CN107910054A - Sleep state determines method and device, storage medium and electronic equipment - Google Patents
Sleep state determines method and device, storage medium and electronic equipment Download PDFInfo
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- CN107910054A CN107910054A CN201711103889.6A CN201711103889A CN107910054A CN 107910054 A CN107910054 A CN 107910054A CN 201711103889 A CN201711103889 A CN 201711103889A CN 107910054 A CN107910054 A CN 107910054A
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/48—Other medical applications
- A61B5/4806—Sleep evaluation
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/48—Other medical applications
- A61B5/4806—Sleep evaluation
- A61B5/4815—Sleep quality
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/74—Details of notification to user or communication with user or patient ; user input means
- A61B5/746—Alarms related to a physiological condition, e.g. details of setting alarm thresholds or avoiding false alarms
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Abstract
The invention discloses a kind of sleep state to determine method and device, storage medium and electronic equipment, is related to technical field of data processing.The sleep state determines that method includes：Each sleep achievement data of user in preset range is obtained by sleep monitor equipment；Each sleep achievement data is standardized to obtain each standardization sleep achievement data；Calculate the degree of correlation between each standardization sleep achievement data；And the degree of correlation between achievement data of being slept according to each standardization determines the sleep state of user.The present invention can objectively determine the relation between sleep index, and can be instructed according to the relation into the sleep on line and under line.
Description
Technical field
The present invention relates to technical field of data processing, and method, sleep state are determined in particular to a kind of sleep state
Determining device, storage medium and electronic equipment.
Background technology
As people are higher and higher to the attention degree of sleep quality, emerged in large numbers on the market it is many be used for sleep state into
The equipment of row monitoring.By taking Intelligent bracelet as an example, user can view itself by Intelligent bracelet with the relevant data of sleeping.
For example, the total sleep time of last night, number of waking up, deep sleep time etc..
However, not yet worn in the presence of according to the dormant data offer being collected into for individual bracelet wearer or colony's bracelet
The scheme that the sleep of person is suggested.At present, the research for sleep carries out still in the form of questionnaire, and this mode may deposit
Cause to study the problem of producing deviation in the subjectivity that user answers.
In consideration of it, a kind of sleep state is needed to determine method, sleep state determining device, storage medium and electronic equipment.
It should be noted that information is only used for strengthening the reason of the background to the present invention disclosed in above-mentioned background section
Solution, therefore can include not forming the information to the prior art known to persons of ordinary skill in the art.
The content of the invention
It is an object of the invention to provide a kind of sleep state determine method, sleep state determining device, storage medium and
Electronic equipment, and then one or more is overcome caused by the limitation of correlation technique and defect at least to a certain extent
Problem.
According to an aspect of the present invention, there is provided a kind of sleep state determines method, including：
Each sleep achievement data of user in preset range is obtained by sleep monitor equipment；
Each sleep achievement data is standardized to obtain each standardization sleep achievement data；
Calculate the degree of correlation between each standardization sleep achievement data；And
The sleep state of user is determined according to the degree of correlation between each standardization sleep achievement data.
Alternatively, before being standardized to each sleep achievement data, sleep state determines that method further includes：
Each sleep achievement data is cleaned.
Alternatively, sleep state determines that method further includes：
Sleep suggestion is provided a user according to sleep state and/or sleep early warning is sent by sleep monitor equipment.
Alternatively, sleep state determines that method further includes：
Judge whether the sleep achievement data of targeted customer meets a default sleep request；Wherein, sleep request base is preset
Determined in the sleep state of user；
When the sleep achievement data for judging targeted customer does not meet default sleep request, sleep is provided to targeted customer
It is recommended that and/or sleep early warning is sent by the sleep monitor equipment of targeted customer.
Alternatively, when the sleep achievement data for judging targeted customer does not meet default sleep request, sleep state is true
The method of determining further includes：
The sleep achievement data of targeted customer is sent and instructs personnel to sleep and instructs personnel to targeted customer to sleep
Sleep under into line health guidance.
Alternatively, the degree of correlation calculated between each standardization sleep achievement data includes：
Calculate it is each standardization sleep achievement data between linearly dependent coefficient as it is each standardization sleep achievement data it
Between the degree of correlation.
Alternatively, sleep achievement data include the deep sleep time, sound sleep accounting, time for falling asleep, the either shallow length of one's sleep, rise
Two or more in bed time, number of waking up, total sleep time and age of user.
According to an aspect of the present invention, there is provided a kind of sleep state determining device, including：
Data acquisition module, for obtaining each sleep achievement data of user in preset range by sleep monitor equipment；
Data normalization module, is referred to for being standardized to each sleep achievement data with obtaining each standardization sleep
Mark data；
Relatedness computation module, for calculating the degree of correlation between each standardization sleep achievement data；And
Sleep state determining module, sleeping for user is determined for the degree of correlation between achievement data of sleeping according to each standardization
Dormancy situation.
