CN109274812A - The method and Related product of ultrasonic wave gesture control electronic device - Google Patents
The method and Related product of ultrasonic wave gesture control electronic device Download PDFInfo
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- CN109274812A CN109274812A CN201810917635.6A CN201810917635A CN109274812A CN 109274812 A CN109274812 A CN 109274812A CN 201810917635 A CN201810917635 A CN 201810917635A CN 109274812 A CN109274812 A CN 109274812A
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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
- 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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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
- G06F3/01—Input arrangements or combined input and output arrangements for interaction between user and computer
- G06F3/017—Gesture based interaction, e.g. based on a set of recognized hand gestures
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04M—TELEPHONIC COMMUNICATION
- H04M2250/00—Details of telephonic subscriber devices
- H04M2250/12—Details of telephonic subscriber devices including a sensor for measuring a physical value, e.g. temperature or motion
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04M—TELEPHONIC COMMUNICATION
- H04M2250/00—Details of telephonic subscriber devices
- H04M2250/22—Details of telephonic subscriber devices including a touch pad, a touch sensor or a touch detector
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- General Engineering & Computer Science (AREA)
- Human Computer Interaction (AREA)
- Theoretical Computer Science (AREA)
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- General Physics & Mathematics (AREA)
- Environmental & Geological Engineering (AREA)
- Computer Networks & Wireless Communication (AREA)
- Signal Processing (AREA)
- User Interface Of Digital Computer (AREA)
Abstract
This application provides a kind of method of ultrasonic wave gesture control electronic device, the electronic device includes: ultrasonic sensor, and the ultrasonic sensor is the sensor with signal transmitting and receiving function；Emit the first ultrasonic signal by the ultrasonic sensor to generate sound field；The second ultrasonic signal is obtained by the ultrasonic sensor, second ultrasonic signal is all or part of echo-signal of first ultrasonic signal；Gesture is determined according to second ultrasonic signal, according to electronic device described in the gesture control.Technical solution provided by the present application has the advantages that user experience is high.
Description
Technical field
This application involves communication and field of terminal, and in particular to a kind of method of ultrasonic wave gesture control electronic device and
Related product.
Background technique
In the prior art, mobile terminal (such as mobile phone, tablet computer) has become user's first choice and frequency of use highest
Electronic device.The frame of existing mobile terminal realizes the control to terminal based on physical button, the physical button cost
Height, and the service life of physical button is limited, influences user experience.
Summary of the invention
The embodiment of the present application provides the method and Related product of a kind of ultrasonic wave gesture control electronic device, can pass through
The cordless of ultrasonic wave gesture realizes frame keypress function, improves user experience.
In a first aspect, the embodiment of the present application provides a kind of electronic device, the electronic device includes: processor, ultrasonic wave
Sensor, the processor are connect with the ultrasonic sensor, and the ultrasonic sensor is with signal transmitting and receiving function
Sensor；
The ultrasonic sensor, for emitting the first ultrasonic signal to generate sound field；
The ultrasonic sensor, is also used to obtain the second ultrasonic signal, and second ultrasonic signal is described the
All or part of echo-signal of one ultrasonic signal；
The processor, for determining gesture according to second ultrasonic signal, according to the dress of electronics described in gesture control
It sets.
Second aspect, provides a kind of method of ultrasonic wave gesture control electronic device, and the electronic device includes: ultrasonic wave
Sensor, the ultrasonic sensor are the sensor with signal transmitting and receiving function；
Emit the first ultrasonic signal by the ultrasonic sensor to generate sound field；
The second ultrasonic signal is obtained by the ultrasonic sensor, second ultrasonic signal the first surpasses to be described
All or part of echo-signal of acoustic signals；
Gesture is determined according to second ultrasonic signal, according to electronic device described in the gesture control.
The third aspect, provides a kind of computer readable storage medium, and storage is used for the computer journey of electronic data interchange
Sequence, wherein the computer program makes computer execute the method that second aspect provides.
Fourth aspect, provides a kind of computer program product, and the computer program product includes storing computer journey
The non-transient computer readable storage medium of sequence, the computer program are operable to that computer is made to execute second aspect offer
Method.
Implement the embodiment of the present application, has the following beneficial effects:
As can be seen that ultrasonic sensor emits the first ultrasonic signal to generate sound in electronic device provided by the present application
, ultrasonic sensor also obtains the second ultrasonic signal, determines gesture according to the second ultrasonic signal, then generates the gesture
Corresponding control command controls electronic device.
Detailed description of the invention
In order to more clearly explain the technical solutions in the embodiments of the present application, make required in being described below to embodiment
Attached drawing is briefly described, it should be apparent that, the accompanying drawings in the following description is some embodiments of the present application, for ability
For the those of ordinary skill of domain, without creative efforts, it can also be obtained according to these attached drawings other attached
Figure.
Fig. 1 is a kind of structural schematic diagram of electronic device provided by the embodiments of the present application.
Fig. 2 is a kind of schematic diagram of electronic device disclosed in the embodiment of the present application.
Fig. 3 is a kind of structural block diagram of electronic device provided by the embodiments of the present application.
Fig. 4 a is a kind of ultrasonic wave transmitting reflection schematic diagram provided by the embodiments of the present application.
Fig. 4 b is a kind of ultrasonic wave transmitting position view provided by the embodiments of the present application.
Fig. 5 a is the structural schematic diagram of the embodiment of the present application input matrix.
Fig. 5 b is the structural schematic diagram of the embodiment of the present application input three-dimensional data.
Fig. 6 is a kind of flow diagram of the method for ultrasonic wave gesture control electronic device provided by the embodiments of the present application.
Fig. 7 is a kind of structural schematic diagram of mobile phone disclosed in the embodiment of the present application.
Specific embodiment
Below in conjunction with the attached drawing in the embodiment of the present application, technical solutions in the embodiments of the present application carries out clear, complete
Site preparation description, it is clear that described embodiment is some embodiments of the present application, instead of all the embodiments.Based on this Shen
Please in embodiment, every other implementation obtained by those of ordinary skill in the art without making creative efforts
Example, shall fall in the protection scope of this application.
