CN107832032B - Screen locking display method and mobile terminal - Google Patents
Screen locking display method and mobile terminal Download PDFInfo
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Abstract
The invention discloses a mobile terminal, which comprises a memory, a processor and a screen locking display program which is stored on the memory and can be operated on the processor, wherein the screen locking display program realizes the following steps when being executed by the processor: when a screen-on instruction is detected, obtaining scene information of the mobile terminal to judge a scene corresponding to the mobile terminal; searching the viewing probability of each type of display content under the scene according to a pre-established Bayesian network model; taking the display content with the maximum viewing probability as target display content; and controlling the mobile terminal to display the target display content on a screen locking interface and only lightening a display area corresponding to the target display content. Compared with the prior art, the method and the device have the advantages that the display content which the user wants to browse is presumed according to the current situation, only the display content which the user wants to browse is displayed on the screen locking interface, the user experience is improved, meanwhile, only the display area corresponding to the target display content is lightened, and the power consumption of the mobile terminal is greatly reduced.
Description
Technical Field
The invention relates to the technical field of mobile terminals, in particular to a screen locking display method and a mobile terminal.
Background
The mobile terminal can enter a screen locking interface in a screen off state through a set operation mode (such as shortcut operations of pressing a power key or double-click screen lightening and the like). Generally, a screen locking interface of a mobile terminal may provide a quick browsing mode of date, current time, weather, etc., and a user may enter the screen locking interface only to view the conditions of time, date, weather, etc. In addition, some application programs may also provide a shortcut operation mode in the screen locking interface, for example, a music player may provide a shortcut operation mode in the screen locking interface; third party applications such as dripping may also provide a quick view of the current state in the lock screen interface. The content provided by the screen locking interface can enable a user to quickly acquire the content to be browsed or perform related operations on the screen locking interface without unlocking equipment, so that the user operation is simplified, and the user experience is improved.
However, when the lock screen interface provides more browsable contents, it is not beneficial for the user to quickly find the contents he wants to browse; meanwhile, after the mobile terminal enters a screen locking interface, the whole screen is always on, and the power consumption of the mobile terminal is larger.
Therefore, it is necessary to provide a lock screen display method and a mobile terminal to solve the above technical problems.
Disclosure of Invention
The invention mainly aims to provide a screen locking display method and a mobile terminal, and aims to solve the technical problems that when more display contents are provided by the existing screen locking interface, a user cannot quickly find the display contents to be browsed, and unnecessary power consumption is caused by the fact that the whole screen is bright under the screen locking interface.
Firstly, in order to achieve the above object, the present invention provides a screen locking display method applied to a mobile terminal, the screen locking display method comprising the following steps:
when a screen-on instruction is detected, obtaining scene information of the mobile terminal to judge a scene corresponding to the mobile terminal;
searching the viewing probability of each type of display content under the scene according to a pre-established Bayesian network model;
taking the display content with the maximum viewing probability as target display content;
and controlling the mobile terminal to display the target display content on a screen locking interface and only lightening a display area corresponding to the target display content.
Optionally, the step of searching for the viewing probability of each type of display content under the scenario according to the pre-established bayesian network model further includes:
establishing a Bayesian network model, wherein the Bayesian network model is a network model representing the influence of the scene information on various types of display contents;
setting initial probability of viewing various types of display contents under various scenes;
and updating the initial probability according to the user operation data to obtain the viewing probability of each type of display content under each scene.
Optionally, the step of updating the initial probability according to the user operation data includes:
detecting a scene corresponding to the user operation data and the type of display content viewed by the user;
and increasing the initial probability of viewing the display content of the type under the scene by a preset value, and reducing the initial probability of viewing the display content of other types under the scene by the preset value.
Optionally, the step of reducing the initial probability of viewing other types of display content under the scenario by the preset value specifically includes:
and respectively reducing the initial probability of viewing other types of display contents under the scene by a/(n-1), wherein a represents the preset value, and n represents the total number of types of the display contents.
Optionally, the step of searching for the viewing probability of each type of display content under the scenario according to the pre-established bayesian network model further includes:
judging whether the maximum checking probability is greater than a preset probability threshold value or not;
if the judgment result is yes, executing the step of taking the display content with the maximum viewing probability as the target display content;
and if the judgment result is negative, taking all types of display contents as target display contents.