Alternatively, sleep state determining device further includes：
Data cleansing module, for it is each sleep achievement data be standardized before, to each sleep achievement data
Cleaned.
Alternatively, sleep state determining device further includes：
It is recommended that providing module, suggest and/or by sleep monitor equipment for providing a user sleep according to sleep state
Send sleep early warning.
Alternatively, sleep state determining device further includes：
Whether achievement data judgment module, the sleep achievement data for judging targeted customer meet that a default sleep will
Ask；Wherein, sleep request is preset to determine based on the sleep state of user；
Targeted customer suggests providing module, for not meeting default sleep in the sleep achievement data for judging targeted customer
It is required that when, provide sleep suggestion to targeted customer and/or sleep early warning is sent by the sleep monitor equipment of targeted customer.
Alternatively, sleep state determining device further includes：
Module is instructed under line, during for not meeting default sleep request in the sleep achievement data for judging targeted customer,
The sleep achievement data of targeted customer is sent to sleep and instructs personnel and instructs personnel to targeted customer under line to sleep
Sleep health guidance.
Alternatively, relatedness computation module includes：
Correlation calculating unit, for calculating the linearly dependent coefficient between each standardization sleep achievement data as each mark
The degree of correlation between standardization sleep achievement data.
Alternatively, sleep achievement data include the deep sleep time, sound sleep accounting, time for falling asleep, the either shallow length of one's sleep, rise
Two or more in bed time, number of waking up, total sleep time and age of user.
According to an aspect of the present invention, there is provided a kind of storage medium, is stored thereon with computer program, computer program
Realize that the sleep state of above-mentioned any one determines method when being executed by processor.
According to an aspect of the present invention, there is provided a kind of electronic equipment, including：
Processor；And
Memory, for storing the executable instruction of processor；
Wherein, processor is configured to perform the sleep state side of determining of above-mentioned any one via executable instruction is performed
Method.
In the technical solution that some embodiments of the present invention are provided, by being carried out to each sleep achievement data of user
After standardization, the degree of correlation between each standardization sleep achievement data is calculated, and according to each standardization sleep achievement data
Between the degree of correlation determine the sleep state of user, on the one hand, by calculating the correlation between each standardization sleep achievement data
Degree, can objectively determine the relation between sleep index, and can refer to according to the relation into the sleep on line and under line
Lead, avoid when studying user's sleep state in a manner of questionnaire, since the subjective answers of user cause research to produce
The problem of deviation；On the other hand, the use that sleep state is poor in preset range can be identified according to the sleep state determined
Family, and and then provide the sleep improvement suggestion of personalization and personal sleep early warning for these users, furthermore it is also possible to these use
Family is into health guidance of sleeping under line.
It should be appreciated that the general description and following detailed description of the above are only exemplary and explanatory, not
The disclosure can be limited.
Brief description of the drawings
Attached drawing herein is merged in specification and forms the part of this specification, shows the implementation for meeting the disclosure
Example, and be used to together with specification to explain the principle of the disclosure.It should be evident that drawings in the following description are only the present invention
Some embodiments, for those of ordinary skill in the art, without creative efforts, can also basis
These attached drawings obtain other attached drawings.In the accompanying drawings：
The sleep state that Fig. 1 is diagrammatically illustrated according to an illustrative embodiment of the invention determines the flow chart of method；
Fig. 2 diagrammatically illustrates the block diagram of the first embodiment of sleep state determining device according to the present invention；
Fig. 3 diagrammatically illustrates the block diagram of the second embodiment of sleep state determining device according to the present invention；
Fig. 4 diagrammatically illustrates the block diagram of the 3rd embodiment of sleep state determining device according to the present invention；
Fig. 5 diagrammatically illustrates the block diagram of the fourth embodiment of sleep state determining device according to the present invention；
Fig. 6 diagrammatically illustrates the block diagram of the 5th embodiment of sleep state determining device according to the present invention；
Fig. 7 diagrammatically illustrates the block diagram of relatedness computation module according to an illustrative embodiment of the invention；
Fig. 8 shows the schematic diagram of storage medium according to an illustrative embodiment of the invention；And
Fig. 9 diagrammatically illustrates the block diagram of electronic equipment according to an illustrative embodiment of the invention.
Embodiment
Example embodiment is described more fully with referring now to attached drawing.However, example embodiment can be with a variety of shapes
Formula is implemented, and is not understood as limited to example set forth herein；On the contrary, these embodiments are provided so that the disclosure will more
Fully and completely, and by the design of example embodiment comprehensively it is communicated to those skilled in the art.Described feature, knot
Structure or characteristic can be incorporated in one or more embodiments in any suitable manner.In the following description, there is provided permitted
More details fully understand embodiments of the present invention so as to provide.It will be appreciated, however, by one skilled in the art that can
Omitted with putting into practice technical scheme one or more in the specific detail, or others side can be used
Method, constituent element, device, step etc..In other cases, be not shown in detail or describe known solution to avoid a presumptuous guest usurps the role of the host and
So that each side of the disclosure thickens.