The description and claims of this application and term " first ", " second ", " third " and " in the attached drawing
Four " etc. are not use to describe a particular order for distinguishing different objects.In addition, term " includes " and " having " and it
Any deformation, it is intended that cover and non-exclusive include.Such as it contains the process, method of a series of steps or units, be
System, product or equipment are not limited to listed step or unit, but optionally further comprising the step of not listing or list
Member, or optionally further comprising other step or units intrinsic for these process, methods, product or equipment.
Referenced herein " embodiment " is it is meant that a particular feature, structure, or characteristic described can wrap in conjunction with the embodiments
It is contained at least one embodiment of the application.Each position in the description occur the phrase might not each mean it is identical
Embodiment, nor the independent or alternative embodiment with other embodiments mutual exclusion.Those skilled in the art explicitly and
Implicitly understand, embodiment described herein can be combined with other embodiments.
In the electronic device that first aspect provides, the processor is also used to obtain electronic device currently running the
One application program generates control command of the gesture in first application program according to the gesture, to described first
Application program executes the control command.
In the electronic device that first aspect provides, the processor is held specifically for determination first application program
Corresponding first as a result, acquisition and at least one associated parameter of the first application program, judge institute after the row control command
It states whether the first result conflicts at least one described parameter, such as determines that conflict, pause execute the control command, send prompt
Message receives the response message of the prompting message, after executing the control command according to response message confirmation, executes institute
State control command；If determination does not conflict, the control command is executed
In the electronic device that first aspect provides, the processor, when being also used to be in screen locking such as the electronic device,
The electronic device is unlocked according to the gesture；
Or be also used to be in such as the electronic device screen locking and the gesture it is corresponding order be non-unlocking command when, by institute
After stating electronic device unlock, according to electronic device described in the gesture control.
In the electronic device that first aspect provides, the processor is specifically used for according to electricity described in the gesture control
Sub-device enters the login interface of the first game, acquires picture, carries out recognition of face to picture and determines the first identity, according to first
Identity obtains the account and password of the first game, and the login of the first game is realized using the account and password.
It is described to be specifically included according to electronic device described in the gesture control in the method that second aspect provides:
Currently running first application program of the electronic device is obtained, generates the gesture described according to the gesture
Control command in first application program executes the control command to first application program.
It is described that first application program execution control command is specifically wrapped in the method that second aspect provides
It includes:
It determines after first application program executes the control command corresponding first as a result, acquisition and the first application
At least one associated parameter of program, judges whether first result conflicts at least one described parameter, such as determines conflict,
Pause executes the control command, sends prompting message, the response message of the prompting message is received, according to the response message
After confirmation executes the control command, the control command is executed；If determination does not conflict, the control command is executed
It is described to be specifically included according to electronic device described in the gesture control in the method that second aspect provides:
When being in screen locking such as the electronic device, the electronic device is unlocked according to the gesture；
Or when such as the electronic device be in screen locking and the corresponding order of the gesture as non-unlocking command, by the electronics
After device unlock, according to electronic device described in the gesture control.
It is described to be specifically included according to electronic device described in the gesture control in the method that second aspect provides:
According to electronic device described in the gesture control enter the first game login interface, acquire picture, to picture into
Row recognition of face determines the first identity, and the account and password of the first game are obtained according to the first identity, uses the account and close
Code realizes the login of the first game.
It is described that first ultrasonic signal packet is emitted by the ultrasonic sensor in the method that second aspect provides
It includes: by the ultrasonic sensor, the first ultrasonic wave being emitted with the corresponding frequency of the emission time in multiple emission times
Signal；It is described by the ultrasonic sensor obtain the second ultrasonic signal include: by the ultrasonic sensor, more
A time of reception receives the second ultrasonic signal；It is described to determine that gesture specifically includes according to second ultrasonic signal:
When the multiple emission times and the corresponding multiple frequencies of multiple emission times for obtaining the first ultrasonic signal emit
Quarter, multiple times of reception of the second ultrasonic signal and multiple received signal strengths, by the multiple emission time, Duo Gejie
Time receiving carves, multiple received signal strengths form input data, and the input data is input to preset neural network model meter
It calculates and determines gesture.
It is described to believe the multiple emission time, multiple times of reception, multiple receptions in the method that second aspect provides
Number intensity composition input data specifically includes:
Obtain the type of sample input data and sample input data in the training sample of preset neural network model
Queueing discipline, such as the type be matrix data, then by multiple emission times, multiple times of reception and multiple reception signals
Intensity forms input matrix by the queueing discipline, and such as type is three-dimensional data block, then by multiple emission times, multiple receptions
Moment and multiple reflected signal strengths are by queueing discipline composition input three-dimensional data block.
It is described to believe the multiple emission time, multiple times of reception, multiple receptions in the method that second aspect provides
Number intensity composition input data specifically includes:
Obtain the type of sample input data and sample input data in the training sample of preset neural network model
Queueing discipline, as the type be matrix data [H0】【W0], it determines multiple emission times, multiple times of reception and multiple connects
The total quantity Y for receiving signal strength, such as Y < H0*W0；It calculatesExecute n value of insertion
Processing obtains the data after insertion process, and the processing of n value of the insertion specifically includes: being inserted into n hair in multiple emission times
The moment is penetrated, is inserted into the n time of reception in multiple times of reception, is inserted into n received signal strength in multiple received signal strengths；It will
Data after insertion process form input matrix by the queueing discipline, and the size of the input matrix is [H0】【W0], the H0For
The height value of matrix, the W0It can be the width value of matrix.
It is described that the input data is input to preset neural network model calculating in the method that second aspect provides
Determine that gesture specifically includes:
The input data is input to preset neural network model execution multilayer forward operation and obtains forward operation knot
Fruit determines the gesture according to the forward operation result.
Referring to Fig. 1, Fig. 1 is that the embodiment of the present application provides a kind of electronic device, referring to Fig. 1, Fig. 1 is of the invention real
Apply example and provide a kind of structural schematic diagram of electronic device 100, above-mentioned electronic device 100 include: shell 110, circuit board 120,
The electricity is arranged on the shell 110 in battery 130 (optional), cover board 140, touching display screen 150, ultrasonic sensor 170
Road plate 120, ultrasonic sensor 170, battery 130 and the cover board 140, the circuit board 120 are additionally provided with the connection touching
Control the circuit of display screen 150；The circuit board 120 can also include: application processor AP190.It is above-mentioned.
Above-mentioned ultrasonic sensor has the transmitting and received function of ultrasonic signal.