Optionally, before the step of determining whether the maximum viewing probability is greater than a preset probability threshold, the method further includes:
carrying out normalization processing on each viewing probability;
the step of judging whether the maximum viewing probability is greater than the preset probability threshold specifically comprises:
and judging whether the maximum viewing probability after the normalization processing is greater than a preset probability threshold value or not.
Optionally, the step of searching for the viewing probability of each type of display content under the scenario according to the pre-established bayesian network model further includes:
judging whether the pre-established Bayesian network model is effective or not;
if so, executing the step of searching the viewing probability of each type of display content under the scene according to the pre-established Bayesian network model;
and if the judgment result is negative, taking all types of display contents as the target display contents.
Optionally, the context information comprises one or more of time, location, power, network status, and motion status.
Meanwhile, the invention also provides a mobile terminal which comprises a memory, a processor and a screen locking display program which is stored on the memory and can be operated on the processor, wherein the screen locking display program realizes the steps of the screen locking display method when being executed by the processor.
In addition, to achieve the above object, the present invention further provides a computer readable storage medium having a lock screen display program stored thereon, where the lock screen display program, when executed by a processor, implements the steps of the lock screen display method as described above.
Compared with the prior art, the screen-locking display method, the mobile terminal and the computer-readable storage medium provided by the invention have the advantages that when the screen-lighting instruction is detected, the scene information of the mobile terminal is obtained to judge the scene corresponding to the mobile terminal, then the viewing probability of each type of display content under the scene is searched according to the pre-established Bayesian network model, the display content with the maximum viewing probability is used as the target display content, finally the mobile terminal is controlled to display the target display content on the screen-locking interface and only light the display area corresponding to the target display content, so that the display content which a user wants to browse is presumed according to the current scene, only the display content which the user wants to browse is displayed on the screen-locking interface, the content which the user wants to browse is provided for the user more intuitively, the user experience is improved, and only the display area corresponding to the target display content is lighted, the whole screen does not need to be lightened, and the power consumption of the mobile terminal is greatly reduced.
Drawings
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 communication network system architecture according to an embodiment of the present invention;
FIG. 3 is a schematic view of a first embodiment of a lock screen display method according to the present invention;
FIG. 4 is a flowchart illustrating a second embodiment of a lock screen display method according to the present invention;
FIG. 5 is a functional block diagram of a first embodiment of a lock screen display procedure according to the present invention;
FIG. 6 is a functional block diagram of a second embodiment of a lock screen display procedure according to the present invention;
FIG. 7 is a diagram of a Bayesian network in accordance with an embodiment of the present invention;
FIG. 8 is a diagram illustrating an embodiment of a prior art screen lock interface after a screen-up command is detected;
FIG. 9 is a diagram illustrating an embodiment of a lock screen interface according to the invention after a screen-up command is detected.
Reference numerals:
the implementation, functional features and advantages of the objects of the present invention will be further explained with reference to the accompanying drawings.
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 Processor (GPU) 1041 and a microphone 1042, the Graphics processor 1041 processing image data of a still picture 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 hardware structure of the mobile terminal 100 and the communication network system, various embodiments of the method of the present invention are provided.
First, the present invention provides a lock screen display method, which is applied to a mobile terminal shown in fig. 1 to 2, where the mobile terminal includes a memory and a processor.
Fig. 3 is a flowchart illustrating a first embodiment of a lock screen display method according to the present invention. In this embodiment, the execution order of the steps in the flowchart shown in fig. 3 may be changed and some steps may be omitted according to different requirements. The screen locking display method comprises the following steps:
step S301, when a screen-on instruction is detected, scene information of the mobile terminal is acquired to judge a scene corresponding to the mobile terminal.
Specifically, the context information includes one or more of time, location, power, network status, and motion status. In this embodiment, the context information includes all of the above parameters. Wherein, the time may include a plurality of time periods, such as dividing each day into 6: 00-12: 00. 12: 00-18: 00. 18: 00-24: 00. 24: 00-6: 00 for four time periods; the location may also include multiple locations, such as home, business, and locations other than home, business; similarly, the electric quantity may include various electric quantity ranges, the network state may include states such as non-networking, WiFi networking, GPRS networking, and the motion state may include states such as walking, still, running. Each combination of the above 5 parameters corresponds to a scene, and when the value or range of each parameter is determined, a unique scene can be determined. It should be noted that, this embodiment only exemplifies which parameters are included in the context information, and in the actual use process, the context information may further include other parameters, such as the temperature of the mobile terminal, the ambient brightness, and the like.
And step S302, searching the viewing probability of each type of display content under the scene according to the pre-established Bayesian network model.
