CN106557146B - Power saving method, device and terminal - Google Patents
Power saving method, device and terminal Download PDFInfo
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- CN106557146B CN106557146B CN201510627722.4A CN201510627722A CN106557146B CN 106557146 B CN106557146 B CN 106557146B CN 201510627722 A CN201510627722 A CN 201510627722A CN 106557146 B CN106557146 B CN 106557146B
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Abstract
The embodiment of the invention discloses a power saving method, a power saving device and a terminal. The method comprises the following steps: acquiring behavior data of a user using an application program in a preset time period; calculating a time interval in the acquired behavior data of the adjacent twice-used application programs, and extracting the behavior data of which the calculated time interval is greater than a preset time threshold; calculating the maximum difference of the time intervals and the variance of the time intervals from the extracted behavior data; if the maximum difference value of the time interval is smaller than a preset difference value threshold value and the variance of the time interval is smaller than a preset variance threshold value, marking the time of the earliest operation of the application program in the extracted behavior data; and pushing power saving notification information to a user at a predetermined time before the marked earliest time of operating the application program. By applying the invention, the power consumption of the electronic equipment can be reduced, and the standby time of the electronic equipment is prolonged.
Description
Technical field
The present invention relates to computer power consumption optimisation technique more particularly to a kind of electricity saving methods, device and terminal.
Background technique
With the development of communication technology, the application package installed in electronic equipment is more and more, and function is also increasingly
It is powerful, great convenience is brought to user.For example, the application package installed in existing electronic equipment includes but is not limited to:
It chats social tool, game tool, video text editing tool, online payment tool, Disk Cleanup tool, virus prevention tool, complete
Ball positions tool, camera application tool etc., and family almost can be used and stay indoors, the institute being just able to achieve in daily life and work
It is functional.
With the continuous upgrading that user experiences electronic equipment, user do not require nothing more than electronic equipment be capable of providing it is as more as possible
Application function, also require electronic equipment that there is cruising ability as long as possible so that electronic equipment is constantly in operating status,
To prevent important information from missing.And the numerous application packages installed in electronic equipment are at runtime, need to consume a large amount of
Electric energy, prevent more application functions of electronic equipment are with cruising ability from taking into account.
In order to reduce the power consumption of electronic equipment, existing electronic equipment monitors user in preassembled monitoring of software
When not operated to electronic equipment more than the pre-set time, it will automatically into the sleep operation mode of power saving, i.e.,
Screen saver mode or screen locking pattern, alternatively, by installing managing electric quantity software in the electronic device, in the managing electric quantity software
When detecting the electricity of electronic equipment lower than pre-set power threshold, the operating mode of electronic equipment is switched into power saving
Sleep operation mode.But this method needs to install software continuous operation to be monitored to electronic equipment, and monitoring needs additionally disappear
Consume the electricity of electronic equipment；Further, even if under sleep operation mode, backstage can also run electronic equipment configuration or user
The some application programs added manually, wherein a part of application program is not required the standby operation of electronic equipment and answers
With program, and such nonessential application program can continue the battery capacity for consuming electronic equipment when user does not actively close,
Cause electronic equipment power consumption higher, shorten the stand-by time of electronic equipment, so that the electric energy of electronic equipment is lower.
Summary of the invention
In view of this, the embodiment of the present invention provides a kind of electricity saving method, device and terminal, the power consumption of electronic equipment is reduced,
Promote the stand-by time of electronic equipment.
In order to achieve the above objectives, the embodiment of the present invention adopts the following technical scheme that
On the one hand, the embodiment of the present invention provides a kind of electricity saving method, comprising:
Obtain the behavioral data that user in predetermined amount of time uses application program；
The time interval in the adjacent behavioral data for using application program twice obtained is calculated, between the time for extracting calculating
Every the behavioral data for being greater than preset time threshold；
From the behavioral data of extraction, the maximum difference of time interval and the variance of time interval are calculated；
If the maximum difference of time interval is less than preset difference threshold, and the variance of time interval is less than preset side
Poor threshold value marks the time for operating application program in the behavioral data of extraction earliest；
Predetermined time before the time of the earliest operation application program of label, power saving notice letter is pushed to user
Breath.
Optionally, the adjacent of calculating acquisition includes: using the time interval in the behavioral data of application program twice
The behavioral data obtained is traversed, i-th of the operation application program recorded in the behavioral data of the acquisition is extracted
Time, wherein i is natural number；
Extract the time of the i+1 operation application program recorded in the behavioral data of the acquisition；
The difference for calculating the time and the time of i-th of operation application program of i+1 operation application program, obtains adjacent
Twice using the time interval in the behavioral data of application program.
Optionally, the time interval calculated of extracting includes: greater than the behavioral data of preset time threshold
Judge whether the difference for the time that the time of i+1 operation application program operates application program with i-th is greater than
Preset time threshold, if so, extracting the time corresponding behavioral data of i+1 operation application program and operating for i-th
The time of application program corresponding behavioral data.
Optionally, the time threshold includes lunch break threshold value, when the time interval for extracting calculating is greater than default
Between the behavioral data of threshold value include:
Judge whether the difference for the time that the time of i+1 operation application program operates application program with i-th is greater than
Lunch break threshold value；
If so, judging the time of i-th of operation application program whether within the scope of pre-set lunch break；
If so, the time corresponding behavioral data for extracting i+1 operation application program and i-th of operation are using journey
The time of sequence corresponding behavioral data is placed in pre-set lunch break behavior database.
Optionally, after described be placed in pre-set lunch break behavior database, the method further includes:
In the lunch break behavior database, erasing time interval is corresponding more than pre-set lunch break outlier threshold
Behavioral data.
Optionally, the time threshold includes night hours threshold value, when the time interval for extracting calculating is greater than default
Between the behavioral data of threshold value include:
Judge whether the difference for the time that the time of i+1 operation application program operates application program with i-th is greater than
Night hours threshold value；
If so, judging the time of i-th of operation application program whether within the scope of pre-set night hours；
If so, the time corresponding behavioral data for extracting i+1 operation application program and i-th of operation are using journey
The time of sequence corresponding behavioral data is placed in pre-set nocturnal behavior database.