Above-mentioned touching display screen is specifically as follows Thin Film Transistor-LCD (Thin Film Transistor-
Liquid Crystal Display, TFT-LCD), light emitting diode (Light Emitting Diode, LED) display screen, have
Machine light emitting diode (Organic Light-Emitting Diode, OLED) display screen etc..
Referring to Fig. 2, Fig. 2 is the structural schematic diagram of another kind electronic equipment 100 disclosed in the embodiment of the present application, electronics is set
Standby 200 include storage and processing circuit 210, and the telecommunication circuit 220 and audio that connect with the storage and processing circuit 210
Component 240, wherein in some specific electronic equipments 200, display component 230 or touch control component can also be set.
Electronic equipment 200 may include control circuit, which may include storage and processing circuit 210.This is deposited
Storage and processing circuit 210 can store device, such as hard drive memory, nonvolatile memory (such as flash memory or it is used for shape
At other electrically programmable read only memories etc. of solid state drive), volatile memory (such as either statically or dynamically arbitrary access
Memory etc.) etc., the embodiment of the present application is with no restriction.Processing circuit in storage and processing circuit 210 can be used for controlling electricity
The operating of sub- equipment 200.The processing circuit can microprocessor based on one or more, microcontroller, digital signal processor,
Baseband processor, power management unit, audio codec chip, specific integrated circuit, display-driver Ics etc. come
It realizes.
Storage and processing circuit 210 can be used for running the software in electronic equipment 200, such as voice over internet protocol
(Voice over Internet Protocol, VOIP) call application program, simultaneous interpretation function, media play application
Program, operation system function etc..These softwares can be used for executing some control operations, for example, the image based on camera is adopted
Collection, the ambient light measurement based on ambient light sensor, the proximity sensor measurement based on proximity sensor, based on such as luminous two
The information display function that the positioning indicators such as the status indicator lamp of pole pipe are realized, the touch event detection based on touch sensor,
Operation associated with wireless communication function is executed, operation associated with collecting and generating audio signal, with collection and processing
Other functions etc. in the associated control operation of button press event data and electronic equipment 200, the embodiment of the present application is not
It is restricted.
Electronic equipment 200 can also include input-output circuit 250.Input-output circuit 250 can be used for setting electronics
Standby 200 realization data are output and input, i.e. permission electronic equipment 200 allows electronic equipment from outer equipment receiving data and also
200 export data to external equipment from electronic equipment 200.Input-output circuit 250 may further include sensor 270.
Sensor 270 may include ambient light sensor, the proximity sensor based on light and capacitor, and touch sensor is (for example, be based on light
Touch sensor and/or capacitive touch sensors, wherein touch sensor can be a part of touching display screen, can also
Independently to be used as a touch sensor arrangement), acceleration transducer and other sensors etc..
Input-output circuit 250 can also include that touch sensor array (is shown that is, display 230 can be touch-control
Screen).Touch sensor can be the electricity formed by transparent touch sensor electrode (such as tin indium oxide (ITO) electrode) array
Appearance formula touch sensor, or can be the touch sensor formed using other touching techniques, such as sound wave touch-control, pressure-sensitive touching
It touches, resistive touch, optical touch etc., the embodiment of the present application is with no restriction.
Electronic equipment 200 can also include audio component 240.Audio component 240 can be used for providing for electronic equipment 200
Audio input and output function.Audio component 240 in electronic equipment 200 may include loudspeaker, microphone, buzzer, sound
Adjust generator and other for generating and detecting the component of sound, such as ultrasonic sensor.
Telecommunication circuit 220 can be used for providing the ability with external device communication for electronic equipment 200.Telecommunication circuit 220
It may include analog- and digital- input-output interface circuit, and the radio communication circuit based on radiofrequency signal and/or optical signal.
Radio communication circuit in telecommunication circuit 220 may include radio-frequency transceiver circuitry, power amplifier circuit, low noise amplification
Device, switch, filter and antenna.For example, the radio communication circuit in telecommunication circuit 220 may include for passing through transmitting
The circuit of near-field communication (Near Field Communication, NFC) is supported with near-field coupling electromagnetic signal is received.Example
Such as, telecommunication circuit 220 may include near-field communication aerial and near-field communication transceiver.Telecommunication circuit 220 can also include honeycomb
Telephone transceiver and antenna, wireless lan transceiver circuit and antenna etc..
Electronic equipment 200 can further include battery, power management circuitry and other input-output units 260.It is defeated
Enter-output unit 260 may include button, control stick, click wheel, scroll wheel, touch tablet, keypad, keyboard, camera, hair
Optical diode or other positioning indicators etc..
User can input a command for the operation of controlling electronic devices 200 by input-output circuit 250, and can be with
Status information and other outputs from electronic equipment 200 are received using the output data of input-output circuit 250 to realize.
Electronic equipment 200 can further include ultrasonic sensor, which can be with audio component
240 is integrated, specifically, the transmitting-receiving that the microphone can integrate ultrasonic sensor is super if the audio component 240 includes microphone
The function of acoustic signals.
A kind of electronic device 300 is provided refering to Fig. 3, Fig. 3, the electronic device is as shown in Figure 3, comprising: processor 301 surpasses
Sonic sensor 302, the processor 301 are connect with ultrasonic sensor 302, and connection type includes but is not limited to bus side
Formula, it can also use other modes, such as single line connection type certainly.
Ultrasonic sensor 302, for emitting the first ultrasonic signal to generate sound field；
Ultrasonic sensor 302, is also used to obtain the second ultrasonic signal, and second ultrasonic signal is described first
All or part of echo-signal of ultrasonic signal；
Processor 301, for determining gesture according to second ultrasonic signal, according to the dress of electronics described in gesture control
It sets.
Ultrasonic sensor emits the first ultrasonic signal to generate sound field, ultrasonic wave in electronic device provided by the present application
Sensor also obtains the second ultrasonic signal, determines gesture according to the second ultrasonic signal, then generates the corresponding control of the gesture
System order is to control electronic device.
Optionally, above-mentioned processor 301 is also used to obtain currently running first application program of electronic device, according to institute
It states gesture and generates control command of the gesture in first application program, the control is executed to first application program
System order.