Specifically, the display content on the screen locking interface is divided into several types, for example, the display content includes: the type A represents information such as time, date, weather and the like, the type B represents notification information, the type C represents a music player, the type D represents display of third-party shortcut information such as drips and the like, and the type E represents password input information; of course, in other embodiments, the type of content displayed may be other content, and is merely illustrated here. Because the behavior of the user viewing the content displayed on the lock screen interface has a certain association relationship with the contextual information of the mobile terminal, for example, when the user is in an early peak time and a motion state, it is likely that viewing the lock screen interface is for viewing time information, although the behavior of the user using the mobile terminal has a certain uncertainty, there is a certain association relationship between the uncertainty and many factors, for example, the behavior of the user using the mobile terminal may be associated with time, that is, the user is likely to frequently use the mobile terminal to perform a certain operation within a certain fixed time period or rarely use the terminal to perform a certain operation within a certain time period. Therefore, the Bayesian network model is established based on the influence of the contextual information on various types of display contents viewed by the user on the screen locking interface.
Preferably, the process of establishing the bayesian network model comprises the following steps: (1) firstly, a bayesian network model is established, where the bayesian network model is a network model representing an influence of the context information on each type of display content, please refer to fig. 7, fig. 7 is a bayesian network model representing an influence of the context information on each type of display content viewed by a user on a screen locking interface, as shown in fig. 7, in this embodiment, the context information includes time, position, electric quantity, network state and motion state, the display content on the screen locking interface is divided into A, B, C, D types, and under different contexts, a specific behavior of the user viewing the screen locking interface is a probability event with uncertainty, so that each edge in fig. 7 represents a probability value (i.e., viewing probability) representing a probability of a current context and a probability of occurrence of a related behavior; (2) setting initial probabilities of viewing the display contents of the respective types in the respective scenarios, in this embodiment, the setting of the initial probabilities is a process of initializing the bayesian network model, where the initial probabilities of viewing the display contents of the respective types in the respective scenarios are the same, and a sum of the initial probabilities is 1, for example: assuming that the combination mode of each parameter constituting the scenario information is n, that is, the mobile terminal has n scenarios, the initial probability of viewing each type of display content under each scenario is the same; (3) updating the initial probability according to user operation data to obtain the viewing probability of each type of display content under each scene; after the user establishes the initialized bayesian network model, in order to associate the bayesian network model with the behavior habits of the user, it is necessary to perform an update operation on the bayesian network model by using user operation data, where the user operation data is an operation record for the user to view a certain type of display content in a certain scenario. When the initial probability is updated through user operation data, the core method is as follows: if the number of times that the user views the display content of a certain type in a certain scene is large, the viewing probability that the user views the display content of the certain type in the scene is increased. More specifically, the step of updating the initial probability according to the user operation data includes: (31) detecting a scene corresponding to the user operation data and the type of display content viewed by the user; (32) increasing the initial probability of viewing the display content of the type under the scene by a preset value, and reducing the initial probability of viewing the display content of other types under the scene by the preset value; more specifically, the step of reducing the initial probability of viewing other types of display contents under the scenario by the preset value specifically includes: and respectively reducing the initial probability of viewing other types of display contents under the scene by a/(n-1), wherein a represents the preset value, and n represents the total number of types of the display contents. Such as: after the initialized Bayesian network model is established, if a user checks a screen locking interface after sending a screen lightening instruction to generate a piece of user operation data, and the user operation data is that the user checks the display content of the type A under the scene 1, the initial probability of the user checking the display content of the type A under the scene 1 is increased by a preset value a, and meanwhile, the initial probability of checking other types of display content under the scene 1 is respectively reduced by a/(n-1). It should be noted that, after the initial probability is updated to obtain the viewing probability, the subsequent user operation data is updated with the current viewing probability as the initial probability. When the amount of the user operation data reaches a certain degree, the viewing probability of each type of display content under each scene is associated with the user behavior.
In step S303, the display content with the highest viewing probability is set as the target display content.
In this embodiment, after the viewing probability of each type of display content in the current scene of the mobile terminal is found, the display content with the highest viewing probability is used as the target display content, where the target display content is used to represent the display content that the user is most likely to view in the current scene. When the display content with the maximum viewing probability is taken as the target display content, at least one type of display content with the maximum viewing probability may be taken as the target display content, and if it is assumed that the types of the display content include A, B, C, D, E, and the probabilities of viewing the types of display content in the current situation are found to be B, D, C, E, A in sequence from the largest to the smallest according to the bayesian network model, only one type of display content with the maximum viewing probability (i.e., the display content of type B) may be taken as the target display content, and of course, two types of display content with the maximum viewing probability (i.e., the display contents of types B and D) may also be taken as the target display content. Preferably, only one type of display content with the highest viewing probability is used as the target display content in the present embodiment.