Optionally, after the behavioral data of the time interval greater than preset time threshold for extracting and calculating, from extraction
Behavioral data in, before calculating the maximum difference of time interval and the variance of time interval, the method further includes:
Whether the period for judging that the behavioral data extracted includes is more than preset period threshold value, if so, executing institute
State from the behavioral data of extraction, calculate time interval maximum difference and time interval variance the step of, if it is not,
Predetermined amount of time is extended, returns and executes the behavioral data for obtaining user in predetermined amount of time and using application program.
Optionally, the maximum difference of the time interval is calculated using following formula:
Max(Ti-Tj)
In formula,
Ti,TjFor time interval, ii, j is natural number；
The variance of the time interval is calculated using following formula:
In formula,
For time interval mean value；
σ is the variance of time interval；
N is time interval number.
Optionally, in the acquisition predetermined amount of time before behavioral data of the user using application program, the method
Further comprise:
Electronic equipment records and stores the behavioral data that user uses application program.
Optionally, the power saving notification information further comprises the application information that suggestion is closed.
Electricity saving method provided in an embodiment of the present invention uses the behavior of application program by obtaining user in predetermined amount of time
Data；The time interval in the adjacent behavioral data for using application program twice obtained is calculated, the time interval of calculating is extracted
Greater than the behavioral data of preset time threshold；From the behavioral data of extraction, maximum difference and the time of time interval are calculated
The variance at interval；If the maximum difference of time interval is less than preset difference threshold, and the variance of time interval is less than default
Variance threshold values, mark the time for operating application program in the behavioral data of extraction earliest；It is answered in the earliest operation of label
With the predetermined time before the time of program, power saving notification information is pushed to user.In this way, being carried out according to user's history behavioral data
Analysis obtains the stabilization period that user does not use application program, so that the predetermined time before the stable period, reminds and use
So as to actively cut off the unwanted application program being currently running the power consumption of electronic equipment is effectively reduced, to promote electronics in family
The stand-by time of equipment.
On the other hand, the embodiment of the present invention provides a kind of electricity saver, comprising: behavioral data obtains module, time interval
Processing module, computing module, mark module and pushing module, wherein
Behavioral data obtains module, and the behavioral data of application program is used for obtaining user in predetermined amount of time；
Time interval processing module, for calculating the time in the adjacent behavioral data for using application program twice obtained
Interval, the time interval for extracting calculating are greater than the behavioral data of preset time threshold；
Computing module, for from the behavioral data of extraction, calculating the maximum difference and time interval of time interval
Variance；
Mark module, if the maximum difference of time interval is less than preset difference threshold, and the variance of time interval is small
In preset variance threshold values, the time for operating application program in the behavioral data of extraction earliest is marked；
Pushing module is pushed away for the predetermined time before the time of the earliest operation application program of label to user
Send power saving notification information.
Optionally, the time interval processing module includes: that Traversal Unit, extraction unit and time interval calculate list
Member, wherein
Traversal Unit extracts i-th of the behaviour recorded in the behavioral data of the acquisition for traversing the behavioral data obtained
Make the time of application program, wherein i is natural number；
Extraction unit, the time of the i+1 operation application program recorded in the behavioral data for extracting the acquisition；
Time interval computing unit, for calculate i+1 operation application program time and i-th of operation application program
Time difference, obtain it is adjacent twice using application program behavioral data in time interval.
Optionally, the time interval processing module further comprises:
Judge processing unit, for judge i+1 operation application program time with i-th operation application program when
Between difference whether be greater than preset time threshold, if so, extract i+1 operate application program time corresponding behavior number
Accordingly and i-th operation application program time corresponding behavioral data.
Optionally, the time interval processing module includes: Traversal Unit, extraction unit, time interval computing unit, noon
Not first judges that processing unit and lunch break second judge processing unit, wherein
Traversal Unit extracts i-th of the behaviour recorded in the behavioral data of the acquisition for traversing the behavioral data obtained
Make the time of application program, wherein i is natural number；
Extraction unit, the time of the i+1 operation application program recorded in the behavioral data for extracting the acquisition；
Time interval computing unit, for calculate i+1 operation application program time and i-th of operation application program
Time difference, obtain it is adjacent twice using application program behavioral data in time interval；
Lunch break first judges processing unit, and the time and i-th of operation for judging i+1 operation application program are applied
Whether the difference of the time of program is greater than lunch break threshold value, if so, notice lunch break second judges processing unit；
Whether lunch break second judges processing unit, for receiving notice, judge the time of i-th of operation application program pre-
Within the scope of the lunch break being first arranged, if so, extract i+1 operate application program time corresponding behavioral data and
The time corresponding behavioral data of i-th of operation application program, is placed in pre-set lunch break behavior database.
Optionally, the time interval processing module further comprises:
Lunch break behavioral data exception processing unit, in the lunch break behavior database, erasing time interval to be more than
The corresponding behavioral data of pre-set lunch break outlier threshold.
Optionally, the time interval processing module includes: Traversal Unit, extraction unit, time interval computing unit, night
Evening first judges that processing unit and night second judge processing unit, wherein
Traversal Unit extracts i-th of the behaviour recorded in the behavioral data of the acquisition for traversing the behavioral data obtained
Make the time of application program, wherein i is natural number；
Extraction unit, the time of the i+1 operation application program recorded in the behavioral data for extracting the acquisition；
Time interval computing unit, for calculate i+1 operation application program time and i-th of operation application program
Time difference, obtain it is adjacent twice using application program behavioral data in time interval；
Night first judges processing unit, and the time and i-th of operation for judging i+1 operation application program are applied
Whether the difference of the time of program is greater than night hours threshold value, if so, notice night second judges processing unit；
Whether night second judges processing unit, for receiving notice, judge the time of i-th of operation application program pre-
Within the scope of the night hours being first arranged, if so, extract i+1 operate application program time corresponding behavioral data and
The time corresponding behavioral data of i-th of operation application program, is placed in pre-set nocturnal behavior database.