This setting is to be directed to same gesture to have different control commands in different application programs, such as the
One gesture in audio application, corresponding control command can for upper one it is first or next, for another example first gesture is in video
In application program, corresponding control command can be fast forward and fast reverse.Certainly in practical applications, the application is not intended to limit above-mentioned
Gesture and application program are specific corresponding to relationship.
Optionally, above-mentioned that first application program execution control command is specifically included:
Processor is specifically used for determining that first application program executes corresponding first knot after the control command
Fruit, acquisition and at least one associated parameter of the first application program, judge that first result is at least one described parameter
No conflict such as determines that conflict, pause execute the control command, sends prompting message, the response for receiving the prompting message disappears
Breath executes the control command after executing the control command according to response message confirmation；If determination does not conflict, execute
The control command.
This technical solution can determine execute the control command after whether with corresponding outcome conflict, avoid because user mistake
The gesture of operation influences the experience of user.For example, music application is used in user, the first control command is to close at this time
At least one parameter of the music application, acquisition includes the wearing parameter of earphone, at this time if it is determined that earphone is still worn
When, determine that the first result conflicts at least one parameter.
Optionally, above-mentioned processor 301, when being also used to be in screen locking such as the electronic device, according to the gesture to institute
State electronic device unlock；
Or be also used to be in such as the electronic device screen locking and the gesture it is corresponding order be non-unlocking command when, by institute
After stating electronic device unlock, according to electronic device described in the gesture control.
Processor is adopted specifically for entering the login interface of the first game according to electronic device described in the gesture control
Collect picture, recognition of face is carried out to picture and determines corresponding first identity of picture, the account of the first game is obtained according to the first identity
Number and password, use the account and password to realize the login of the first game.
This technical solution can realize the quick registration of game account by gesture, and this login also increases safety
Property, avoid other users login.
Optionally, above-mentioned first ultrasonic signal can be the ultrasonic sensor, in multiple emission times with institute
State the first ultrasonic signal of the corresponding frequency transmitting of emission time；Second ultrasonic signal includes: to be passed by the ultrasonic wave
Sensor receives the second ultrasonic signal in multiple times of reception.
Above-mentioned multiple and different frequencies can specifically include, and the acoustic signals more than 20KHz, the application is not intended to limit above-mentioned more
The particular number of a frequency does not limit the specific frequency values of above-mentioned multiple and different frequencies yet.Specifically, in an optional implementation
In example, above-mentioned multiple frequencies can be 10 frequencies, and 10 frequencies can be respectively, 21KHz, 22KHz, 23KHz, 24KHz,
25KHz、26KHz、27KHz、28KHz、29KHz、30KHz。
Processor 301, multiple emission times of the first ultrasonic signal for obtaining multiple frequency, the second ultrasonic wave
Multiple times of reception of signal and multiple received signal strengths, multiple emission time and the multiple of ultrasonic signal are connect
Time receiving carves and multiple received signal strengths form input data, which is input to preset neural network model and is calculated
It determines gesture, generates the corresponding control command of the gesture.
Ultrasonic wave of the ultrasonic transmitter in each emission time transmitting different frequency in electronic device provided by the present application
Signal, it is also different frequency that such ultrasonic receiver received, which reflects ultrasonic wave signal, the ultrasonic wave of such different frequency
The corresponding emission time of signal and the time of reception and reflected signal strength just can make up input data, then by the input number
The gesture that can obtain ultrasonic wave is calculated in preset trained neural network model according to being input to, and then generates the gesture
Corresponding control command controls electronic device.
Refering to Fig. 4 a, Fig. 4 a is a kind of schematic diagram of the second ultrasonic signal, as shown in fig. 4 a, electronic device shown in Fig. 4 a
By taking smart phone as an example, the ultrasonic sensor of the smart phone can be it is multiple, may be mounted at two sides respectively, specifically,
It is located at the left side and right side of smart phone.
The quantity of above-mentioned every side ultrasonic sensor may be it is multiple, each ultrasonic sensor emits a frequency
First ultrasonic signal, the ultrasonic signal of different ultrasonic sensor transmitting different frequencies, above-mentioned ultrasonic echography wave pass
Sensor can for a ultrasonic sensor receive multiple ultrasonic sensors transmitting the first ultrasonic signal whole or
Part echo signal (i.e. the second ultrasonic signal).
It is the schematic diagram of reverberation (hand) in position a, position b and position c refering to Fig. 4 b, Fig. 4 b, ultrasonic wave also belongs to
A kind of sound wave, some features with sound wave, such as speed are in 340m/s or so, since the position of different emitting substances can be right
The time of reception and the intensity for emitting signal generate certain influence, so by above-mentioned multiple emission times, multiple times of reception
And multiple reflected signal strengths form input datas, then according to forward operation is calculated in preset neural network model
As a result, can realize the determination to gesture according to the forward operation result.It is illustrated how below by narration defeated to form
Enter data and how according to the forward operation result to determine corresponding gesture.
Optionally, above-mentioned form multiple emission time, multiple times of reception and multiple reflected signal strengths inputs
The implementation of data is specifically as follows:
Processor 301, specifically for the class of sample input data in the training sample of the preset neural network model of acquisition
The queueing discipline of type and sample input data, if the type is matrix data, then by multiple emission times, multiple times of reception
And multiple received signal strengths form input matrix by the queueing discipline, if the type is three-dimensional data block, then by multiple hairs
It penetrates moment, multiple times of reception and multiple reflected signal strengths and forms input three-dimensional data block by the queueing discipline.
Determine the mode of above-mentioned input data below by an actual example, the type of input data here with
For matrix data, queueing discipline can be the emission time-time of reception-received signal strength, when such as multiple transmittings
The quantity at quarter, multiple times of reception and multiple received signal strengths not enough forms matrix, then is made by supplement neutral element more
The quantity of a emission time, multiple times of reception and multiple received signal strengths forms matrix.Specific supplement schematic diagram is such as
Shown in Fig. 5 a, as shown in Figure 5 a, the box of last black is the element for supplementing zero, and each box in Fig. 5 a represents a matrix
Element.Certain above-mentioned queueing discipline can be with are as follows: the time of reception-received signal strength-emission time can also be certainly
Other queueing disciplines.
