CN106484077A - Mobile terminal and its electricity saving method based on application software classification - Google Patents
Mobile terminal and its electricity saving method based on application software classification Download PDFInfo
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- CN106484077A CN106484077A CN201610909252.5A CN201610909252A CN106484077A CN 106484077 A CN106484077 A CN 106484077A CN 201610909252 A CN201610909252 A CN 201610909252A CN 106484077 A CN106484077 A CN 106484077A
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F1/00—Details not covered by groups G06F3/00 - G06F13/00 and G06F21/00
- G06F1/26—Power supply means, e.g. regulation thereof
- G06F1/32—Means for saving power
- G06F1/3203—Power management, i.e. event-based initiation of a power-saving mode
- G06F1/3206—Monitoring of events, devices or parameters that trigger a change in power modality
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F1/00—Details not covered by groups G06F3/00 - G06F13/00 and G06F21/00
- G06F1/26—Power supply means, e.g. regulation thereof
- G06F1/32—Means for saving power
- G06F1/3203—Power management, i.e. event-based initiation of a power-saving mode
- G06F1/3234—Power saving characterised by the action undertaken
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- Theoretical Computer Science (AREA)
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- General Engineering & Computer Science (AREA)
- General Physics & Mathematics (AREA)
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Abstract
The invention discloses a kind of mobile terminal and its electricity saving method based on application software classification, belong to moving communicating field.The electricity saving method based on neutral net for the described mobile terminal, including：Obtain the software information of each application software under mobile terminal registration table；According to described software information, each application software described is classified with random order, and generate software classification group；The state parameter of monitoring mobile terminal；The state parameter input neural network model of described mobile terminal is predicted, and exports and predict the outcome；Predicted the outcome according to described, power save scheme is executed to described software classification group.The invention also discloses a kind of mobile terminal；By classifying to application software of mobile terminal, the application software of same type forms application software sorted group to the present invention, by group concentrative implementation power save scheme, the more efficient power saving more systematically achieving mobile terminal.
Description
Technical field
The present invention relates to communication technical field, the power saving particularly to a kind of mobile terminal and its based on application software classification
Method.
Background technology
The configuration more and more higher of current mobile terminal, online and amusement function get more and more, the standby problem of mobile terminal
Extremely important for a user, user wishes that the mobile terminal that it uses has stand-by time as much as possible.Impact mobile terminal
The intrinsic factor of stand-by time include baseband chip power consumption, radio frequency chip power consumption, battery behavior, power management scheme, clock pipe
Reason scheme, LCD and keyboard back light scheme, speaker power consumption etc..Increase the stand-by time of mobile terminal at present except increasing as far as possible
The effect of province outside the electricity of big battery, can also be reached by terminating various unnecessary operation programs.
The present inventor finds after being furtherd investigate, and electrically effect is not ideal for current province, and does not have
Method reaches the power save scheme of system classification.
Content of the invention
In order to solve problem of the prior art, embodiments provide a kind of mobile terminal and its be based on application software
The electricity saving method of classification.Described technical scheme is as follows：
On the one hand, there is provided the electricity saving method that a kind of mobile terminal is classified based on application software, methods described includes：
Obtain the software information of each application software under mobile terminal registration table；
According to described software information, each application software described is classified with random order, and generate software classification
Group；
The state parameter of monitoring mobile terminal；
The state parameter input neural network model of described mobile terminal is predicted, and exports and predict the outcome；
Predicted the outcome according to described, power save scheme is executed to described software classification group.
Alternatively, described software information includes dbase, software installation path, special marking.
Alternatively, using maximum-prefix search matching way, is carried out to each application software described to described dbase
One classification, and/or described software installation path is carried out to each application software described using maximum suffix search matching way
Second classification.Maximum-prefix search coupling refers to the character from front to back according to each matching keywords and is mated one by one, and
Determine maximum match score value；Maximum suffix search coupling refers to carry out one by one from rear to front character according to each matching keywords
Coupling, and determine maximum match score value.
