination state diagram of the terminal after brightness parameter adjustment.
The invention provides a terminal control method, which comprises the steps of inputting currently acquired use parameters into a health auxiliary model to determine a health auxiliary grade, determining the parameter priority of each type of use parameter in the currently acquired use parameters according to the health auxiliary model when the health auxiliary grade exceeds a preset grade threshold value, determining a health auxiliary strategy corresponding to the use parameter type with the highest parameter priority according to the corresponding relation between the preset use parameter type and the health auxiliary strategy, and then controlling a terminal to execute the health auxiliary strategy. The self-learning terminal has the advantages that the terminal is used healthily by the user under the self-learning assistance of the terminal, the individual requirements of the user on body health protection when the terminal is used are met, the mobile phone diseases of the user are effectively improved, and the user experience is improved.
Fourth embodiment
Fig. 8 is a detailed flowchart of a terminal control method according to a fourth embodiment of the present invention, where the terminal control method includes:
s801, acquiring current use parameters of the terminal; the usage parameters include: the method comprises the following steps of (1) obtaining an environment brightness parameter, a terminal inclination angle and terminal continuous use duration;
s802, determining the over-use severity level according to the use parameters and a preset health auxiliary model; the health auxiliary model is obtained by training according to the first sample and the second sample; the first sample comprises a sample preset on the terminal, and the second sample comprises a sample determined based on the historical use parameters of the terminal;
s803, judging whether the over-use severity level exceeds a preset level threshold value; if yes, executing S804, otherwise executing S801;
s804, determining the parameter priority of each type of use parameter in the currently acquired use parameters according to the health auxiliary model;
s805, sequentially judging whether each use parameter exceeds a corresponding preset parameter threshold value from high to low according to the arrangement sequence of the priority of the parameters, and determining the corresponding use parameter according to the judgment result;
in this embodiment, for example, the priority of the usage parameters including the ambient brightness parameter L, the terminal tilt angle a and the terminal continuous usage duration T, L, A, T is WL、WAAnd WTWherein W isL＞WA＞WTComparing the use parameters according to the priority ranking order of the parameters, namely firstly comparing whether the environmental brightness parameter L exceeds a preset environmental brightness parameter threshold value, if so, directly determining a corresponding health auxiliary strategy according to the environmental brightness parameter, if not, continuously comparing whether the terminal inclination angle A exceeds a terminal inclination angle threshold value, if so, determining a corresponding health auxiliary strategy according to the terminal inclination angleAnd if not, repeating the steps in the same way according to the rules.
S806, determining a health auxiliary strategy corresponding to the use parameter type according to the corresponding relation between the preset use parameter type and the health auxiliary strategy;
and S807, controlling the terminal to execute a health auxiliary strategy to assist the user in using the terminal healthily.
The invention provides a terminal control method, which comprises the steps of inputting currently acquired use parameters into a health auxiliary model to determine a health auxiliary grade, determining the parameter priority of each type of use parameter in the currently acquired use parameters according to the health auxiliary model when the health auxiliary grade exceeds a preset grade threshold, determining a health auxiliary strategy according to the parameter priority and the comparison result of each use parameter and the preset parameter threshold, and then controlling a terminal to execute the strategy. The self-learning terminal has the advantages that the terminal is used healthily by the user under the self-learning assistance of the terminal, the individual requirements of the user on body health protection when the terminal is used are met, the mobile phone diseases of the user are effectively improved, and the user experience is improved.
Fifth embodiment
The present embodiment provides a terminal, as shown in fig. 9, including a processor 901, a memory 902, and a communication bus 903;
the communication bus 903 is used for realizing connection communication between the processor 901 and the memory 902;
the memory 902 is configured to store one or more programs, and the processor 901 is configured to execute the one or more programs stored in the memory 902 to implement the steps of the terminal control method illustrated in the foregoing embodiments, which are not described herein again.
Sixth embodiment
The present invention further provides a computer-readable storage medium, where one or more programs are stored in the computer-readable storage medium, and the one or more programs can be executed by one or more processors to implement the steps of the terminal control method in the foregoing embodiments, which are not described herein again.
It should be noted that, in this document, the terms "comprises," "comprising," or any other variation thereof, are intended to cover a non-exclusive inclusion, such that a process, method, article, or apparatus that comprises a list of elements does not include only those elements but may include other elements not expressly listed or inherent to such process, method, article, or apparatus. Without further limitation, an element defined by the phrase "comprising an … …" does not exclude the presence of other like elements in a process, method, article, or apparatus that comprises the element.