And step S304, controlling the mobile terminal to display the target display content on a screen locking interface and only lightening a display area corresponding to the target display content.
Referring to fig. 8 and 9, fig. 8 is a schematic diagram of an embodiment of a screen locking interface in the prior art after a screen-up instruction is detected, fig. 9 is a schematic diagram of an embodiment of a screen locking interface in the present invention after a screen-up instruction is detected, in the embodiments shown in fig. 8 and 9, types of display contents include A, B, C, D, E, and probabilities that various types of display contents are checked in a current situation are found to be B, D, C, E, A in sequence from large to small according to a bayesian network model when a screen-up instruction is detected, at this time, only target display contents (i.e., display contents of type B) are displayed on the screen locking interface of the mobile terminal, and in order to avoid unnecessary power consumption, only a display area corresponding to the target display contents is lit up, while other areas on the screen remain black.
Through the steps S301 to S304, when the screen-up instruction is detected, the screen-up display method of the present invention obtains the context information of the mobile terminal to determine the context corresponding to the mobile terminal, then searches for the viewing probability of each type of display content under the context according to the pre-established bayesian network model, and uses the display content with the maximum viewing probability as the target display content, and finally controls the mobile terminal to display the target display content on the screen-up interface and only light up the display area corresponding to the target display content, thereby realizing that the display content that the user wants to browse is presumed according to the current context, and only the display content that the user wants to browse is displayed on the screen-up interface, realizing that the content that the user wants to browse is provided for the user more intuitively, improving the user experience, and simultaneously only lighting up the display area corresponding to the target display content without lighting up the whole screen, the power consumption of the mobile terminal is greatly reduced.
Further, based on the first embodiment, a second embodiment of the lock screen display method of the present invention is provided. Fig. 4 is a flowchart illustrating a second embodiment of a lock screen display method according to the present invention. In this embodiment, the execution order of the steps in the flowchart shown in fig. 4 may be changed and some steps may be omitted according to different requirements. The screen locking display method comprises the following steps:
step S401, when the screen-on instruction is detected, the scene information of the mobile terminal is obtained to judge the scene corresponding to the mobile terminal.
Step S402, determining whether the pre-established bayesian network model is valid, if the determination result is no, executing step S403, and if the determination result is yes, executing step S404.
In this embodiment, after the bright-screen instruction is detected and before the bayesian network model is used to infer the display content that the user wants to browse, the effectiveness of the bayesian network model needs to be judged first, and since the bayesian network model is updated according to the user operation data, when the user operation data is less, the obtained bayesian network model has great inaccuracy, and only when the user operation data is more, the obtained bayesian network model can better conform to the use habit of the user. In this embodiment, in order to ensure the validity of the bayesian network model, a time threshold is set, and when the statistical time of the user operation data reaches the time threshold, it is determined that the constructed bayesian network model is valid, and otherwise, it is determined that the constructed bayesian network model is invalid.
In step S403, all types of display contents are taken as the target display contents, and step S408 is performed. Specifically, when the bayesian network model is invalid, it is indicated that data associated with the use habits of the user is not obtained yet, and therefore, in order to avoid that only part of types of display contents are displayed and display contents desired to be browsed by the user are easily missed, all types of display contents are taken as target display contents, that is, a complete screen locking interface is displayed.
And S404, searching the viewing probability of each type of display content under the scene according to the pre-established Bayesian network model.
Step S405, normalization processing is performed on each of the viewing probabilities.
In this embodiment, after finding the viewing probability of each type of display content under the current scenario, normalization processing needs to be performed on each viewing probability, if the current scenario is assumed to be scenario 2, and the viewing probability of viewing each type of display content under scenario 2 is found to be: p (type a | scene 2) is 0.4, P (type B | scene 2) is 0.1, and P (type C | scene 2) is 0.1 … …, but if the types that can be displayed on the current lock screen interface are only type a and type B, the result after normalization is: p (type a | scene 2) is 0.4/(0.4+0.1) 0.8, and P (type B | scene 2) is 0.1/(0.4+0.1) 0.2.
Step S406, determining whether the maximum viewing probability after the normalization processing is greater than a preset probability threshold, if yes, executing step S407, and if no, executing step S403.