In addition, attached drawing is only the schematic illustrations of the disclosure, it is not necessarily drawn to scale.Identical attached drawing mark in figure
Note represents same or similar part, thus will omit repetition thereof.Some block diagrams shown in attached drawing are work(
Can entity, not necessarily must be corresponding with physically or logically independent entity.These work(can be realized using software form
Energy entity, or these functional entitys are realized in one or more hardware modules or integrated circuit, or at heterogeneous networks and/or place
These functional entitys are realized in reason device device and/or microcontroller device.
Flow chart shown in attached drawing is merely illustrative, it is not necessary to including all steps.For example, the step of having
The step of can also decomposing, and having, can merge or part merges, therefore the order actually performed is possible to according to actual conditions
Change.
The sleep state that Fig. 1 diagrammatically illustrates the illustrative embodiments of the present invention determines the flow chart of method.With reference to
Fig. 1, the sleep state determine that method may comprise steps of：
S10. each sleep achievement data of user in preset range is obtained by sleep monitor equipment.
In an exemplary embodiment of the present invention embodiment, sleep monitor equipment can be the Intelligent bracelet worn for user.Though
So method, which illustrates, will be determined to the sleep state of the present invention by taking Intelligent bracelet as an example below, but not limited to this, sleep monitor
Equipment can also include Sleeping band, intelligent pillow, sleep monitor etc., these equipment can be respectively equipped with corresponding answer
With program (APP), which can be running on intelligent terminal (for example, mobile phone, tablet computer), in order to which user can
To know data that sleep monitor equipment monitored by means of application program.In addition, sleep monitor equipment can also be for example
The intelligent terminals such as mobile phone, intelligent watch, are provided with the application program of monitoring sleep thereon, to sleep in this illustrative embodiment
The type of monitoring device does not do particular determination.
According to some embodiments of the present invention, the present invention can analyze the sleep state of user in a preset range
Processing.Wherein, which can be a community, specifically, the present invention can be to the sleep of the elderly in an endowment community
Situation is analyzed and processed.Although below will using community of supporting parents, as preset range, the present invention will be described, however, should manage
Solution is, on the one hand, the user in the preset range can also be the worker of an enterprise, the student etc. of a universities and colleges, so as to enterprise
The sleep state of industry worker or college students is analyzed；On the other hand, which can also be that scope is greater or lesser
Geographic area, for example, user can be certain small towns resident or school in certain class of student etc..In addition, preset range may be used also
To be to be directed to a certain specific crowd, for example, can be using all nurses in a hospital as user in preset range, etc..
According to some embodiments of the present invention, it is of the present invention sleep achievement data can include the deep sleep time,
Sound sleep accounting, time for falling asleep, the either shallow length of one's sleep, the time of getting up, number of waking up, total sleep time and age of user.In addition, sleep
Dormancy achievement data can also include the relevant data of other and sleep, for example, sleep through when, sleep cycle etc., this exemplary reality
Apply and do not do particular determination in mode to this.Further, since following processes of the present invention need two-by-two to carry out these achievement datas
Compare, therefore, sleep achievement data of the invention can include two or more in above-mentioned data.
First, sleep monitor equipment can monitor the sleep state of user automatically when user sleeps and be recorded as each
Sleep achievement data；Next, server can obtain each sleep achievement data that sleep monitor monitoring of equipment arrives.Specifically,
On the one hand, server actively can send a request for obtaining achievement data to sleep monitor equipment, and sleep monitor equipment can be with
The request is responded to send each sleep achievement data monitored to server；On the other hand, sleep monitor equipment can be actively
The data monitored are sent to server in real time, furthermore it is also possible to data are uploaded onto the server in a manner of periodically sending,
For example, 12 noon sends the sleep achievement data of the previous day user to server daily.
Monitored by Intelligent bracelet in endowment community exemplified by the sleep state of the elderly, first, Intelligent bracelet can monitor pendant
Each sleep achievement data of the elderly of the Intelligent bracelet is worn, for example, record can be moved by means of the body integrated in Intelligent bracelet
Instrument simultaneously determines each sleep achievement data according to the movement range of wrist and frequency；Next, Intelligent bracelet can be logical by it
Letter module uploads onto the server each sleep achievement data determined.Every old age wears Intelligent bracelet per capita in community of supporting parents
And on the premise of opening monitoring sleep function, server can obtain the sleep achievement data of all the elderlys in endowment community.