Alternatively, described state parameter includes screen and opens or closing information, mobile terminal activity information, screen taps
Information, and application state information.
Alternatively, described power save scheme includes reducing the network access of application and hangs up application.
On the other hand, there is provided a kind of mobile terminal, described mobile terminal includes：
Acquisition module, for obtaining the software information of each application software under mobile terminal registration table；
Processing module, is classified to each application software described according to described software information with random order, and generates
Software classification group；
Monitoring modular, for monitoring the state parameter of mobile terminal；
Prediction module, for being predicted the state parameter input neural network model of described mobile terminal, and exports
Predict the outcome；
Performing module, for predicting the outcome according to described, executes power save scheme to described software classification group.
Alternatively, described software information includes dbase, software installation path, special marking.
Alternatively, described processing module, is additionally operable to adopt maximum-prefix search matching way to institute to described dbase
State each application software and carry out the first classification, and/or to described software installation path using maximum suffix search matching way pair
Each application software described carries out the second classification.Maximum-prefix search coupling refers to according to each matching keywords from front to back
Character is mated one by one, and determines maximum match score value；Maximum suffix search coupling refer to according to each matching keywords from
Extremely front character is mated one by one afterwards, and determines maximum match score value.
Alternatively, described state parameter includes screen and opens or closing information, mobile terminal activity information, screen taps
Information, and application state information.
Alternatively, described power save scheme includes reducing the network access of application and hangs up application.
The beneficial effect that technical scheme provided in an embodiment of the present invention is brought is：
By classifying to application software of mobile terminal, the application software of same type forms application software sorted group, by group collection
Middle execution power save scheme, the more efficient power saving more systematically achieving mobile terminal.
Brief description
For the technical scheme being illustrated more clearly that in the embodiment of the present invention, will make to required in embodiment description below
Accompanying drawing be briefly described it should be apparent that, drawings in the following description are only some embodiments of the present invention, for
For those of ordinary skill in the art, on the premise of not paying creative work, other can also be obtained according to these accompanying drawings
Accompanying drawing.
Fig. 1 is the electricity saving method flow chart that the mobile terminal that the embodiment of the present invention one provides is classified based on application software；
Fig. 2 is the mobile terminal structure schematic diagram that the embodiment of the present invention two provides.
Specific embodiment
For making the object, technical solutions and advantages of the present invention clearer, below in conjunction with accompanying drawing to embodiment party of the present invention
Formula is described in further detail.
Embodiment one
Embodiments provide a kind of electricity saving method based on neutral net for mobile terminal, referring to Fig. 1, method flow
Including：
S100：Obtain the software information of each application software under mobile terminal registration table.
Specifically, software information includes dbase, software installation path, special marking；Whether special marking can be
For the labelling of patch, such as father's key ParentKeyName.
S200：According to described software information, each application software described is classified with random order, and generate software
Sorted group；
Specifically, further, described dbase is adopted with maximum-prefix search matching way to each application described
Software carries out the first classification, and/or described software installation path is answered to described each using maximum suffix search matching way
Carry out the second classification with software.Maximum-prefix search coupling refers to the character from front to back according to each matching keywords and carries out one
One coupling, and determine maximum match score value；Maximum suffix search coupling refers to according to each matching keywords from rear to front word
Symbol is mated one by one, and determines maximum match score value.
This step can include following three kinds of embodiments：
Mode one：Using maximum-prefix search matching way, according to described software information, each application software described is entered
Row classification；
Mode two：Using maximum suffix search matching way, according to described software information, each application software described is entered
Row classification；
Mode three：Using maximum-prefix search matching way, is carried out to each application software described to described dbase
One classification, and obtain the first coupling score value；
To each application software described, second is carried out using maximum suffix search matching way to described software installation path
Classification, and obtain the second coupling score value；
When the described first coupling score value is more than described second coupling score value it is determined that the corresponding software of described dbase
Be categorized as the first classification；
When the described second coupling score value is more than described first coupling score value it is determined that described software installation path is corresponding
Software be categorized as the second classification.