Optionally, which is characterized in that described device further comprises:
Period expansion module, for judge time interval processing module extract behavioral data include period whether
More than preset period threshold value, if so, notice computing module notifies behavioral data if it is not, extending predetermined amount of time
Obtain module.
Optionally, the maximum difference of the time interval is calculated using following formula:
Max(Ti-Tj)
In formula,
Ti,TjFor time interval, ii, j is natural number；
The variance of the time interval is calculated using following formula:
In formula,
For time interval mean value；σ is the variance of time interval；
N is time interval number.
Optionally, described device further comprises:
Behavioral data logging modle uses the behavioral data of application program for recording and storing user.
Optionally, the power saving notification information further comprises the application information that suggestion is closed.
In another aspect, the embodiment of the present invention provides a kind of terminal, comprising:
One or more processor；
Memory；
One or more module, one or more of modules store in the memory, when one
Or multiple processors proceed as follows when executing:
Obtain the behavioral data that user in predetermined amount of time uses application program；
The time interval in the adjacent behavioral data for using application program twice obtained is calculated, between the time for extracting calculating
Every the behavioral data for being greater than preset time threshold；
From the behavioral data of extraction, the maximum difference of time interval and the variance of time interval are calculated；
If the maximum difference of time interval is less than preset difference threshold, and the variance of time interval is less than preset side
Poor threshold value marks the time for operating application program in the behavioral data of extraction earliest；
Predetermined time before the time of the earliest operation application program of label, power saving notice letter is pushed to user
Breath.
Electricity saver provided in an embodiment of the present invention, behavioral data obtain user's use in module acquisition predetermined amount of time and answer
With the behavioral data of program；Time interval processing module calculates in the adjacent behavioral data for using application program twice obtained
Time interval, the time interval for extracting calculating are greater than the behavioral data of preset time threshold；Behavior number of the computing module from extraction
In, the maximum difference of time interval and the variance of time interval are calculated；Mark module is small in the maximum difference of time interval
In preset difference threshold, and when the variance of time interval is less than preset variance threshold values, mark in the behavioral data of extraction most
The time of early operation application program；Predetermined time of the pushing module before the time of the earliest operation application program of label,
Power saving notification information is pushed to user.In this way, being analyzed according to user's history behavioral data, obtains user and do not use using journey
The stabilization period of sequence reminds user thus the predetermined time before the stable period, is currently running so as to actively cut off
Unwanted application program, is effectively reduced the power consumption of electronic equipment, to promote the stand-by time of electronic equipment.
Detailed description of the invention
In order to more clearly explain the embodiment of the invention or the technical proposal in the existing technology, to embodiment or will show below
There is attached drawing needed in technical description to be briefly described, it should be apparent that, the accompanying drawings in the following description is only this
Some embodiments of invention for those of ordinary skill in the art without creative efforts, can be with
Other attached drawings are obtained according to these attached drawings.
Fig. 1 is electricity saving method of embodiment of the present invention flow diagram；
Fig. 2 is that the embodiment of the present invention calculates the adjacent twice using the time interval in the behavioral data of application program of acquisition
Flow diagram；
Fig. 3 is the behavioral data process that second embodiment of the invention extracts that the time interval calculated is greater than preset time threshold
Schematic diagram；
Fig. 4 is the behavioral data process that third embodiment of the invention extracts that the time interval calculated is greater than preset time threshold
Schematic diagram；
Fig. 5 is electricity saver of embodiment of the present invention structural schematic diagram；
Fig. 6 is first embodiment of the invention time interval schematic diagram of processing module structure；
Fig. 7 is second embodiment of the invention time interval schematic diagram of processing module structure；
Fig. 8 is third embodiment of the invention time interval schematic diagram of processing module structure；
Fig. 9 is the terminal structure schematic diagram of the embodiment of the present invention.
Specific embodiment
The embodiment of the present invention is described in detail with reference to the accompanying drawing.
It will be appreciated that described embodiments are only a part of the embodiments of the present invention, instead of all the embodiments.Base
Embodiment in the present invention, it is obtained by those of ordinary skill in the art without making creative efforts it is all its
Its embodiment, shall fall within the protection scope of the present invention.
Fig. 1 is electricity saving method of embodiment of the present invention flow diagram.Referring to Fig. 1, this method comprises:
Step 101, the behavioral data that user in predetermined amount of time uses application program is obtained；
In this step, predetermined amount of time can be configured according to actual needs, for example, can be set to 15 days, 1 month
Or other time section is to guarantee to obtain enough behavioral datas.In this way, by collecting enough behaviors in predetermined amount of time
Data guarantee the accuracy of subsequent analysis with more behavioral datas.
In the embodiment of the present invention, the behavioral data using application program includes: the time for operating application program.Preferably,
The time of operation application program is expressed as Greenwich Mean Time, and minimum unit is minute.Certainly, in practical application, operation application
The time of program can also otherwise indicate that minimum unit can be set to the second.
It as an alternative embodiment, can further include using the behavioral data of application program: the application journey of operation
Sequence title and action type, wherein action type includes but is not limited to: link, input and output, closing are opened in starting.Example
Such as, for input and output, it can be user and sent by modes such as mouse, keyboards to application program and instruct, or from application program
The operations such as middle duplication, stickup related content.Certainly, in practical application, the behavioral data using application program can also include it
His information, it is not limited in the embodiment of the present invention.
In the embodiment of the present invention, as an alternative embodiment, application program is used obtaining user in predetermined amount of time
Before behavioral data, this method further comprises:
Electronic equipment records and stores the behavioral data that user uses application program.
In this step, record user can use table, notepad or expansible mark using the behavioral data of application program
Remember modes such as language (XML, Extensible Markup Language).
As an alternative embodiment, by taking table as an example, the user of record uses behavioral data such as 1 institute of table of application program
Show.