In this embodiment, a probability threshold (i.e., a preset probability threshold) is set, and only when the maximum viewing probability after normalization exceeds the preset probability threshold (e.g., 0.6), it is considered that the user's purposiveness is obvious, only the display content corresponding to the maximum viewing probability is displayed, and the display content of other types is not displayed, and the corresponding display area on the screen is not lit up, otherwise, if all the viewing probabilities do not exceed the preset probability threshold, all the types of display content are used as the target display content, i.e., the complete screen-locking interface is displayed.
Step S407, the display content corresponding to the maximum viewing probability after the normalization processing is taken as the target display content.
And step S408, controlling the mobile terminal to display the target display content on the screen locking interface and only lightening a display area corresponding to the target display content.
Through the steps S401 to S408, after detecting the screen-up instruction, the screen-locking display method of the present invention first obtains context information of the mobile terminal to determine a context corresponding to the mobile terminal, then determines whether the pre-established bayesian network model is valid, if not, takes all types of display contents as the target display contents, if so, searches the viewing probability of each type of display contents under the context according to the pre-established bayesian network model, and performs normalization processing on each viewing probability, then determines whether the maximum viewing probability after the normalization processing is greater than a preset probability threshold, if so, takes the display contents corresponding to the maximum viewing probability after the normalization processing as the target display contents, otherwise, takes all types of display contents as the target display contents, thereby realizing presuming the display contents that the user wants to view according to the current context, and only the display content that the user wants to browse is displayed on the screen locking interface, so that the content that the user wants to browse is provided for the user more intuitively, the user experience is improved, and meanwhile, only the display area corresponding to the target display content is lightened without lightening the whole screen, so that the power consumption of the mobile terminal is greatly reduced.
Meanwhile, the present invention also provides a mobile terminal, which includes a memory, a processor, and a lock screen display program 400 stored in the memory and operable on the processor.
Fig. 5 is a functional block diagram of a lock screen display procedure 400 according to a first embodiment of the present invention. In this embodiment, the lock screen display program 400 may be divided into one or more modules, and the one or more modules are stored in the memory 109 of the mobile terminal 100 and executed by one or more processors (in this embodiment, the controller 110) to implement the present invention. For example, in fig. 5, the lock screen display program 400 may be divided into a context information acquisition module 401, a viewing probability acquisition module 402, a target display content generation module 403, and a lock screen interface display module 404. The module referred to in the present invention refers to a series of computer program instruction segments capable of performing specific functions, and is more suitable than a computer program for describing the execution process of software in the mobile terminal 100. The detailed description of the functions of the functional modules 401 and 404 will be described below. Wherein:
the context information acquiring module 401 is configured to acquire context information of the mobile terminal to determine a context corresponding to the mobile terminal when the bright screen instruction is detected. Specifically, the context information includes one or more of time, location, power, network status, and motion status. In this embodiment, the context information includes all of the above parameters. Wherein, the time may include a plurality of time periods, such as dividing each day into 6: 00-12: 00. 12: 00-18: 00. 18: 00-24: 00. 24: 00-6: 00 for four time periods; the location may also include multiple locations, such as home, business, and locations other than home, business; similarly, the electric quantity may include various electric quantity ranges, the network state may include states such as non-networking, WiFi networking, GPRS networking, and the motion state may include states such as walking, still, running. Each combination of the above 5 parameters corresponds to a scene, and when the value or range of each parameter is determined, a unique scene can be determined. It should be noted that, this embodiment only exemplifies which parameters are included in the context information, and in the actual use process, the context information may further include other parameters, such as the temperature of the mobile terminal, the ambient brightness, and the like.