S12. each sleep achievement data is standardized to obtain each standardization sleep achievement data.
Server is being obtained in preset range after each sleep achievement data of user, can be clear to the progress of these data
Wash.Specifically, developer can be with self-defining data cleansing rule, server can perform the data cleansing rule of definition,
To remove abnormal or mistake data in achievement data of sleeping.For example, the data defined by developer that server obtains are clear
Washing rule can be：Delete total sleep time be less than 4 it is small when and time for falling asleep earlier than 8 points of data at night.If server obtains
The a data taken is when total sleep time is 3 small and time for falling asleep is 6 points at night, then server can be according to above-mentioned rule
The data is deleted, in addition, it is to be understood that delete the data also include delete the data in or with the data
The data such as corresponding deep sleep time, sound sleep accounting, the either shallow length of one's sleep, the time of getting up, number of waking up.
It is in the purpose that the sleep achievement data to acquisition carries out cleaning treatment, on the one hand, can be obvious to avoid some
Influence of abnormal or mistake the data to final analysis result, improves the accuracy of user's sleep state analysis；On the other hand,
Because in advance rejecting abnormal or mistake data, therefore, reduce the burden of server process data, computational efficiency obtains
Lifting.
Next, for the ease of calculating, server can be standardized each sleep achievement data.Specifically,
Time for falling asleep in each sleep achievement data can be standardized, for example, time for falling asleep may be 9:30, by mark
, can be by 9 after quasi-ization processing:30 are converted into 9.5, that is to say, that 9.5 be the time for falling asleep after standardizing.It is furthermore it is possible to right
Other are similarly processed with the achievement data recorded constantly.
S14. the degree of correlation between each standardization sleep achievement data is calculated.
According to some embodiments of the present invention, the linearly dependent coefficient between each standardization sleep achievement data can be made
For the degree of correlation between each standardization sleep achievement data.If a sleep achievement data is expressed as x, another sleep index number
According to y is expressed as, then the two sleep achievement datas linearly dependent coefficient rxyIt can be expressed as formula (1)：
As can be seen that rxy∈[-1,1].Wherein, n represents the total quantity of user in preset range, xiRepresent i-th of user
This sleep achievement data, yiRepresent another sleep achievement data of i-th of user,Represent this of each user
The average value of sleep achievement data,Represent the average value of another sleep achievement data of each user.In addition,WithIt can divide
Formula (2) and formula (3) are not expressed as：
According to the result of calculation of formula (1), if rxyMore than 0, then the achievement data x that shows to sleep is with sleeping achievement data y just
Correlation is that is, related in the same direction；If rxyLess than 0, then show sleep achievement data x and achievement data y negative correlation of sleeping, i.e., incorgruous phase
Close.In addition, rxyAbsolute value closer to 1, then show to sleep achievement data x and the relation of sleep achievement data y it is closer；rxy
Absolute value closer to 0, then show to sleep achievement data x and the relation for the achievement data y that sleeps it is more not close.
The linearly dependent coefficient between each standardization sleep achievement data can be calculated by the above method, and will be calculated
Linearly dependent coefficient as it is each standardization sleep achievement data between the degree of correlation.It is also possible to using other
Method determine it is each standardization sleep achievement data between the degree of correlation, for example, can utilize simple regression, chart correlation analysis or
The method of covariance determines the degree of correlation between each standardization sleep achievement data, it should be appreciated that in sleep state processing
The design of the present invention is belonged in analytic process with the scheme of the correlation between each sleep achievement data.
In an exemplary embodiment of the present invention embodiment, the linearly related system between achievement data that each standardization is slept is passed through
Number can utilize specific numeral to the relation between achievement data as the degree of correlation between each standardization sleep achievement data
Measured, and linearly dependent coefficient band is directional, can not only determine positive correlation or negative correlation, and being capable of table
The power of the degree of correlation is shown.The mode of this definite correlation is simple and accurate.
Furthermore, it is possible to each sleep achievement data based on the elderly in an endowment community calculate these achievement datas two-by-two it
Between linearly dependent coefficient.Table 1 is exemplary to list each standardization sleep achievement data determined using linearly dependent coefficient
Between the degree of correlation embodiment, wherein, sound sleep accounting is equal to the ratio of deep sleep time and total sleep time.
Table 1
S16. the sleep state of user is determined according to the degree of correlation between each standardization sleep achievement data.