Table 1
| Operate the time of application program | The application name of operation | Action type |
| 2015-09-01-08-30 | Starting | |
| 2015-09-01-08-32 | Input and output | |
| 2015-09-01-08-32 | Starting | |
| 2015-09-01-08-35 | Open link | |
| 2015-09-01-08-36 | Browser | Starting |
| 2015-09-01-09-12 | It closes | |
| 2015-09-01-12-00 | Browser | Open link |
| 2015-09-01-13-18 | Browser | It closes |
| 2015-09-01-13-20 | word | Starting |
Step 102, the adjacent twice using the time interval in the behavioral data of application program of acquisition is calculated, extracts and calculates
Time interval be greater than preset time threshold behavioral data；
In this step, time threshold can be configured according to the actual needs that user sleeps, for example, according to lunch break and evening
On, time threshold is divided into lunch break threshold value and night hours threshold value, wherein night hours threshold value is greater than lunch break threshold
Value.Preferably, night hours threshold value can be set more than or equal to 5 hours, for lunch break threshold value, can be set
More than or equal to 1 hour.In the embodiment of the present invention, if time interval is greater than preset time threshold, show that user is in sleep
State.Certainly, it in practical application, for user's sleep habit different at weekend (festivals or holidays) and working day, can also set
Setting lunch break threshold value includes: working day lunch break threshold value and festivals or holidays lunch break threshold value, and, night hours are set
Threshold value includes: working day night hours threshold value and festivals or holidays night hours threshold value etc..
It is adjacent to be referred to twice using application program in the embodiment of the present invention: adjacent that application program is operated twice.Example
Such as, it after starting an application program, is then turned off the application program or closes another application program or starting another application program.
In the embodiment of the present invention, multiple situations is set as time threshold, needs the starting in correlation behavior data
Time.For example, needing the time threshold comprising lunch break threshold value and night hours threshold value by behavioral data
The starting time determines that current slot is in lunch break section or night hours section, so that it is determined that being to utilize lunch break
Threshold value or night hours threshold value are judged.
As an alternative embodiment, Fig. 2 is that the embodiment of the present invention calculates the adjacent row for using application program twice obtained
For the time interval flow diagram in data.Referring to fig. 2, which includes:
A11 traverses the behavioral data of acquisition, extracts i-th of the operation recorded in the behavioral data of the acquisition using journey
The time of sequence, wherein i is natural number, less than or equal to the number of the time of the operation application program of record；
A12 extracts the time of the i+1 operation application program recorded in the behavioral data of the acquisition；
A13 calculates the difference of the time and the time of i-th of operation application program of i+1 operation application program, obtains
Time interval in the adjacent behavioral data for using application program twice.
As an alternative embodiment, the time interval for extracting calculating includes: greater than the behavioral data of preset time threshold
Judge whether the difference for the time that the time of i+1 operation application program operates application program with i-th is greater than
Preset time threshold, if so, extracting the time corresponding behavioral data of i+1 operation application program and operating for i-th
The time of application program corresponding behavioral data.
As another alternative embodiment, when Fig. 3 is that second embodiment of the invention extracts the time interval calculated greater than presetting
Between threshold value behavioral data flow diagram.Referring to Fig. 3, which includes:
A21, judge i+1 operation application program time with i-th operation application program time difference whether
Greater than lunch break threshold value；
A22, if so, judging the time of i-th of operation application program whether within the scope of pre-set lunch break；
In this step, lunch break range can be configured by user according to the lunch break sleep habit of oneself, for example, for
User carries out the situation of lunch break in 12:30 at the latest, and it is 12:00~12:30 that lunch break range, which can be set,.
In the embodiment of the present invention, correspond to working day lunch break threshold value and festivals or holidays lunch break threshold value, Ke Yifen
Corresponding working day lunch break range and festivals or holidays lunch break range are not set.Judge i-th of operation application program
Time is working day or festivals or holidays, can be by inquiring corresponding calendar watch, detailed description is omitted here.
A23, if so, extracting, i+1 operates the time corresponding behavioral data of application program and i-th of operation is answered
With the time of program corresponding behavioral data, it is placed in pre-set lunch break behavior database.
In the embodiment of the present invention, in order to avoid user after lunch break to application program without operate caused by time interval
Excessive abnormal conditions, after described be placed in pre-set lunch break behavior database, this method can also be wrapped further
It includes:
In the lunch break behavior database, erasing time interval is corresponding more than pre-set lunch break outlier threshold
Behavioral data.
As yet another alternative embodiment, when Fig. 4 is that third embodiment of the invention extracts the time interval calculated greater than presetting
Between threshold value behavioral data flow diagram.Referring to fig. 4, which includes:
A31, judge i+1 operation application program time with i-th operation application program time difference whether
Greater than night hours threshold value；
A32, if so, judging the time of i-th of operation application program whether within the scope of pre-set night hours；
In this step, it is arranged with lunch break range similar, night hours range can also be by user according to oneself night
It sleeps habit to be configured, for example, carry out the situation slept of night in 00:30 at the latest for user, can be set night sleeps time range and be
23:30~00:30.
A33, if so, extracting, i+1 operates the time corresponding behavioral data of application program and i-th of operation is answered
With the time of program corresponding behavioral data, it is placed in pre-set nocturnal behavior database.
In the embodiment of the present invention, after described be placed in pre-set nocturnal behavior database, this method can be with
Further comprise:
In the nocturnal behavior database, erasing time interval is corresponding more than pre-set night hours outlier threshold
Behavioral data.
Step 103, from the behavioral data of extraction, the maximum difference of time interval and the variance of time interval are calculated；
In this step, the maximum difference of time interval is in each time interval being calculated, maximum time interval with most
The difference of small time interval.It can use the maximum difference that following formula calculates time interval:
Max(Ti-Tj)
In formula,
Ti,TjFor time interval, ii, j is natural number.
In the embodiment of the present invention, the variance of time interval is calculated using following formula:
In formula,
For time interval mean value；
σ is the variance of time interval；
N is time interval number.
In the embodiment of the present invention, in order to guarantee the sample size of the behavioral data extracted, preferably, calculated in the extraction
Time interval is greater than after the behavioral data of preset time threshold, from the behavioral data of extraction, calculates the maximum of time interval
Before the variance of difference and time interval, it can further include:
Whether the period for judging that the behavioral data extracted includes is more than preset period threshold value, if so, executing institute
State from the behavioral data of extraction, calculate time interval maximum difference and time interval variance the step of, if it is not,
Predetermined amount of time is extended, returns and executes the behavioral data for obtaining user in predetermined amount of time and using application program.