S300：The state parameter of monitoring mobile terminal；
Specifically, the state parameter of this mobile terminal include screen open or closing information, mobile terminal activity information,
Screen taps information, and application state information.Screen open or closing information can by detect user whether by
Under treat that switch is monitored it is also possible to be automatically switched off whether the time reaches and be monitored by obtaining the screen of user setup.Move
Whether dynamic end activity information can be moved by Gravity accelerometer acquisition mobile terminal is realized monitoring, or logical
Cross whether gyroscope detection mobile terminal rotates and be monitored.Screen taps information can be examined by touch point detection device
Survey touch information, and touch information is sent to touch screen controller.Application state information can pass through mobile terminal
The interface that operating system is provided is monitored.
S400：The state parameter input neural network model of mobile terminal is predicted, and exports and predict the outcome；
Specifically, this neural network model is Y=purelin (T*tansig (W*X+ θi))+θl；Wherein, X is mobile whole
The state parameter at end, W, T are weights, θi、θlFor given threshold, Y is maintenance window.
Specifically, predict the outcome as maintenance window (maintenance window).In the present embodiment, this maintenance window is not
It is changeless, but can be with the change that predicts the outcome.During maintenance window, all hang-up of system operation synchronous,
Task and alarms, also can access network simultaneously.
S500：According to predicting the outcome, power save scheme is executed to described software classification group.
Specifically, power save scheme can be reduced the network access of application and hang up application.
Specifically, if user is disconnected the charging connection of mobile terminal, when closing one section of the motionless mobile terminal of screen
Between after, mobile terminal start execute power save scheme.Mobile terminal begins through the network access reducing application and hangs up application
Or application group is reducing power consumption it is also possible to delaying applying of task or slow down application and synchronize, now mobile terminal being in
Battery saving mode.
Certainly, in order to mobile terminal can keep using function, its can periodically suspend execution power save scheme allow application or apply
Group completes the action that it is delayed.During maintenance window, the synchronous, task of all hang-up of system operation and quarter-bell, simultaneously
Network can be accessed.
When each maintenance window finishes, system can be again introduced into battery saving mode, suspend network insertion and delay to operate, together
Step and alarm clock.Over time, when mobile terminal does not charge and static for a long time when system call maintenance window time
Number is fewer and feweri, helps reduce battery consumption with this.
Or as long as user plugs charger wake-up mobile terminal by moving, lighting screen, system can exit
Battery saving mode, all of application returns to normal activity states.
In sum, the embodiment of the present invention one is by classifying to application software of mobile terminal, the application software shape of same type
Become application software sorted group, by group concentrative implementation power save scheme, the more efficient power saving more systematically achieving mobile terminal.
Embodiment two
Referring to Fig. 2, embodiments provide a kind of mobile terminal 10, this mobile terminal 10 includes：
Acquisition module 100, for obtaining the software information of each application software under mobile terminal registration table；
Wherein, software information includes dbase, software installation path, special marking；Whether special marking can be for being
The labelling of patch, such as father's key ParentKeyName.
Processing module 200, for being classified to each application software described according to described software information with random order,
And generate software classification group；For search matching way is adopted according to described software information, each application software described is carried out
Classification；
Specifically, further, described dbase is adopted with maximum-prefix search matching way to each application described
Software carries out the first classification, and/or described software installation path is answered to described each using maximum suffix search matching way
Carry out the second classification with software.Maximum-prefix search coupling refers to the character from front to back according to each matching keywords and carries out one
One coupling, and determine maximum match score value；Maximum suffix search coupling refers to according to each matching keywords from rear to front word
Symbol is mated one by one, and determines maximum match score value.