The viewing probability obtaining module 402 is configured to find the viewing probability of each type of display content under the scenario according to a pre-established bayesian network model. Specifically, the display content on the screen locking interface is divided into several types, for example, the display content includes: the type A represents information such as time, date, weather and the like, the type B represents notification information, the type C represents a music player, the type D represents display of third-party shortcut information such as drips and the like, and the type E represents password input information; of course, in other embodiments, the type of content displayed may be other content, and is merely illustrated here. Because the behavior of the user viewing the content displayed on the lock screen interface has a certain association relationship with the contextual information of the mobile terminal, for example, when the user is in an early peak time and a motion state, it is likely that viewing the lock screen interface is for viewing time information, although the behavior of the user using the mobile terminal has a certain uncertainty, there is a certain association relationship between the uncertainty and many factors, for example, the behavior of the user using the mobile terminal may be associated with time, that is, the user is likely to frequently use the mobile terminal to perform a certain operation within a certain fixed time period or rarely use the terminal to perform a certain operation within a certain time period. Therefore, the Bayesian network model is established based on the influence of the contextual information on various types of display contents viewed by the user on the screen locking interface. Preferably, the process of establishing the bayesian network model comprises the following steps: (1) firstly, a bayesian network model is established, where the bayesian network model is a network model representing an influence of the context information on each type of display content, please refer to fig. 7, fig. 7 is a bayesian network model representing an influence of the context information on each type of display content viewed by a user on a screen locking interface, as shown in fig. 7, in this embodiment, the context information includes time, position, electric quantity, network state and motion state, the display content on the screen locking interface is divided into A, B, C, D types, and under different contexts, a specific behavior of the user viewing the screen locking interface is a probability event with uncertainty, so that each edge in fig. 7 represents a probability value (i.e., viewing probability) representing a probability of a current context and a probability of occurrence of a related behavior; (2) setting initial probabilities of viewing the display contents of the respective types in the respective scenarios, in this embodiment, the setting of the initial probabilities is a process of initializing the bayesian network model, where the initial probabilities of viewing the display contents of the respective types in the respective scenarios are the same, and a sum of the initial probabilities is 1, for example: assuming that the combination mode of each parameter constituting the scenario information is n, that is, the mobile terminal has n scenarios, the initial probability of viewing each type of display content under each scenario is the same; (3) updating the initial probability according to user operation data to obtain the viewing probability of each type of display content under each scene; after the user establishes the initialized bayesian network model, in order to associate the bayesian network model with the behavior habits of the user, it is necessary to perform an update operation on the bayesian network model by using user operation data, where the user operation data is an operation record for the user to view a certain type of display content in a certain scenario. When the initial probability is updated through user operation data, the core method is as follows: if the number of times that the user views the display content of a certain type in a certain scene is large, the viewing probability that the user views the display content of the certain type in the scene is increased. More specifically, the step of updating the initial probability according to the user operation data includes: (31) detecting a scene corresponding to the user operation data and the type of display content viewed by the user; (32) increasing the initial probability of viewing the display content of the type under the scene by a preset value, and reducing the initial probability of viewing the display content of other types under the scene by the preset value; more specifically, the step of reducing the initial probability of viewing other types of display contents under the scenario by the preset value specifically includes: and respectively reducing the initial probability of viewing other types of display contents under the scene by a/(n-1), wherein a represents the preset value, and n represents the total number of types of the display contents. Such as: after the initialized Bayesian network model is established, if a user checks a screen locking interface after sending a screen lightening instruction to generate a piece of user operation data, and the user operation data is that the user checks the display content of the type A under the scene 1, the initial probability of the user checking the display content of the type A under the scene 1 is increased by a preset value a, and meanwhile, the initial probability of checking other types of display content under the scene 1 is respectively reduced by a/(n-1). It should be noted that, after the initial probability is updated to obtain the viewing probability, the subsequent user operation data is updated with the current viewing probability as the initial probability. When the amount of the user operation data reaches a certain degree, the viewing probability of each type of display content under each scene is associated with the user behavior.
The target display content generating module 403 is configured to use the display content with the largest viewing probability as the target display content. In this embodiment, after the viewing probability of each type of display content in the current scene of the mobile terminal is found, the display content with the highest viewing probability is used as the target display content, where the target display content is used to represent the display content that the user is most likely to view in the current scene. When the display content with the maximum viewing probability is taken as the target display content, at least one type of display content with the maximum viewing probability may be taken as the target display content, and if it is assumed that the types of the display content include A, B, C, D, E, and the probabilities of viewing the types of display content in the current situation are found to be B, D, C, E, A in sequence from the largest to the smallest according to the bayesian network model, only one type of display content with the maximum viewing probability (i.e., the display content of type B) may be taken as the target display content, and of course, two types of display content with the maximum viewing probability (i.e., the display contents of types B and D) may also be taken as the target display content. Preferably, only one type of display content with the highest viewing probability is used as the target display content in the present embodiment.