In this step, period threshold value can be set to 5 days or other.In this way, the behavioral data extracted can be made
It is more, to ensure the reliability of the behavioral data extracted.
Step 104, if the maximum difference of time interval is less than preset difference threshold, and the variance of time interval is less than
Preset variance threshold values mark the time for operating application program in the behavioral data of extraction earliest；
In this step, as an alternative embodiment, difference threshold be can be set to 2 hours, and it is small that variance threshold values are set as 2
When.Certainly, in practical application, difference threshold can not also be identical with variance threshold values and be set as other values.
In this step, it is believed that the maximum difference of time interval is less than user of the variance less than 2h of 2h and time interval, sleeps
It sleeps and stablizes, record its earliest sleeping time, that is, operate the time of application program in the behavioral data extracted earliest.
Step 105, the predetermined time before the time of the earliest operation application program of label, power saving is pushed to user
Notification information.
In this step, power saving notification information is pushed for user before user's sleep, allows it using electricity-saving function, for example, moving back
The application program being currently up out extends stand-by time for it.
As an alternative embodiment, preferably, can also include suggesting that closes answers in the power saving notification information of push
With program information, for example, the inessential application information of the application information of front stage operation and running background.
In this law embodiment, further, for working day and festivals or holidays, in the power saving notification information of push, including
Suggestion close application information it is also different.
From the foregoing, it can be seen that the electricity saving method of the embodiment of the present invention, is used by obtaining user in predetermined amount of time using journey
The behavioral data of sequence；The time interval in the adjacent behavioral data for using application program twice obtained is calculated, calculating is extracted
Time interval is greater than the behavioral data of preset time threshold；From the behavioral data of extraction, the maximum difference of time interval is calculated
And the variance of time interval；If the maximum difference of time interval is less than preset difference threshold, and the variance of time interval
Less than preset variance threshold values, the time for operating application program in the behavioral data of extraction earliest is marked；Described in the label most
Predetermined time before the time of early operation application program, power saving notification information is pushed to user.In this way, according to user's history behavior
Data are analyzed, and the stabilization period that user does not use application program are obtained, thus the pre- timing before the stable period
Between, it reminds user to use electricity-saving function, actively cuts off the unwanted application program being currently running, lasting consumption electronics is avoided to set
Standby battery capacity, is effectively reduced the power consumption of electronic equipment, to promote the stand-by time of electronic equipment, promotes electronic equipment and saves
Electrically optimized efficiency.
Fig. 5 is electricity saver of embodiment of the present invention structural schematic diagram.Referring to Fig. 5, which includes: that behavioral data obtains mould
Block 201, time interval processing module 202, computing module 203, mark module 204 and pushing module 205, wherein
Behavioral data obtains module 201, and the behavioral data of application program is used for obtaining user in predetermined amount of time；
In the embodiment of the present invention, include but is not limited to using the behavioral data of application program: operate application program time,
One of application name of operation and action type or any combination thereof.
Time interval processing module 202, for calculating in the adjacent behavioral data for using application program twice obtained
Time interval, the time interval for extracting calculating are greater than the behavioral data of preset time threshold；
In the embodiment of the present invention, as an alternative embodiment, Fig. 6 is first embodiment of the invention time interval processing module
Structural schematic diagram.Referring to Fig. 6, time interval processing module 202 includes: Traversal Unit 61, extraction unit 62, time interval calculating
Unit 63 and judge processing unit 64, wherein
Traversal Unit 61 extracts i-th recorded in the behavioral data of the acquisition for traversing the behavioral data obtained
Operate the time of application program, wherein i is natural number；
Extraction unit 62, the i+1 operation application program recorded in the behavioral data for extracting the acquisition when
Between；
Time interval computing unit 63, the time for calculating i+1 operation application program apply journey with i-th of operation
The difference of the time of sequence obtains adjacent twice using the time interval in the behavioral data of application program；
Processing unit 64 is judged, for judging that the time of i+1 operation application program operates application program with i-th
Whether the difference of time is greater than preset time threshold, if so, extracting the time corresponding behavior of i+1 operation application program
The time corresponding behavioral data of data and i-th of operation application program.
In the embodiment of the present invention, time threshold includes but is not limited to: lunch break threshold value and night hours threshold value,
In, lunch break threshold value includes: working day lunch break threshold value and festivals or holidays lunch break threshold value；Night hours threshold value packet
It includes: working day night hours threshold value and festivals or holidays night hours threshold value.It is not limited in the embodiment of the present invention.
As another alternative embodiment, Fig. 7 is second embodiment of the invention time interval schematic diagram of processing module structure.Ginseng
See Fig. 7, time interval processing module 202 includes: Traversal Unit 71, extraction unit 72, time interval computing unit 73, lunch break
One judges that processing unit 74 and lunch break second judge processing unit 75, wherein
Traversal Unit 71 extracts i-th recorded in the behavioral data of the acquisition for traversing the behavioral data obtained
Operate the time of application program, wherein i is natural number；
Extraction unit 72, the i+1 operation application program recorded in the behavioral data for extracting the acquisition when
Between；
Time interval computing unit 73, the time for calculating i+1 operation application program apply journey with i-th of operation
The difference of the time of sequence obtains adjacent twice using the time interval in the behavioral data of application program；
Lunch break first judges processing unit 74, for judging that the time of i+1 operation application program answers with i-th of operation
Whether it is greater than lunch break threshold value with the difference of the time of program, if so, notice lunch break second judges processing unit；
In the embodiment of the present invention, if the time and the time of i-th of operation application program of i+1 operation application program
Difference be not more than lunch break threshold value, then do not deal with.
Lunch break second judges processing unit 75, for receive notice, judge i-th operate application program time whether
Within the scope of pre-set lunch break, if so, extract i+1 operate application program time corresponding behavioral data with
And the time corresponding behavioral data of i-th of operation application program, it is placed in pre-set lunch break behavior database.