Here for the type of input data by taking three-dimensional data block as an example, queueing discipline can be emission time-reception
The quantity of moment-received signal strength, such as multiple emission times, multiple times of reception and multiple received signal strengths is inadequate
Three-dimensional data block is formed, then makes multiple emission times, multiple times of reception and multiple reception signals by supplementing neutral element
The quantity of intensity forms three-dimensional data block.Specific supplement schematic diagram is as shown in Figure 5 b, as shown in Figure 5 b, the box of last black
For the element of supplement zero, each box in Fig. 5 b represents the element of a three-dimensional data block.
For preset neural network model, to have completed trained neural network model, the neural network model
Training method in, sample input data each in multiple sample input datas is carried out according to being input in neural network model
Training is updated the weight data in neural network model, by all multiple sample input datas training to weight data
It updates, neural network model at this time is trained neural network model, the weight after neural network model trains
Data will not change.Above-mentioned multiple sample input datas at least need to include: the corresponding sample input data of various gestures, often
A gesture at least has an individual sample input data.Since the weight data in preset neural network model does not change
Become, then the input data for inputting progress forward operation in default neural network model just needs the type with sample input data
Unanimously, if Type-Inconsistencies, the result that neural network model may execute operation has many deviations.Specifically, number
Learning the calculating between matrix and multiplication of matrices and three-dimensional data block and three-dimensional data block in calculating is the position according to element
It sets to execute calculating, if its Type-Inconsistencies, corresponding position is varied certainly, such as shown in Figure 5 a
Input matrix and input three-dimensional data as shown in Figure 5 b, though use identical multiple emission times, multiple times of reception with
And multiple received signal strengths separately constitute input matrix and input three-dimensional data, due to Type-Inconsistencies, then largely
The position in input matrix and input three-dimensional data of element is inconsistent, and the dislocation of these positions will lead to the knot of calculating certainly
The deviation of fruit is very big, to forward direction output result inaccuracy occur, inaccurate positive output result will lead to foundation certainly should
There is deviation in the gesture that forward direction output result determines.So using identical type and queueing discipline to form input data can be with
Reduce the accuracy that positive output result is improved because position is inconsistent and Type-Inconsistencies.
Optionally, processor 301 input number specifically for sample in the training sample of the preset neural network model of acquisition
According to type and sample input data queueing discipline, as the type be matrix data [H0】【W0], when determining multiple transmittings
The total quantity Y at quarter, multiple times of reception and multiple received signal strengths, such as Y < H0*W0；It calculatesThe processing for executing n value of insertion obtains the data after insertion process, the insertion n value
Processing specifically include: multiple emission times be inserted into n emission time, multiple times of reception insertion the n time of reception,
Multiple received signal strengths are inserted into n received signal strength, by the data after insertion process by queueing discipline composition input square
Battle array, the size of the input matrix are [H0】【W0], the H0For the height value of matrix, the W0It can be the width value of matrix.
The inserted mode of above-mentioned n emission time can there are many, for example, in a kind of optional mode, in multiple hairs
It penetrates the moment and is inserted into n emission time later, two adjacent transmission moment of n emission time are a setting time interval, more
It is inserted into after a time of reception the n time of reception, two adjacent reception moment of the n time of reception are a setting time interval,
N received signal strength is inserted into after multiple received signal strengths, which can be multiple reception signals
The average value of intensity can also be multiple received signal strengths that n received signal strength is discrete distribution, discrete distribution certainly
Multiple received signal strength indications within the set range and the average value of multiple received signal strengths of discrete distribution connects with multiple
The average value for receiving signal strength is identical.
The mode of such insertion is capable of the emission time of emulation acquired original as far as possible, the time of reception and to receive signal strong
Angle value can be improved the authenticity of input matrix data in this way, and then improve the accuracy of forward operation result.
Optionally, it is above-mentioned the input data be input to preset neural network model calculate determine that gesture specifically can wrap
Include: processor obtains just specifically for the input data is input to preset neural network model execution multilayer forward operation
To operation result, the gesture is determined according to the forward operation result.
Optionally, determine that the gesture can specifically include according to the forward operation result: processor is specifically used for from forward direction
X element and the corresponding X position of X element that element value is greater than given threshold are extracted in operation result, in X position
The corresponding first gesture in X/2 position is had more than, determines that the forward operation result is first gesture.
Optionally, processor, X element for being greater than given threshold specifically for extracting element value from forward operation result
And the corresponding X position of X element, it determines the corresponding multiple gestures in X position, X position is chosen at from multiple gestures
In occupy the most second gesture of number of positions, determine the forward operation structure be second gesture.
It should be noted that determined when gesture corresponding for element value each in forward operation result can pass through trained,
For training sample input data, since it is the sample data marked, i.e., the known training sample input data belongs to assorted
The training sample is input in preset neural network model and obtains forward operation as a result, the forward operation result by gesture
In to be greater than the gesture of the corresponding position of element of given threshold be the corresponding gesture in the position.Similarly, defeated by multiple samples
The calculating for entering data can access the corresponding gesture of element in all forward operation results.
Refering to Fig. 6, Fig. 6 is a kind of method of ultrasonic wave gesture control electronic device provided by the present application, and this method is by electricity
Sub-device executes, which can be structure as shown in Figure 2 or Figure 3, and this method comprises the following steps:
Step S601, the first ultrasonic signal is emitted to generate sound field by the ultrasonic sensor；
Step S602, the second ultrasonic signal is obtained by the ultrasonic sensor, second ultrasonic signal is
All or part of echo-signal of first ultrasonic signal；
Step S603, gesture is determined according to second ultrasonic signal, according to electronic device described in the gesture control.
Ultrasonic sensor emits the first ultrasonic signal to generate sound field, ultrasonic wave in electronic device provided by the present application
Sensor also obtains the second ultrasonic signal, determines gesture according to the second ultrasonic signal, then generates the corresponding control of the gesture
System order is to control electronic device.
It is described that first application program execution control command is specifically included:
It determines after first application program executes the control command corresponding first as a result, acquisition and the first application
At least one associated parameter of program, judges whether first result conflicts at least one described parameter, such as determines conflict,
Pause executes the control command, sends prompting message, the response message of the prompting message is received, according to the response message
After confirmation executes the control command, the control command is executed；If determination does not conflict, the control command is executed.
Optionally, above-mentioned to be specifically included according to electronic device described in the gesture control:
Currently running first application program of the electronic device is obtained, generates the gesture described according to the gesture
Control command in first application program executes the control command to first application program.