According to some embodiments of the present invention, first, developer can in advance to the degree of correlation r between achievement data into
Row division, if for example, r shows two indices data positive correlation more than 0；If r is less than 0, show two indices data
It is negatively correlated；If the absolute value of r is more than or equal to 0.8, show two indices data height correlation；If the absolute value of r is less than
0.8 and more than or equal to 0.5, then show two indices data moderate correlation；If the absolute value of r is less than 0.5 and is more than or equal to
0.3, then show two indices data lower correlation；If the absolute value of r is less than 0.3, show two indices data correlation journey
Spend it is weak, it is substantially uncorrelated.It should be appreciated that division to degree of correlation r can also have other modes, for example, by the exhausted of r
It is weak that two indices data degree of correlation is expressed as less than 0.2 to value, to how to be carried out to degree of correlation r in this illustrative embodiment
Particular determination is not done in division.
Next, sleep of the degree of correlation to user in preset range between each standardization sleep achievement data can be combined
Situation is analyzed.By taking above-mentioned table 1 as an example, such as it can be seen that：The degree of correlation of total sleep time and time for falling asleep is -0.88,
In high negative correlation, that is to say, that total sleep time is longer, and time for falling asleep is more early, or time for falling asleep is more late, total sleep time
It is shorter；Total sleep time and the degree of correlation of the either shallow length of one's sleep are 0.71, in moderate positive correlation, that is to say, that total sleep time
Longer, the either shallow length of one's sleep is longer；The degree of correlation of total sleep time and deep sleep time are 0.41, in low positive correlation,
That is related to the deep sleep time compared to total sleep time and the degree of correlation of the either shallow length of one's sleep, total sleep time
Degree is weaker；Time for falling asleep and the degree of correlation of either shallow sleep are -0.60, negatively correlated in moderate, in addition, time for falling asleep is slept with depth
The degree of correlation of dormancy time is -0.39, this shows that the degree of correlation that time for falling asleep is slept with either shallow is better than time for falling asleep and is slept with depth
The degree of correlation of dormancy；The degree of correlation of time for falling asleep and sound sleep accounting is -0.82, in high negative correlation；The either shallow length of one's sleep and depth
The degree of correlation for spending the length of one's sleep is -0.35, in low negatively correlated；The degree of correlation of total sleep time and number of waking up is 0.33, is in
Low positive correlation, etc..Furthermore it is also possible to find out, the degree of correlation absolute value of age of user and other achievement datas is respectively less than
0.3, show that age of user does not form statistics dependency relation with other achievement datas.
According to some embodiments of the present invention, it can be provided and slept according to user of the above-mentioned analysis result into preset range
Sleep and suggest.By taking community of supporting parents as an example, server can send a prompt message to the Intelligent bracelet that each the elderly wears.Always to sleep
Exemplified by the relation of dormancy time and time for falling asleep, it is desirable to which the elderly should increase total sleep time, in this case, sleep
Sleep suggest prompt message can be, for example,：" for your health, it is proposed that you fall asleep as early as possible at night！" etc..
According to other embodiment, sleep can also be sent according to user of the above-mentioned analysis result into preset range
Early warning.Still by taking community of supporting parents as an example, first, server can count the average time for falling asleep of the elderly, for example, 9 points at night；
Next, server can be to send a control signal, to control intelligence at 8 at night to the Intelligent bracelet that each the elderly wears
Bracelet vibrates, and reminds the elderly to prepare rest；Then, the intelligence that server can be to wear during 8 thirty at night to each the elderly
Bracelet sends another control signal, is vibrated with twice of FREQUENCY CONTROL Intelligent bracelet of vibration frequency at 8, and then realize into one
The sleep early warning of step is reminded.
In addition, the sleep state of the present invention determines that method can also include providing sleep for targeted customer's (individual subject)
It is recommended that and/or transmission sleep early warning.
Specifically, first, server may determine that whether the sleep achievement data of targeted customer meets that a default sleep will
Ask, wherein, default sleep request can the sleep state based on above-mentioned user and determine.Still with total sleep time and time for falling asleep
Exemplified by, default sleep request should be able to be in high negative correlation for the relation of total sleep time and time for falling asleep.Furthermore, it is possible to think
, when not meeting default sleep request, it is believed that targeted customer's sleep state is poor.
Next, when the sleep achievement data for judging targeted customer does not meet default sleep request, server can be with
Sleep suggestion is provided to targeted customer and/or sleep early warning is sent by the sleep monitor equipment of targeted customer.For example, when definite
It is later compared to average time for falling asleep to go out the elderly's time for falling asleep, and when total sleep time is relatively long, server can be with
To the elderly wear Intelligent bracelet send one be directed to the situation sleep advisory information, for example, " your time for falling asleep compared with
Evening, for your health, it is proposed that you fall asleep ahead of time！" etc..Alternatively, it is also possible to be worn in the time that should be fallen asleep to the elderly
Intelligent bracelet send a vibration and add ringing tone control information or the higher control information of vibration frequency, to be carried as sleep early warning
Wake up.