In the embodiment of the present invention, if the time of i-th of operation application program is not in pre-set lunch break range
It is interior, then it does not deal with.
As an alternative embodiment, time interval processing module 202 be can further include:
Lunch break behavioral data exception processing unit 76, in the lunch break behavior database, erasing time interval to be super
Cross the corresponding behavioral data of pre-set lunch break outlier threshold.
In the embodiment of the present invention, as yet another alternative embodiment, Fig. 8 is that third embodiment of the invention time interval handles mould
Block structure schematic diagram.Referring to Fig. 8, time interval processing module 202 includes: Traversal Unit 81, extraction unit 82, time interval meter
Calculate unit 83, night first judges that processing unit 84 and night second judge processing unit 85, wherein
Traversal Unit 81 extracts i-th recorded in the behavioral data of the acquisition for traversing the behavioral data obtained
Operate the time of application program, wherein i is natural number；
Extraction unit 82, the i+1 operation application program recorded in the behavioral data for extracting the acquisition when
Between；
Time interval computing unit 83, the time for calculating i+1 operation application program apply journey with i-th of operation
The difference of the time of sequence obtains adjacent twice using the time interval in the behavioral data of application program；
Night first judges processing unit 84, for judging that the time of i+1 operation application program answers with i-th of operation
Whether it is greater than night hours threshold value with the difference of the time of program, if so, notice night second judges processing unit；
Night second judges processing unit 85, for receive notice, judge i-th operate application program time whether
Within the scope of pre-set night hours, if so, extract i+1 operate application program time corresponding behavioral data with
And the time corresponding behavioral data of i-th of operation application program, it is placed in pre-set nocturnal behavior database.
As an alternative embodiment, time interval processing module 202 be can further include:
Nocturnal behavior data exception processing unit 86, in the nocturnal behavior database, erasing time interval to be super
Cross the corresponding behavioral data of pre-set night hours outlier threshold.
Computing module 203, for from the behavioral data of extraction, calculating the maximum difference and time interval of time interval
Variance；
In the embodiment of the present invention, the maximum difference of the time interval is calculated using following formula:
Max(Ti-Tj)
In formula,
Ti,TjFor time interval, ii, j is natural number；
The variance of the time interval is calculated using following formula:
In formula,
For time interval mean value；
σ is the variance of time interval；
N is time interval number.
Mark module 204, if the maximum difference of time interval is less than preset difference threshold, and the variance of time interval
Less than preset variance threshold values, the time for operating application program in the behavioral data of extraction earliest is marked；
Pushing module 205, for the predetermined time before the time of the earliest operation application program of label, to user
Push power saving notification information.
In the embodiment of the present invention, the application information of suggestion closing may further include in power saving notification information.
As an alternative embodiment, which be can further include:
Period expansion module 206, the time for including for judging the behavioral data that time interval processing module 202 is extracted
Whether section is more than preset period threshold value, if so, notice computing module 203, if it is not, extension predetermined amount of time, leads to
Knowing and doing is data acquisition module 201.
As another alternative embodiment, which be can further include:
Behavioral data logging modle 207 uses the behavioral data of application program for recording and storing user.
In the embodiment of the present invention, record user can be using table, notepad or can using the behavioral data of application program
The modes such as extending mark language (XML, Extensible Markup Language).
The embodiment of the invention also provides a kind of terminals, illustrate referring to the terminal structure that Fig. 9, Fig. 9 are the embodiment of the present invention
Scheme, may include:
One or more processor 91；
Memory 92；
One or more module 93, one or more of modules 93 are stored in the memory 92, when by institute
It states when one or more processor 91 executes and proceeds as follows:
Obtain the behavioral data that user in predetermined amount of time uses application program；
The time interval in the adjacent behavioral data for using application program twice obtained is calculated, between the time for extracting calculating
Every the behavioral data for being greater than preset time threshold；
From the behavioral data of extraction, the maximum difference of time interval and the variance of time interval are calculated；
If the maximum difference of time interval is less than preset difference threshold, and the variance of time interval is less than preset side
Poor threshold value marks the time for operating application program in the behavioral data of extraction earliest；
Predetermined time before the time of the earliest operation application program of label, power saving notice letter is pushed to user
Breath.
The embodiment of the invention also provides a kind of storage mediums, and for storing application program, the application program is for holding
A kind of electricity saving method provided by the row embodiment of the present invention.
The embodiment of the invention also provides a kind of application programs, for executing a kind of power saving provided by the embodiment of the present invention
Method.
Expression or logic and/or step described otherwise above herein in flow charts, for example, being considered use
In the order list for the executable instruction for realizing logic function, may be embodied in any computer-readable medium, for
Instruction execution system, device or terminal (such as computer based system, including the system of processor or other can be held from instruction
Row system, device or terminal instruction fetch and the system executed instruction) it uses, or combine these instruction execution systems, device or end
It holds and uses.For the purpose of this specification, " computer-readable medium ", which can be, any may include, stores, communicates, propagates or pass
Defeated program is for instruction execution system, device or terminal or the dress used in conjunction with these instruction execution systems, device or terminal
It sets.The more specific example (non-exhaustive list) of computer-readable medium include the following: there is the electricity of one or more wirings
Interconnecting piece (electronic device), portable computer diskette box (magnetic device), random access memory (RAM), read-only memory
(ROM), erasable edit read-only storage (EPROM or flash memory), fiber device and portable optic disk is read-only deposits
Reservoir (CDROM).In addition, computer-readable medium can even is that the paper that can print described program on it or other are suitable
Medium, because can then be edited, be interpreted or when necessary with it for example by carrying out optical scanner to paper or other media
His suitable method is handled electronically to obtain described program, is then stored in computer storage.
It should be appreciated that each section of the invention can be realized with hardware, software, firmware or their combination.Above-mentioned
In embodiment, software that multiple steps or method can be executed in memory and by suitable instruction execution system with storage
Or firmware is realized.It, and in another embodiment, can be under well known in the art for example, if realized with hardware
Any one of column technology or their combination are realized: having a logic gates for realizing logic function to data-signal
Discrete logic, with suitable combinational logic gate circuit specific integrated circuit, programmable gate array (PGA), scene
Programmable gate array (FPGA) etc..