Optionally, described to be specifically included according to electronic device described in the gesture control:
According to electronic device described in the gesture control enter the first game login interface, acquire picture, to picture into
Row recognition of face determines corresponding first identity of picture, and the account and password of the first game are obtained according to the first identity, uses institute
It states account and password realizes the login of the first game.
Optionally, described to be specifically included according to electronic device described in the gesture control:
When being in screen locking such as the electronic device, the electronic device is unlocked according to the gesture；
Or when such as the electronic device be in screen locking and the corresponding order of the gesture as non-unlocking command, by the electronics
After device unlock, according to electronic device described in the gesture control.
Optionally, it is described by the ultrasonic sensor emit the first ultrasonic signal include: by the ultrasonic wave
Sensor emits the first ultrasonic signal in multiple emission times with the corresponding frequency of the emission time；It is described by described
It includes: to receive the in multiple times of reception by the ultrasonic sensor that ultrasonic sensor, which obtains the second ultrasonic signal,
Two ultrasonic signals；It is described to determine that gesture specifically includes according to second ultrasonic signal:
It obtains multiple emission times of the first ultrasonic signal and the corresponding multiple frequencies of multiple emission times, the second surpasses
Multiple times of reception of acoustic signals and multiple received signal strengths, by the multiple emission time, multiple times of reception, more
A received signal strength forms input data, and the input data is input to preset neural network model and calculates determining hand
Gesture.
Optionally, described by the multiple emission time, multiple times of reception, multiple received signal strengths composition input number
According to specifically including:
Obtain the type of sample input data and sample input data in the training sample of preset neural network model
Queueing discipline, such as the type be matrix data, then by multiple emission times, multiple times of reception and multiple reception signals
Intensity forms input matrix by the queueing discipline, and such as type is three-dimensional data block, then by multiple emission times, multiple receptions
Moment and multiple reflected signal strengths are by queueing discipline composition input three-dimensional data block.
Optionally, described by the multiple emission time, multiple times of reception, multiple received signal strengths composition input number
According to specifically including:
Obtain the type of sample input data and sample input data in the training sample of preset neural network model
Queueing discipline, as the type be matrix data [H0】【W0], it determines multiple emission times, multiple times of reception and multiple connects
The total quantity Y for receiving signal strength, such as Y < H0*W0；It calculatesExecute n value of insertion
Processing obtains the data after insertion process, and the processing of n value of the insertion specifically includes: being inserted into n hair in multiple emission times
The moment is penetrated, is inserted into the n time of reception in multiple times of reception, is inserted into n received signal strength in multiple received signal strengths；It will
Data after insertion process form input matrix by the queueing discipline, and the size of the input matrix is [H0】【W0], the H0For
The height value of matrix, the W0It can be the width value of matrix.
Optionally, it is described the input data be input to preset neural network model calculate determine that gesture is specifically wrapped
It includes:
The input data is input to preset neural network model execution multilayer forward operation and obtains forward operation knot
Fruit determines the gesture according to the forward operation result.
Fig. 7 shows the block diagram of the part-structure of mobile phone relevant to mobile terminal provided by the embodiments of the present application.Ginseng
Fig. 7 is examined, mobile phone includes: radio frequency (Radio Frequency, RF) circuit 910, memory 920, input-output unit 930, sensing
Device 950, audio collection device 960, Wireless Fidelity (Wireless Fidelity, WiFi) module 970, application processor AP980,
The components such as touching display screen 933, power supply 990.It will be understood by those skilled in the art that the not structure of handset structure shown in Fig. 7
The restriction of pairs of mobile phone may include perhaps combining certain components or different components than illustrating more or fewer components
Arrangement.
It is specifically introduced below with reference to each component parts of the Fig. 7 to mobile phone:
Input-output unit 930 can be used for receiving the number or character information of input, and generates and set with the user of mobile phone
It sets and the related key signals of function control inputs.Specifically, input unit 930 may include fingerprint identification device 931, face knowledge
Other device 936, iris identification device 937 and other input equipments 932.Input unit 930 can also include that other inputs are set
Standby 932.Specifically, other input equipments 932 can include but is not limited to physical button, function key (such as volume control button,
Switch key etc.), trace ball, mouse, one of operating stick etc. or a variety of.Wherein,
Application processor AP980 is the control centre of mobile phone, utilizes each of various interfaces and connection whole mobile phone
Part by running or execute the software program and/or module that are stored in memory 920, and calls and is stored in memory
Data in 920 execute the various functions and processing data of mobile phone, to carry out integral monitoring to mobile phone.Optionally, AP980
It may include one or more processing units；Optionally, AP980 can integrate application processor and modem processor, wherein answer
With the main processing operation system of processor, user interface and application program etc., modem processor mainly handles wireless communication.
It is understood that above-mentioned modem processor can not also be integrated into AP980.
In addition, memory 920 may include high-speed random access memory, it can also include nonvolatile memory, example
Such as at least one disk memory, flush memory device or other volatile solid-state parts.
RF circuit 910 can be used for sending and receiving for information.In general, RF circuit 910 includes but is not limited to antenna, at least one
A amplifier, transceiver, coupler, low-noise amplifier (Low Noise Amplifier, LNA), duplexer etc..In addition,
RF circuit 910 can also be communicated with network and other equipment by wireless communication.Any communication can be used in above-mentioned wireless communication
Standard or agreement, including but not limited to global system for mobile communications (Global System of Mobile
Communication, GSM), general packet radio service (General Packet Radio Service, GPRS), code it is point more
Location (Code Division Multiple Access, CDMA), wideband code division multiple access (Wideband Code Division
Multiple Access, WCDMA), long term evolution (Long Term Evolution, LTE), Email, short message service
(Short Messaging Service, SMS) etc..
Mobile phone may also include at least one sensor 950, such as optical sensor, motion sensor and other sensors.
Specifically, optical sensor may include ambient light sensor and proximity sensor, wherein ambient light sensor can be according to ambient light
Light and shade adjust the brightness of touching display screen, proximity sensor can when mobile phone is moved in one's ear, close touching display screen and/
Or backlight.As a kind of motion sensor, accelerometer sensor can detect (generally three axis) acceleration in all directions
Size can detect that size and the direction of gravity when static, can be used to identify mobile phone posture application (such as horizontal/vertical screen switching,
Dependent game, magnetometer pose calibrating), Vibration identification correlation function (such as pedometer, tap) etc.；It can also configure as mobile phone
The other sensors such as gyroscope, barometer, hygrometer, thermometer, infrared sensor, details are not described herein.