This step can include following three kinds of embodiments：
Mode one：Using maximum-prefix search matching way, according to described software information, each application software described is entered
Row classification；
Mode two：Using maximum suffix search matching way, according to described software information, each application software described is entered
Row classification；
Mode three：Using maximum-prefix search matching way, is carried out to each application software described to described dbase
One classification, and obtain the first coupling score value；
To each application software described, second is carried out using maximum suffix search matching way to described software installation path
Classification, and obtain the second coupling score value；
When the described first coupling score value is more than described second coupling score value it is determined that the corresponding software of described dbase
Be categorized as the first classification；
When the described second coupling score value is more than described first coupling score value it is determined that described software installation path is corresponding
Software be categorized as the second classification.
Monitoring modular 300, for monitoring the state parameter of mobile terminal 10；
Specifically, the state parameter of mobile terminal 10 include screen open or closing information, mobile terminal activity information,
Screen taps information, and application state information.Screen open or closing information can by detect user whether by
Under treat that switch is monitored it is also possible to be automatically switched off whether the time reaches and be monitored by obtaining the screen of user setup.Move
Whether dynamic end activity information can be moved by Gravity accelerometer acquisition mobile terminal is realized monitoring, or logical
Cross whether gyroscope detection mobile terminal rotates and be monitored.Screen taps information can be examined by touch point detection device
Survey touch information, and touch information is sent to touch screen controller.Application state information can pass through mobile terminal
The interface that operating system is provided is monitored.
Prediction module 400, for being predicted the state parameter input neural network model of mobile terminal 10, and exports
Predict the outcome；
Specifically, this neural network model is Y=purelin (T*tansig (W*X+ θi))+θl；Wherein, X is mobile whole
The state parameter at end, W, T are weights, θi、θlFor given threshold, Y is maintenance window.
Specifically, predict the outcome as maintenance window (maintenance window).In the present embodiment, this maintenance window is not
It is changeless, but can be with the change that predicts the outcome.During maintenance window, all hang-up of system operation synchronous,
Task and alarms, also can access network simultaneously.
Performing module 500, for according to predicting the outcome, executing power save scheme to described software classification group.Specifically, power saving
Scheme includes reducing the network access of application and hangs up application.Specifically, if a user is disconnected filling of mobile terminal
Electrical connection, close shield motionless mobile terminal for a period of time after, mobile terminal start execute power save scheme.Mobile terminal begins through
Reduce application network access and hang up application or application group come to reduce power consumption it is also possible to delay apply task or slow down should
With synchronizing, now mobile terminal is in battery saving mode.
Certainly, in order to mobile terminal can keep using function, its can periodically suspend execution power save scheme allow application or apply
Group completes the action that it is delayed.During maintenance window, the synchronous, task of all hang-up of system operation and quarter-bell, simultaneously
Network can be accessed.
When each maintenance window finishes, system can be again introduced into battery saving mode, suspend network insertion and delay to operate, together
Step and alarm clock.Over time, when mobile terminal does not charge and static for a long time when system call maintenance window time
Number is fewer and feweri, helps reduce battery consumption with this.
Or as long as user plugs charger wake-up mobile terminal by moving, lighting screen, system can exit
Battery saving mode, all of application returns to normal activity states.
In sum, the embodiment of the present invention two is by classifying to application software of mobile terminal, the application software shape of same type
Become application software sorted group, by group concentrative implementation power save scheme, the more efficient power saving more systematically achieving mobile terminal.
It should be noted that：Above-described embodiment provide mobile terminal when power saving is carried out based on neutral net, only more than
The division stating each functional module is illustrated, and in practical application, can distribute above-mentioned functions by difference as desired
Functional module complete, the internal structure of mobile terminal will be divided into different functional modules, described above complete to complete
Portion or partial function.In addition, the mobile terminal of above-described embodiment offer and its embodiment carrying out power saving based on neutral net
Belong to same design, it implements process and refers to embodiment of the method, repeats no more here.
The embodiments of the present invention are for illustration only, do not represent the quality of embodiment.