Those skilled in the art are understood that realize all or part of step that above-described embodiment method carries
It suddenly is that relevant hardware can be instructed to complete by program, the program can store in a kind of computer-readable storage medium
In matter, which when being executed, includes the steps that one or a combination set of embodiment of the method.
For convenience of description, description apparatus above is to be divided into various units/modules with function to describe respectively.Certainly, exist
Implement to realize each unit/module function in the same or multiple software and or hardware when the present invention.
As seen through the above description of the embodiments, those skilled in the art can be understood that the present invention can
It realizes by means of software and necessary general hardware platform.Based on this understanding, technical solution of the present invention essence
On in other words the part that contributes to existing technology can be embodied in the form of software products, the computer software product
It can store in storage medium, such as ROM/RAM, magnetic disk, CD, including some instructions are used so that a computer equipment
(can be personal computer, server or the network equipment etc.) executes the certain of each embodiment or embodiment of the invention
Method described in part.
The above description is merely a specific embodiment, but scope of protection of the present invention is not limited thereto, any
In the technical scope disclosed by the present invention, any changes or substitutions that can be easily thought of by those familiar with the art, all answers
It is included within the scope of the present invention.Therefore, protection scope of the present invention should be subject to the protection scope in claims.
Claims (21)
1. a kind of electricity saving method, which is characterized in that this method comprises:
Obtain the behavioral data that user in predetermined amount of time uses application program, the behavioral data packet using application program
It includes: operating the time of application program；
The time interval in the adjacent behavioral data for using application program twice obtained is calculated, the time interval for extracting calculating is big
In the behavioral data of preset time threshold；
From the behavioral data of extraction, the maximum difference of time interval and the variance of time interval are calculated；
If the maximum difference of time interval is less than preset difference threshold, and the variance of time interval is less than preset variance threshold
Value, marks the time for operating application program in the behavioral data of extraction earliest；
Predetermined time before the time of the earliest operation application program of label, power saving notification information is pushed to user.
2. the method according to claim 1, wherein described calculate the adjacent twice using application program of acquisition
Time interval in behavioral data includes:
The behavioral data obtained is traversed, the time of i-th of the operation application program recorded in the behavioral data of the acquisition is extracted,
Wherein, i is natural number；
Extract the time of the i+1 operation application program recorded in the behavioral data of the acquisition；
Calculate i+1 operation application program time with i-th operate application program time difference, obtain it is adjacent twice
Use the time interval in the behavioral data of application program.
3. according to the method described in claim 2, it is characterized in that, the time interval calculated of extracting is greater than preset time threshold
The behavioral data of value includes:
It is default to judge whether the difference for the time that the time of i+1 operation application program operates application program with i-th is greater than
Time threshold, if so, extracting time corresponding behavioral data and i-th of operation application of i+1 operation application program
The time of program corresponding behavioral data.
4. described to mention according to the method described in claim 2, it is characterized in that, the time threshold includes lunch break threshold value
Take calculating time interval be greater than preset time threshold behavioral data include:
Judge whether the difference of the time and the time of i-th of operation application program of i+1 operation application program are greater than lunch break
Time threshold；
If so, judging the time of i-th of operation application program whether within the scope of pre-set lunch break；
If so, extracting the time corresponding behavioral data of i+1 operation application program and operating application program i-th
Time corresponding behavioral data is placed in pre-set lunch break behavior database.
5. according to the method described in claim 4, it is characterized in that, being placed in pre-set lunch break behavior database described
Later, the method further includes:
In the lunch break behavior database, erasing time interval is more than the corresponding row of pre-set lunch break outlier threshold
For data.
6. described to mention according to the method described in claim 2, it is characterized in that, the time threshold includes night hours threshold value
Take calculating time interval be greater than preset time threshold behavioral data include:
Judge whether the difference of the time and the time of i-th of operation application program of i+1 operation application program are greater than night
Time threshold；
If so, judging the time of i-th of operation application program whether within the scope of pre-set night hours；
If so, extracting the time corresponding behavioral data of i+1 operation application program and operating application program i-th
Time corresponding behavioral data is placed in pre-set nocturnal behavior database.
7. the method according to claim 1, wherein being greater than preset time in the time interval calculated of extracting
After the behavioral data of threshold value, from the behavioral data of extraction, the maximum difference of time interval and the side of time interval are calculated
Before difference, the method further includes:
Judge whether the behavioral data period that includes extracted is more than preset period threshold value, if so, execute it is described from
In the behavioral data of extraction, calculate time interval maximum difference and time interval variance the step of, if it is not, extension
Predetermined amount of time returns and executes the behavioral data for obtaining user in predetermined amount of time and using application program.
8. method according to any one of claims 1 to 7, which is characterized in that calculate the time interval using following formula
Maximum difference:
Max(Ti-Tj)
In formula,
Ti, TjFor time interval, ii, j is natural number；
The variance of the time interval is calculated using following formula:
In formula,
For time interval mean value；
σ is the variance of time interval；
N is time interval number.
9. method according to any one of claims 1 to 7, which is characterized in that the user in the acquisition predetermined amount of time
Before the behavioral data of application program, the method further includes:
Electronic equipment records and stores the behavioral data that user uses application program.
10. method according to any one of claims 1 to 7, which is characterized in that further wrapped in the power saving notification information
Include the application information of suggestion closing.
11. a kind of electricity saver, which is characterized in that the device include: behavioral data obtain module, time interval processing module,
Computing module, mark module and pushing module, wherein
Behavioral data obtains module, and the behavioral data of application program, the use are used for obtaining user in predetermined amount of time
The behavioral data of application program includes: the time for operating application program；
Time interval processing module, for calculating the adjacent twice using between the time in the behavioral data of application program of acquisition
Every the time interval for extracting calculating is greater than the behavioral data of preset time threshold；
Computing module, for from the behavioral data of extraction, calculating the maximum difference of time interval and the variance of time interval；
Mark module, if the maximum difference of time interval is less than preset difference threshold, and the variance of time interval is less than in advance
If variance threshold values, mark the time for operating application program in the behavioral data of extraction earliest；
Pushing module was pushed to user and is saved for the predetermined time before the time of the earliest operation application program of label
Electric notification information.