The above-mentioned serial numbers of the embodiments of the present invention are merely for description and do not represent the merits of the embodiments.
Through the above description of the embodiments, those skilled in the art will clearly understand that the method of the above embodiments can be implemented by software plus a necessary general hardware platform, and certainly can also be implemented by hardware, but in many cases, the former is a better implementation manner. Based on such understanding, the technical solutions of the present invention may be embodied in the form of a software product, which is stored in a storage medium (such as ROM/RAM, magnetic disk, optical disk) and includes instructions for enabling a terminal (such as a mobile phone, a computer, a server, an air conditioner, or a network device) to execute the method according to the embodiments of the present invention.
While the present invention has been described with reference to the embodiments shown in the drawings, the present invention is not limited to the embodiments, which are illustrative and not restrictive, and it will be apparent to those skilled in the art that various changes and modifications can be made therein without departing from the spirit and scope of the invention as defined in the appended claims.

Claims (10)

1. A terminal control method, characterized in that the terminal control method comprises:
acquiring current use parameters of a terminal;
determining a health assistance grade according to the use parameters and a preset health assistance model; the health auxiliary model is obtained by training at least according to a first sample and a second sample; the first sample comprises a sample preset on the terminal, the first sample comprises key data capable of covering the use habit of a user as much as possible, and the second sample comprises a sample determined based on the historical use parameters of the terminal;
judging whether the health auxiliary grade meets a preset health auxiliary condition or not;
and if so, controlling the terminal to execute a health auxiliary strategy, wherein the health auxiliary strategy is used for assisting the user to healthily use the terminal.
2. The terminal control method of claim 1, wherein the health assistance level comprises: an overuse severity level; the over-use severity level is used for representing the severity degree of the over-use of the terminal by the user;
the judging whether the health assistance level meets a preset health assistance condition includes:
judging whether the excessive use severity level exceeds a preset level threshold value or not;
and determining whether the preset health auxiliary condition is met according to the judgment result.
3. The terminal control method of claim 2, wherein the controlling the terminal to execute the health assistance policy comprises:
determining a health auxiliary strategy corresponding to the overuse severity grade according to the corresponding relation between the preset overuse severity grade and the health auxiliary strategy;
and controlling the terminal to execute the health auxiliary strategy.
4. The terminal control method of claim 2, prior to controlling the terminal to execute the health assistance policy, further comprising:
determining the parameter priority of each type of use parameter in the currently acquired use parameters according to the health auxiliary model;
the controlling the terminal to execute the health auxiliary strategy comprises the following steps:
determining a corresponding health assistance policy based on the parameter priority;
and controlling the terminal to execute the health auxiliary strategy.
5. The terminal control method of claim 4, wherein the determining a corresponding health assistance policy based on the parameter priority comprises:
determining the type of the use parameter with the highest parameter priority in the currently obtained use parameters based on the parameter priority;
and determining the health auxiliary strategy corresponding to the service parameter type with the highest parameter priority according to the corresponding relation between the preset service parameter type and the health auxiliary strategy.
6. The terminal control method of claim 4, wherein the determining a corresponding health assistance policy based on the parameter priority comprises:
determining the use parameter type of the use parameter with the highest parameter priority in the currently obtained use parameters exceeding the corresponding preset parameter threshold based on the parameter priority;
and determining the health auxiliary strategy corresponding to the service parameter type with the highest parameter priority according to the corresponding relation between the preset service parameter type and the health auxiliary strategy.
7. The terminal control method according to any of claims 1 to 6, wherein the health assistance policy comprises: and reminding the user and/or adjusting the parameters of the terminal according to a preset mode.
8. The terminal control method of claim 7, wherein the usage parameter comprises: at least one of environment brightness parameter, terminal volume parameter, terminal use distance, terminal inclination angle, terminal continuous use duration and terminal current use time.
9. A terminal, characterized in that the terminal comprises a processor, a memory, a communication bus;
the communication bus is used for realizing the connection communication between the processor and the memory;
the processor is configured to execute one or more programs stored in the memory to implement the steps of the terminal control method according to any one of claims 1 to 8.
10. A computer-readable storage medium, characterized in that the computer-readable storage medium stores one or more programs which are executable by one or more processors to implement the steps of the terminal control method according to any one of claims 1 to 8.
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