The screen locking interface display module 404 is configured to control the mobile terminal to display the target display content on the screen locking interface and only light up a display area corresponding to the target display content. Referring to fig. 8 and 9, fig. 8 is a schematic diagram of an embodiment of a screen locking interface in the prior art after a screen-up instruction is detected, fig. 9 is a schematic diagram of an embodiment of a screen locking interface in the present invention after a screen-up instruction is detected, in the embodiments shown in fig. 8 and 9, types of display contents include A, B, C, D, E, and probabilities that various types of display contents are checked in a current situation are found to be B, D, C, E, A in sequence from large to small according to a bayesian network model when a screen-up instruction is detected, at this time, only target display contents (i.e., display contents of type B) are displayed on the screen locking interface of the mobile terminal, and in order to avoid unnecessary power consumption, only a display area corresponding to the target display contents is lit up, while other areas on the screen remain black.
Through the module 401 and 404, when the screen-up instruction is detected, the screen-up display program of the present invention obtains the context information of the mobile terminal to determine the context corresponding to the mobile terminal, then searches the viewing probability of each type of display content under the context according to the pre-established bayesian network model, and uses the display content with the maximum viewing probability as the target display content, and finally controls the mobile terminal to display the target display content on the screen-up interface and only light up the display area corresponding to the target display content, thereby realizing that the display content which the user wants to browse is presumed according to the current context, and only the display content which the user wants to browse is displayed on the screen-up interface, realizing that the content which the user wants to browse is provided for the user more intuitively, improving the user experience, and only lighting up the display area corresponding to the target display content without lighting up the whole screen, the power consumption of the mobile terminal is greatly reduced.
Further, based on the above-mentioned first embodiment of the lock screen display program 400 of the present invention, a second embodiment of the lock screen display program 400 of the present invention is proposed. Referring to fig. 6, fig. 6 is a functional block diagram illustrating a screen locking display program 400 according to a second embodiment of the present invention, wherein compared with the first embodiment, the screen locking display program 400 further includes an effectiveness determining module 405, a full screen display module 406, a normalizing module 407, and a probability threshold determining module 408. In this embodiment, each functional module is described as follows:
the validity determination module 405 is configured to determine whether the pre-established bayesian network model is valid, if the determination result is negative, execute the viewing probability obtaining module 402, and if the determination result is positive, execute the full screen display module 406.
The full screen display module 406 is configured to use all types of display contents as the target display contents. Specifically, when the bayesian network model is invalid, it is indicated that data associated with the use habits of the user is not obtained yet, and therefore, in order to avoid that only part of types of display contents are displayed and display contents desired to be browsed by the user are easily missed, all types of display contents are taken as target display contents, that is, a complete screen locking interface is displayed.
The normalization module 407 is configured to perform normalization processing on the found viewing probabilities before the target display content generation module 403 executes. In this embodiment, after finding the viewing probability of each type of display content under the current scenario, normalization processing needs to be performed on each viewing probability, if the current scenario is assumed to be scenario 2, and the viewing probability of viewing each type of display content under scenario 2 is found to be: p (type a | scene 2) is 0.4, P (type B | scene 2) is 0.1, and P (type C | scene 2) is 0.1 … …, but if the types that can be displayed on the current lock screen interface are only type a and type B, the result after normalization is: p (type a | scene 2) is 0.4/(0.4+0.1) 0.8, and P (type B | scene 2) is 0.1/(0.4+0.1) 0.2.
The probability threshold determination module 408 is configured to determine whether the maximum viewing probability after the normalization processing is greater than a preset probability threshold, if the determination result is yes, execute the target display content generation module 403, and if the determination result is no, execute the full screen display module 406. In this embodiment, a probability threshold (i.e., a preset probability threshold) is set, and only when the maximum viewing probability after normalization exceeds the preset probability threshold (e.g., 0.6), it is considered that the user's purposiveness is obvious, only the display content corresponding to the maximum viewing probability is displayed, and the display content of other types is not displayed, and the corresponding display area on the screen is not lit up, otherwise, if all the viewing probabilities do not exceed the preset probability threshold, all the types of display content are used as the target display content, i.e., the complete screen-locking interface is displayed. At this time, in this embodiment, the target display content generating module 403 specifically uses the display content corresponding to the maximum viewing probability after the normalization processing as the target display content.