12. device according to claim 11, which is characterized in that the time interval processing module include: Traversal Unit,
Extraction unit and time interval computing unit, wherein
Traversal Unit extracts i-th of the operation recorded in the behavioral data of the acquisition and answers for traversing the behavioral data obtained
With the time of program, wherein i is natural number；
Extraction unit, the time of the i+1 operation application program recorded in the behavioral data for extracting the acquisition；
Time interval computing unit, for calculate i+1 operation application program time with i-th operation application program when
Between difference, obtain it is adjacent twice using application program behavioral data in time interval.
13. device according to claim 12, which is characterized in that the time interval processing module further comprises:
Processing unit is judged, for judging the time and the time of i-th of operation application program of i+1 operation application program
Whether difference is greater than preset time threshold, if so, extract i+1 operate application program time corresponding behavioral data with
And the time corresponding behavioral data of i-th of operation application program.
14. device according to claim 11, which is characterized in that the time interval processing module include: Traversal Unit,
Extraction unit, time interval computing unit, lunch break first judge that processing unit and lunch break second judge processing unit, wherein
Traversal Unit extracts i-th of the operation recorded in the behavioral data of the acquisition and answers for traversing the behavioral data obtained
With the time of program, wherein i is natural number；
Extraction unit, the time of the i+1 operation application program recorded in the behavioral data for extracting the acquisition；
Time interval computing unit, for calculate i+1 operation application program time with i-th operation application program when
Between difference, obtain it is adjacent twice using application program behavioral data in time interval；
Lunch break first judges processing unit, for judge i+1 operation application program time and i-th of operation application program
The difference of time whether be greater than lunch break threshold value, if so, notice lunch break second judges processing unit；
Lunch break second judges processing unit, for receiving notice, judges whether the time of i-th of operation application program sets in advance
Within the scope of the lunch break set, if so, extracting the time corresponding behavioral data and i-th of i+1 operation application program
The time corresponding behavioral data of a operation application program, is placed in pre-set lunch break behavior database.
15. device according to claim 14, which is characterized in that the time interval processing module further comprises:
Lunch break behavioral data exception processing unit, in the lunch break behavior database, erasing time interval to be more than preparatory
The corresponding behavioral data of lunch break outlier threshold of setting.
16. device according to claim 11, which is characterized in that the time interval processing module include: Traversal Unit,
Extraction unit, time interval computing unit, night first judge that processing unit and night second judge processing unit, wherein
Traversal Unit extracts i-th of the operation recorded in the behavioral data of the acquisition and answers for traversing the behavioral data obtained
With the time of program, wherein i is natural number；
Extraction unit, the time of the i+1 operation application program recorded in the behavioral data for extracting the acquisition；
Time interval computing unit, for calculate i+1 operation application program time with i-th operation application program when
Between difference, obtain it is adjacent twice using application program behavioral data in time interval；
Night first judges processing unit, for judge i+1 operation application program time and i-th of operation application program
The difference of time whether be greater than night hours threshold value, if so, notice night second judges processing unit；
Night second judges processing unit, for receiving notice, judges whether the time of i-th of operation application program sets in advance
Within the scope of the night hours set, if so, extracting the time corresponding behavioral data and i-th of i+1 operation application program
The time corresponding behavioral data of a operation application program, is placed in pre-set nocturnal behavior database.
17. 1 to 16 described in any item devices according to claim 1, which is characterized in that described device further comprises:
Period expansion module, for judge time interval processing module extract behavioral data include period whether be more than
Preset period threshold value, if so, notice computing module, if it is not, extension predetermined amount of time, notifies behavior data acquisition
Module.
18. 1 to 16 described in any item devices according to claim 1, which is characterized in that calculate the time interval using following formula
Maximum difference:
Max(Ti-Tj)
In formula,
Ti, TjFor time interval, ii, j is natural number；
The variance of the time interval is calculated using following formula:
In formula,
For time interval mean value；σ is the variance of time interval；
N is time interval number.
19. 1 to 16 described in any item devices according to claim 1, which is characterized in that described device further comprises:
Behavioral data logging modle uses the behavioral data of application program for recording and storing user.
20. 1 to 16 described in any item devices according to claim 1, which is characterized in that in the power saving notification information further
Including the application information for suggesting closing.
21. a kind of terminal, comprising:
One or more processor；
Memory；
One or more module, the storage of one or more of modules in the memory, when by one or
Multiple processors proceed as follows when executing:
Obtain the behavioral data that user in predetermined amount of time uses application program, the behavioral data packet using application program
It includes: operating the time of application program；
The time interval in the adjacent behavioral data for using application program twice obtained is calculated, the time interval for extracting calculating is big
In the behavioral data of preset time threshold；
From the behavioral data of extraction, the maximum difference of time interval and the variance of time interval are calculated；
If the maximum difference of time interval is less than preset difference threshold, and the variance of time interval is less than preset variance threshold
Value, marks the time for operating application program in the behavioral data of extraction earliest；
Predetermined time before the time of the earliest operation application program of label, power saving notification information is pushed to user.
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| CN107729087B (en) * | 2017-10-31 | 2019-08-06 | Oppo广东移动通信有限公司 | Background application method for cleaning, device, storage medium and electronic equipment |
| CN107809542B (en) * | 2017-11-14 | 2020-06-12 | Oppo广东移动通信有限公司 | Application program control method and device, storage medium and electronic equipment |
| CN107908273B (en) * | 2017-11-14 | 2020-07-07 | Oppo广东移动通信有限公司 | Application management method and device, storage medium and electronic equipment |
| CN108415551A (en) * | 2018-03-25 | 2018-08-17 | 东莞市华睿电子科技有限公司 | A kind of detection process method of application program power consumption exception |
| CN109461231B (en) * | 2018-10-15 | 2021-07-23 | 珠海格力电器股份有限公司 | Door lock control method and device, control equipment and readable storage medium |
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