According to other embodiment, default sleep request is not met in the sleep achievement data for judging targeted customer
When, server, which can send the sleep achievement data of targeted customer, to be instructed personnel to sleep and instructs personnel right to sleep
Targeted customer is into health guidance of sleeping under line.Wherein, sleep described herein instructs personnel can such as doctor including community
Treatment personnel or the mechanism or tissue of special concern user sleep.Still by taking total sleep time and time for falling asleep as an example, when determining mesh
The time for falling asleep for marking user is relatively early and when total sleep time is shorter, each sleep achievement data of the targeted customer can be sent to
Personnel are instructed in sleep, and sleep instructs personnel can be after the situation of the targeted customer is fully understanded, to the targeted customer into line
Lower sleep health guidance, sleep health guidance is carried out for example, can work as in face of it.
It is easily understood that when the sleep achievement data of targeted customer meets default sleep request, then show that target is used
Family sleep is normal, personalized recommendations can not be sent to this kind of user and/or into instructing under line.
In the sleep state of the illustrative embodiments of the present invention determines method, pass through each sleep index number to user
After being standardized, the degree of correlation between each standardization sleep achievement data is calculated, and refer to according to each standardization sleep
The degree of correlation between mark data determines the sleep state of user, on the one hand, by calculating between each standardization sleep achievement data
The degree of correlation, can objectively determine the relation between sleep index, and can be according to the relation on line and under line
Sleep is instructed, and is avoided when studying user's sleep state in a manner of questionnaire, since the subjective answers of user cause to grind
Study carefully the problem of producing deviation；On the other hand, can be identified according to the sleep state determined in preset range sleep state compared with
Difference user, and and then for these users provides personalization sleep improvement suggestion and individual sleep early warning, furthermore it is also possible to right
These users are into health guidance of sleeping under line.
It should be noted that although in the accompanying drawings with each step of particular order method during the invention has been described, still, this is simultaneously
Undesired or hint must perform these steps according to the particular order, or have to carry out the step ability shown in whole
Realize desired result.It is additional or alternative, it is convenient to omit multiple steps are merged into a step and performed by some steps,
And/or a step is decomposed into execution of multiple steps etc..
Further, a kind of sleep state determining device is additionally provided in this example embodiment.
Fig. 2 diagrammatically illustrates the block diagram of the sleep state determining device of the illustrative embodiments of the present invention.With reference to
Fig. 2, sleep state determining device 2 according to an illustrative embodiment of the invention can include data acquisition module 21, data
Standardized module 23, relatedness computation module 25 and sleep state determining module 27, wherein：
Data acquisition module 21, can be used for each sleep index that user in preset range is obtained by sleep monitor equipment
Data；
Data normalization module 23, can be used for being standardized to obtain each standardization each sleep achievement data
Sleep achievement data；
Relatedness computation module 25, can be used for calculating the degree of correlation between each standardization sleep achievement data；And
Sleep state determining module 27, can be used for determining to use according to the degree of correlation between each standardization sleep achievement data
The sleep state at family.
In the sleep state determining device of the illustrative embodiments of the present invention, on the one hand, by calculating each standardization
The degree of correlation between sleep achievement data, can objectively determine the relation between sleep index, and can be according to the relation
Sleep on into line and under line is instructed, and is avoided when studying user's sleep state in a manner of questionnaire, due to user
Subjective answers cause research produce deviation the problem of；On the other hand, can be identified according to the sleep state determined predetermined
In the range of the poor user of sleep state, and and then for these users provide personalization sleep improvement suggestion and personal sleep it is pre-
It is alert, furthermore it is also possible to these users into health guidance of sleeping under line.
Exemplary embodiment according to the present invention, with reference to figure 3, sleep state determining device 3 is determined compared to sleep state
Device 2, except determining mould including data acquisition module 21, data normalization module 23, relatedness computation module 25 and sleep state
Outside block 27, data cleansing module 31 can also be included, wherein：
Data cleansing module 31, can be used for before being standardized to each sleep achievement data, each sleep is referred to
Mark data are cleaned.
It is in the purpose that the sleep achievement data to acquisition carries out cleaning treatment, on the one hand, can be obvious to avoid some
Influence of abnormal or mistake the data to final analysis result, improves the accuracy of user's sleep state analysis；On the other hand,
Because in advance rejecting abnormal or mistake data, therefore, reduce the burden of server process data, computational efficiency obtains
Lifting.
Exemplary embodiment according to the present invention, with reference to figure 4, sleep state determining device 4 is determined compared to sleep state
Device 2, except determining mould including data acquisition module 21, data normalization module 23, relatedness computation module 25 and sleep state
Outside block 27, it can also include suggesting providing module 41, wherein：
It is recommended that providing module 41, it can be used for providing a user sleep suggestion according to sleep state and/or supervised by sleeping
Measurement equipment sends sleep early warning.
By providing sleep suggestion and/or sleep early warning, help to improve the sleep state of user in preset range, and then
Improve sleep quality.