Through the module 401 and 408, after detecting the screen-up instruction, the screen-locking display program provided by the present invention first obtains the context information of the mobile terminal to determine the context corresponding to the mobile terminal, then determines whether the pre-established bayesian network model is valid, if not, takes all types of display contents as the target display contents, if so, searches the viewing probability of each type of display contents under the context according to the pre-established bayesian network model, and performs normalization processing on each viewing probability, then determines whether the maximum viewing probability after the normalization processing is greater than the preset probability threshold, if so, takes the display contents corresponding to the maximum viewing probability after the normalization processing as the target display contents, otherwise, takes all types of display contents as the target display contents, thereby realizing the presumption of the display contents that the user wants to view according to the current context, and only the display content that the user wants to browse is displayed on the screen locking interface, so that the content that the user wants to browse is provided for the user more intuitively, the user experience is improved, and meanwhile, only the display area corresponding to the target display content is lightened without lightening the whole screen, so that the power consumption of the mobile terminal is greatly reduced.
In addition, the present invention further provides a computer-readable storage medium, wherein a lock screen display program is stored on the computer-readable storage medium, and when being executed by a processor, the lock screen display program implements the steps of the lock screen display method described in fig. 3 to 4.
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 device (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.
The above description is only a preferred embodiment of the present invention, and not intended to limit the scope of the present invention, and all modifications of equivalent structures and equivalent processes, which are made by using the contents of the present specification and the accompanying drawings, or directly or indirectly applied to other related technical fields, are included in the scope of the present invention.
Claims (8)
1. A screen locking display method is applied to a mobile terminal and is characterized by comprising the following steps:
when a screen-on instruction is detected, obtaining scene information of the mobile terminal to judge a scene corresponding to the mobile terminal;
establishing a Bayesian network model, wherein the Bayesian network model is a network model representing the influence of the scene information on various types of display contents;
setting initial probability of viewing various types of display contents under various scenes;
updating the initial probability according to the user operation data, comprising: detecting a scene corresponding to the user operation data and the type of display content viewed by the user;
increasing the initial probability of viewing the display content of the type under the scene by a preset value, and reducing the initial probability of viewing the display content of other types under the scene by the preset value to obtain the viewing probability of the display content of each type under each scene;
searching the viewing probability of each type of display content under the scene according to a pre-established Bayesian network model;
taking the display content with the maximum viewing probability as target display content;
and controlling the mobile terminal to display the target display content on a screen locking interface and only lightening a display area corresponding to the target display content.
2. The screen locking display method according to claim 1, wherein the step of reducing the initial probability of viewing other types of display contents under the scenario by the preset value specifically comprises:
and respectively reducing the initial probability of viewing other types of display contents under the scene by a/(n-1), wherein a represents the preset value, and n represents the total number of types of the display contents.
3. The screen-locking display method of claim 1, wherein the step of finding the viewing probability of each type of display content under the scene according to the pre-established bayesian network model further comprises:
judging whether the maximum checking probability is greater than a preset probability threshold value or not;
if the judgment result is yes, executing the step of taking the display content with the maximum viewing probability as the target display content;
and if the judgment result is negative, taking all types of display contents as target display contents.
4. The lock screen display method of claim 3, wherein the step of determining whether the maximum viewing probability is greater than a preset probability threshold is preceded by the step of:
carrying out normalization processing on each viewing probability;
the step of judging whether the maximum viewing probability is greater than the preset probability threshold specifically comprises:
and judging whether the maximum viewing probability after the normalization processing is greater than a preset probability threshold value or not.
5. The screen-locking display method of claim 1, wherein the step of finding the viewing probability of each type of display content under the scene according to the pre-established bayesian network model further comprises:
judging whether the pre-established Bayesian network model is effective or not;
if so, executing the step of searching the viewing probability of each type of display content under the scene according to the pre-established Bayesian network model;
and if the judgment result is negative, taking all types of display contents as the target display contents.
6. The lock screen display method of claim 1, wherein the contextual information comprises one or more of time, location, power, network status, and motion status.
7. A mobile terminal, characterized in that the mobile terminal comprises a memory, a processor and a lock screen display program stored on the memory and operable on the processor, and the lock screen display program, when executed by the processor, implements the steps of the lock screen display method according to any one of claims 1 to 6.
8. A computer-readable storage medium, having stored thereon a lock screen display program, which when executed by a processor, implements the steps of the lock screen display method according to any one of claims 1 to 6.
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| CN109587328B (en) * | 2018-11-21 | 2021-07-20 | Oppo广东移动通信有限公司 | Message management method and device, storage medium and electronic device |
| CN113050783B (en) * | 2019-12-26 | 2023-08-08 | Oppo广东移动通信有限公司 | Terminal control method, device, mobile terminal and storage medium |
| CN111443849A (en) * | 2020-04-15 | 2020-07-24 | 中国银行股份有限公司 | Transaction menu generation method, device, readable medium and equipment |
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