Audio collection device 960, loudspeaker 961, microphone 962 can provide the audio interface between user and mobile phone.Audio
Electric signal after the audio data received conversion can be transferred to loudspeaker 961, be converted to by loudspeaker 961 by collector 960
Voice signal plays；On the other hand, the voice signal of collection is converted to electric signal by microphone 962, is connect by audio collection device 960
Audio data is converted to after receipts, then after audio data is played AP980 processing, through RF circuit 910 to be sent to such as the other hand
Machine, or audio data is played to memory 920 to be further processed.
Above-mentioned mobile phone can also include: ultrasonic sensor, which can integrate with the loudspeaker 961 and set
It sets.That is, the loudspeaker 961 can emit or received ultrasonic signal.
Loudspeaker 961, for emitting the first ultrasonic signal to generate sound field；
Microphone 962, for obtaining the second ultrasonic signal, second ultrasonic signal is first ultrasonic wave letter
Number all or part of echo-signal；
Application processor AP980, for determining gesture according to second ultrasonic signal, according to electricity described in gesture control
Sub-device.
Application processor AP980, when being also used to be in screen locking such as the electronic device, according to the gesture to the electronics
Device unlock；
Or be also used to be in such as the electronic device screen locking and the gesture it is corresponding order be non-unlocking command when, by institute
After stating electronic device unlock, according to electronic device described in the gesture control.
WiFi belongs to short range wireless transmission technology, and mobile phone can help user's transceiver electronics postal by WiFi module 970
Part, browsing webpage and access streaming video etc., it provides wireless broadband internet access for user.Although Fig. 7 is shown
WiFi module 970, but it is understood that, and it is not belonging to must be configured into for mobile phone, it can according to need do not changing completely
Become in the range of the essence of application and omits.
Mobile phone further includes the power supply 990 (such as battery) powered to all parts, and optionally, power supply can pass through power supply pipe
Reason system and AP980 are logically contiguous, to realize the function such as management charging, electric discharge and power managed by power-supply management system
Energy.
Although being not shown, mobile phone can also be including camera, bluetooth module, light compensating apparatus, light sensor etc., herein not
It repeats again.
As can be seen that technical solution provided by the present application is determined whether by obtaining position and time in sleep shape
State is judged whether by the picture of acquisition comprising setting crowd as under sleep state, when comprising setting crowd, control
The communication function of wireless transceiver, in this way influence of the radiation of reduction wireless transceiver to setting crowd, improves the experience of user
Degree.
The embodiment of the present application also provides a kind of computer storage medium, wherein computer storage medium storage is for electricity
The computer program of subdata exchange, it is as any in recorded in above method embodiment which execute computer
A kind of some or all of the method for ultrasonic wave gesture control electronic device step.
The embodiment of the present application also provides a kind of computer program product, and the computer program product includes storing calculating
The non-transient computer readable storage medium of machine program, the computer program are operable to that computer is made to execute such as above-mentioned side
Some or all of the method for any ultrasonic wave gesture control electronic device recorded in method embodiment step.
It should be noted that for the various method embodiments described above, for simple description, therefore, it is stated as a series of
Combination of actions, but those skilled in the art should understand that, the application is not limited by the described action sequence because
According to the application, some steps may be performed in other sequences or simultaneously.Secondly, those skilled in the art should also know
It knows, embodiment described in this description belongs to alternative embodiment, related actions and modules not necessarily the application
It is necessary.
In the above-described embodiments, it all emphasizes particularly on different fields to the description of each embodiment, there is no the portion being described in detail in some embodiment
Point, reference can be made to the related descriptions of other embodiments.
In several embodiments provided herein, it should be understood that disclosed device, it can be by another way
It realizes.For example, the apparatus embodiments described above are merely exemplary, such as the division of the unit, it is only a kind of
Logical function partition, there may be another division manner in actual implementation, such as multiple units or components can combine or can
To be integrated into another system, or some features can be ignored or not executed.Another point, shown or discussed is mutual
Coupling, direct-coupling or communication connection can be through some interfaces, the indirect coupling or communication connection of device or unit,
It can be electrical or other forms.
The unit as illustrated by the separation member may or may not be physically separated, aobvious as unit
The component shown may or may not be physical unit, it can and it is in one place, or may be distributed over multiple
In network unit.It can select some or all of unit therein according to the actual needs to realize the mesh of this embodiment scheme
's.
It, can also be in addition, each functional unit in each embodiment of the application can integrate in one processing unit
It is that each unit physically exists alone, can also be integrated in one unit with two or more units.Above-mentioned integrated list
Member both can take the form of hardware realization, can also be realized in the form of software program module.
If the integrated unit is realized in the form of software program module and sells or use as independent product
When, it can store in a computer-readable access to memory.Based on this understanding, the technical solution of the application substantially or
Person says that all or part of the part that contributes to existing technology or the technical solution can body in the form of software products
Reveal and, which is stored in a memory, including some instructions are used so that a computer equipment
(can be personal computer, server or network equipment etc.) executes all or part of each embodiment the method for the application
Step.And memory above-mentioned includes: USB flash disk, read-only memory (ROM, Read-Only Memory), random access memory
The various media that can store program code such as (RAM, Random Access Memory), mobile hard disk, magnetic or disk.
Those of ordinary skill in the art will appreciate that all or part of the steps in the various methods of above-described embodiment is can
It is completed with instructing relevant hardware by program, which can store in a computer-readable memory, memory
May include: flash disk, read-only memory (English: Read-Only Memory, referred to as: ROM), random access device (English:
Random Access Memory, referred to as: RAM), disk or CD etc..
The embodiment of the present application is described in detail above, specific case used herein to the principle of the application and
Embodiment is expounded, the description of the example is only used to help understand the method for the present application and its core ideas；
At the same time, for those skilled in the art can in specific embodiments and applications according to the thought of the application
There is change place, in conclusion the contents of this specification should not be construed as limiting the present application.