Exemplary embodiment according to the present invention, with reference to figure 5, sleep state determining device 5 is determined compared to sleep state
Device 2, except determining mould including data acquisition module 21, data normalization module 23, relatedness computation module 25 and sleep state
Outside block 27, achievement data judgment module 51 can also be included and targeted customer suggests providing module 53, wherein：
Achievement data judgment module 51, can be used for judging whether the sleep achievement data of targeted customer meets that one default sleeps
Sleep and require；Wherein, sleep request is preset to determine based on the sleep state of user；
Targeted customer suggests providing module 53, can be used for not meeting in the sleep achievement data for judging targeted customer pre-
If during sleep request, provide sleep suggestion to targeted customer and/or sleep is sent in advance by the sleep monitor equipment of targeted customer
It is alert.
By judging whether targeted customer meets default sleep request, realize targeted customer to be provided on personalized line and sleep
The scheme that dormancy is instructed, contributes to the improvement of the sleep quality of targeted customer's individual.
Exemplary embodiment according to the present invention, with reference to figure 6, sleep state determining device 6 is determined compared to sleep state
Device 5, except including data acquisition module 21, data normalization module 23, relatedness computation module 25, sleep state determining module
27th, achievement data judgment module 51 and targeted customer suggest providing outside module 53, can also include instructing module 61 under line, its
In：
Module 61 is instructed under line, can be used for not meeting that default sleep will in the sleep achievement data for judging targeted customer
When asking, the sleep achievement data of targeted customer is sent to sleep instruct personnel so as to sleep instruct personnel to targeted customer carry out
Sleep under line health guidance.
Personnel are instructed by the way that the sleep achievement data for not meeting default sleep request is sent to sleep, personnel are instructed in sleep
It can preferably improve the sleep quality of targeted customer to targeted customer into instructing under line.
Exemplary embodiment according to the present invention, relatedness computation module 25 can include correlation calculating unit 701, its
In：
Correlation calculating unit 701, can be used for calculating the linearly dependent coefficient between each standardization sleep achievement data
As the degree of correlation between each standardization sleep achievement data.
Each standardization sleep achievement data is used as by the linearly dependent coefficient between achievement data that each standardization is slept
Between the degree of correlation, the relation between achievement data can be measured using specific numeral, and linearly dependent coefficient
With directional, positive correlation or negatively correlated, and it can be shown that the power of the degree of correlation can be not only determined.It is this to determine
The mode of correlation is simple and accurate.
Exemplary embodiment according to the present invention, sleep achievement data can include deep sleep time, sound sleep accounting, enter
Sleep two or more in time, the either shallow length of one's sleep, the time of getting up, number of waking up, total sleep time and age of user.
By the way that sleep achievement data is refined as multiple project elements, help to understand user in preset range exactly
Sleep state.
Since each function module of the program analysis of running performance device of embodiment of the present invention is invented with the above method
It is identical in embodiment, therefore details are not described herein.In addition, so it is easy to understand that although data cleansing module 31 is described in
In sleep state determining device 3, however, data cleansing module 31 may be included in sleep state determining device 4, sleep state
In determining device 5 and sleep state determining device 6.Similarly, although suggesting that offer module 41 is described in sleep state and determines
In device 4, it is suggested, however, that providing module 41 may be included in sleep state determining device 5 and sleep state determining device 6
In.
In an exemplary embodiment of the present invention, a kind of computer-readable recording medium is additionally provided, is stored thereon with energy
Enough realize the program product of this specification above method.In some possible embodiments, various aspects of the invention may be used also
In the form of being embodied as a kind of program product, it includes program code, when described program product is run on the terminal device, institute
State program code be used for make the terminal device perform described in above-mentioned " illustrative methods " part of this specification according to this hair
The step of bright various illustrative embodiments.
Refering to what is shown in Fig. 8, describe the program product for being used for realization the above method according to the embodiment of the present invention
800, it can use portable compact disc read only memory (CD-ROM) and including program code, and can in terminal device,
Such as run on PC.However, the program product not limited to this of the present invention, in this document, readable storage medium storing program for executing can be with
Be it is any include or the tangible medium of storage program, the program can be commanded execution system, device either device use or
It is in connection.
Described program product can use any combination of one or more computer-readable recording mediums.Computer-readable recording medium can be readable letter
Number medium or readable storage medium storing program for executing.Readable storage medium storing program for executing for example can be but be not limited to electricity, magnetic, optical, electromagnetic, infrared ray or
System, device or the device of semiconductor, or any combination above.The more specifically example of readable storage medium storing program for executing is (non exhaustive
List) include：It is electrical connection, portable disc, hard disk, random access memory (RAM) with one or more conducting wires, read-only
Memory (ROM), erasable programmable read only memory (EPROM or flash memory), optical fiber, portable compact disc read only memory
(CD-ROM), light storage device, magnetic memory device or above-mentioned any appropriate combination.