One of ordinary skill in the art will appreciate that all or part of step realizing above-described embodiment can pass through hardware
To complete it is also possible to the hardware being instructed correlation by program is completed, described program can be stored in a kind of computer-readable
In storage medium, storage medium mentioned above can be read only memory, disk or CD etc..
The foregoing is only presently preferred embodiments of the present invention, not in order to limit the present invention, all spirit in the present invention and
Within principle, any modification, equivalent substitution and improvement made etc., should be included within the scope of the present invention.
Claims (10)
1. the electricity saving method that a kind of mobile terminal is classified based on application software is it is characterised in that include：
Obtain the software information of each application software under mobile terminal registration table；
According to described software information, each application software described is classified with random order, and generate software classification group；
The state parameter of monitoring mobile terminal；
The state parameter input neural network model of described mobile terminal is predicted, and exports and predict the outcome；
Predicted the outcome according to described, power save scheme is executed to described software classification group.
2. electricity saving method according to claim 1 is it is characterised in that described software information includes dbase, software peace
Dress path, special marking.
3. electricity saving method according to claim 2 it is characterised in that adopt maximum-prefix search to described dbase
Formula formula carries out the first classification to each application software described, and/or to described software installation path using maximum suffix search
Matching way carries out the second classification to each application software described；Maximum-prefix search coupling refers to according to each matching keywords
Character from front to back is mated one by one, and determines maximum match score value；Maximum suffix search coupling refers to according to each
Join key word to be mated one by one from rear to front character, and determine maximum match score value.
4. electricity saving method according to claim 1 is it is characterised in that described state parameter includes screen opens or close
Information, mobile terminal activity information, screen taps information, and application state information.
5. electricity saving method according to claim 1 is it is characterised in that the network that described power save scheme includes reducing application is visited
Ask and hang up application.
6. a kind of mobile terminal is it is characterised in that include：
Acquisition module, for obtaining the software information of each application software under mobile terminal registration table；
Processing module, is classified to each application software described according to described software information with random order, and generates software
Sorted group；
Monitoring modular, for monitoring the state parameter of mobile terminal；
Prediction module, for being predicted the state parameter input neural network model of described mobile terminal, and exports prediction
Result；
Performing module, for predicting the outcome according to described, executes power save scheme to described software classification group.
7. mobile terminal according to claim 6 is it is characterised in that described software information includes dbase, software peace
Dress path, special marking.
8. mobile terminal according to claim 6, it is characterised in that described processing module, is additionally operable to described software name
Claim to carry out the first classification using maximum-prefix search matching way to each application software described, and/or to described software installation
Path carries out the second classification using maximum suffix search matching way to each application software described；Maximum-prefix search coupling refers to
Mated one by one according to each matching keywords character from front to back, and determined maximum match score value；Maximum suffix is searched
Rope coupling refers to be mated one by one from rear to front character according to each matching keywords, and determines maximum match score value.
9. mobile terminal according to claim 6 is it is characterised in that described state parameter includes screen opens or close
Information, mobile terminal activity information, screen taps information, and application state information.
10. mobile terminal according to claim 6 is it is characterised in that described power save scheme includes reducing the network of application
Access and hang up application.
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| CN107577522A (en) * | 2017-09-30 | 2018-01-12 | 广东欧珀移动通信有限公司 | Application control method, apparatus, storage medium and electronic equipment |
| CN107608561A (en) * | 2017-10-24 | 2018-01-19 | 北京小米移动软件有限公司 | Touch-screen control method and device |
| WO2019062413A1 (en) * | 2017-09-30 | 2019-04-04 | Oppo广东移动通信有限公司 | Method and apparatus for managing and controlling application program, storage medium, and electronic device |
| EP3706043A4 (en) * | 2017-10-31 | 2021-01-06 | Guangdong Oppo Mobile Telecommunications Corp., Ltd. | Application program control method and apparatus, medium, and electronic device |
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Application publication date: 20170308 |