Claims (16)
1. a kind of electronic device, which is characterized in that the electronic device includes: processor, ultrasonic sensor, the processor
It is connect with the ultrasonic sensor, the ultrasonic sensor is the sensor with signal transmitting and receiving function；
The ultrasonic sensor, for emitting the first ultrasonic signal to generate sound field；
The ultrasonic sensor, is also used to obtain the second ultrasonic signal, and second ultrasonic signal the first surpasses to be described
All or part of echo-signal of acoustic signals；
The processor, for determining gesture according to second ultrasonic signal, according to electronic device described in gesture control.
2. electronic device according to claim 1, which is characterized in that
The processor is also used to obtain currently running first application program of electronic device, according to described in gesture generation
Control command of the gesture in first application program executes the control command to first application program.
3. electronic device according to claim 2, which is characterized in that
The processor is specifically used for determining that first application program executes corresponding first knot after the control command
Fruit, acquisition and at least one associated parameter of the first application program, judge that first result is at least one described parameter
No conflict such as determines that conflict, pause execute the control command, sends prompting message, the response for receiving the prompting message disappears
Breath executes the control command after executing the control command according to response message confirmation；If determination does not conflict, execute
The control command.
4. electronic device according to claim 1, which is characterized in that
The processor when being also used to be in screen locking such as the electronic device, unlocks the electronic device according to the gesture；
Or be also used to be in such as the electronic device screen locking and the gesture it is corresponding order be non-unlocking command when, by the electricity
After sub-device unlock, according to electronic device described in the gesture control.
5. electronic device according to claim 4, which is characterized in that
The processor is adopted specifically for entering the login interface of the first game according to electronic device described in the gesture control
Collect picture, recognition of face is carried out to picture and determines the first identity, the account and password of the first game are obtained according to the first identity, is made
The login of the first game is realized with the account and password.
6. a kind of method of ultrasonic wave gesture control electronic device, which is characterized in that the electronic device includes: supersonic sensing
Device, the ultrasonic sensor are the sensor with signal transmitting and receiving function；
Emit the first ultrasonic signal by the ultrasonic sensor to generate sound field；
The second ultrasonic signal is obtained by the ultrasonic sensor, second ultrasonic signal is first ultrasonic wave
All or part of echo-signal of signal；
Gesture is determined according to second ultrasonic signal, according to electronic device described in the gesture control.
7. according to the method described in claim 6, it is characterized in that, described specific according to electronic device described in the gesture control
Include:
Currently running first application program of the electronic device is obtained, generates the gesture described first according to the gesture
Control command in application program executes the control command to first application program.
8. the method according to the description of claim 7 is characterized in that described execute the control life to first application program
Order specifically includes:
It determines after first application program executes the control command corresponding first as a result, acquisition and the first application program
At least one associated parameter, judges whether first result conflicts at least one described parameter, such as determines conflict, pause
The control command is executed, prompting message is sent, receives the response message of the prompting message, is confirmed according to the response message
After executing the control command, the control command is executed；If determination does not conflict, the control command is executed.
9. according to the method described in claim 6, it is characterized in that, described specific according to electronic device described in the gesture control
Include:
When being in screen locking such as the electronic device, the electronic device is unlocked according to the gesture；
Or when such as the electronic device be in screen locking and the corresponding order of the gesture as non-unlocking command, by the electronic device
After unlock, according to electronic device described in the gesture control.
10. according to the method described in claim 8, it is characterized in that, described have according to electronic device described in the gesture control
Body includes:
Enter the login interface of the first game according to electronic device described in the gesture control, acquire picture, people is carried out to picture
Face, which identifies, determines the first identity, and the account and password of the first game are obtained according to the first identity, real using the account and password
The login of existing first game.
11. according to the method described in claim 6, it is characterized in that, described the first surpassed by ultrasonic sensor transmitting
Acoustic signals include: by the ultrasonic sensor, in multiple emission times with the corresponding frequency transmitting of the emission time
First ultrasonic signal；It is described by the ultrasonic sensor obtain the second ultrasonic signal include: by the ultrasonic wave
Sensor receives the second ultrasonic signal in multiple times of reception；It is described to determine that gesture has according to second ultrasonic signal
Body includes:
Obtain the multiple emission times and the corresponding multiple frequencies of multiple emission times, the second ultrasonic wave of the first ultrasonic signal
Multiple times of reception of signal and multiple received signal strengths, by the multiple emission time, multiple times of reception, Duo Gejie
Collection of letters intensity forms input data, and the input data is input to preset neural network model and calculates determining gesture.
12. according to the method described in claim 10, it is characterized in that, it is described by the multiple emission time, multiple receptions when
It carves, multiple received signal strengths composition input data specifically includes:
Obtain the row of the type of sample input data and sample input data in the training sample of preset neural network model
Column rule, such as type are matrix data, then by multiple emission times, multiple times of reception and multiple received signal strengths
Input matrix is formed by the queueing discipline, such as type is three-dimensional data block, then by multiple emission times, multiple times of reception
And multiple reflected signal strengths are by queueing discipline composition input three-dimensional data block.
13. according to the method described in claim 10, it is characterized in that, it is described by the multiple emission time, multiple receptions when
It carves, multiple received signal strengths composition input data specifically includes:
Obtain the row of the type of sample input data and sample input data in the training sample of preset neural network model
Column rule, if the type is matrix data [H0】【W0], determine multiple emission times, multiple times of reception and multiple receptions letter
The total quantity Y of number intensity, such as Y < H0*W0；It calculatesExecute the processing of n value of insertion
The processing of data after obtaining insertion process, n value of the insertion specifically includes: when multiple emission times are inserted into n transmitting
It carves, is inserted into the n time of reception in multiple times of reception, be inserted into n received signal strength in multiple received signal strengths；It will insertion
Data that treated form input matrix by the queueing discipline, and the size of the input matrix is [H0】【W0], the H0For matrix
Height value, the W0It can be the width value of matrix.
14. according to the method described in claim 10, it is characterized in that, described be input to preset nerve for the input data
Network model, which calculates, determines that gesture specifically includes:
By the input data be input to preset neural network model execute multilayer forward operation obtain forward operation as a result, according to
The gesture is determined according to the forward operation result.
15. a kind of computer readable storage medium, which is characterized in that it stores the computer program for being used for electronic data interchange,
Wherein, the computer program makes computer execute such as the described in any item methods of claim 6-14.
16. a kind of computer program product, which is characterized in that the computer program product includes storing computer program
Non-transient computer readable storage medium, the computer program are operable to that computer is made to execute such as claim 6-14
Method described in one.
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