Computer-readable signal media can be including the data-signal in a base band or as carrier wave part propagation, its
In carry readable program code.The data-signal of this propagation can take various forms, include but not limited to electromagnetic signal,
Optical signal or above-mentioned any appropriate combination.Readable signal medium can also be any readable Jie beyond readable storage medium storing program for executing
Matter, which can send, propagate either transmission be used to be used by instruction execution system, device or device or and its
The program of combined use.
The program code included on computer-readable recording medium can be transmitted with any appropriate medium, including but not limited to wirelessly, be had
Line, optical cable, RF etc., or above-mentioned any appropriate combination.
It can be write with any combination of one or more programming languages for performing the program that operates of the present invention
Code, described program design language include object oriented program language-Java, C++ etc., further include conventional
Procedural programming language-such as " C " language or similar programming language.Program code can be fully in user
Perform on computing device, partly perform on a user device, the software kit independent as one performs, is partly calculated in user
Its upper side point is performed or performed completely in remote computing device or server on a remote computing.It is remote being related to
In the situation of journey computing device, remote computing device can pass through the network of any kind, including LAN (LAN) or wide area network
(WAN), user calculating equipment is connected to, or, it may be connected to external computing device (such as utilize ISP
To pass through Internet connection).
In an exemplary embodiment of the present invention, a kind of electronic equipment that can realize the above method is additionally provided.
Person of ordinary skill in the field it is understood that various aspects of the invention can be implemented as system, method or
Program product.Therefore, various aspects of the invention can be implemented as following form, i.e.,：It is complete hardware embodiment, complete
The embodiment combined in terms of full Software Implementation (including firmware, microcode etc.), or hardware and software, can unite here
Referred to as " circuit ", " module " or " system ".
The electronic equipment 900 of this embodiment according to the present invention is described referring to Fig. 9.The electronics that Fig. 9 is shown
Equipment 900 is only an example, should not bring any restrictions to the function and use scope of the embodiment of the present invention.
As shown in figure 9, electronic equipment 900 is showed in the form of universal computing device.The component of electronic equipment 900 can wrap
Include but be not limited to：Above-mentioned at least one processing unit 910, above-mentioned at least one storage unit 920, connection different system component
The bus 930 of (including storage unit 920 and processing unit 910), display unit 940.
Wherein, the storage unit has program stored therein code, and said program code can be held by the processing unit 910
OK so that the processing unit 910 performs various according to the present invention described in above-mentioned " illustrative methods " part of this specification
The step of illustrative embodiments.For example, the processing unit 910 can perform step S10 as shown in fig. 1：By sleeping
Dormancy monitoring device obtains each sleep achievement data of user in preset range；Step S12：Standard is carried out to each sleep achievement data
Change processing to obtain each standardization sleep achievement data；Step S14：Calculate the correlation between each standardization sleep achievement data
Degree；And step S16：The sleep state of user is determined according to the degree of correlation between each standardization sleep achievement data.
Storage unit 920 can include the computer-readable recording medium of volatile memory cell form, such as Random Access Storage Unit
(RAM) 9201 and/or cache memory unit 9202, it can further include read-only memory unit (ROM) 9203.
Storage unit 920 can also include program/utility with one group of (at least one) program module 9205
9204, such program module 9205 includes but not limited to：Operating system, one or more application program, other program moulds
Block and routine data, may include the realization of network environment in each or certain combination in these examples.
Bus 930 can be the one or more in a few class bus structures of expression, including storage unit bus or storage
Cell controller, peripheral bus, graphics acceleration port, processing unit use any bus structures in a variety of bus structures
Local bus.
Electronic equipment 900 can also be with one or more external equipments 1000 (such as keyboard, sensing equipment, bluetooth equipment
Deng) communication, the equipment communication interacted with the electronic equipment 900 can be also enabled a user to one or more, and/or with causing
Any equipment that the electronic equipment 900 can communicate with one or more of the other computing device (such as router, modulation /demodulation
Device etc.) communication.This communication can be carried out by input/output (I/O) interface 950.Also, electronic equipment 900 can be with
By network adapter 960 and one or more network (such as LAN (LAN), wide area network (WAN) and/or public network,
Such as internet) communication.As shown in the figure, network adapter 960 is communicated by bus 930 with other modules of electronic equipment 900.
It should be understood that although not shown in the drawings, can combine electronic equipment 900 does not use other hardware and/or software module, including but not
It is limited to：Microcode, device driver, redundant processing unit, external disk drive array, RAID system, tape drive and
Data backup storage system etc..
Through the above description of the embodiments, those skilled in the art is it can be readily appreciated that example described herein is implemented
Mode can be realized by software, can also be realized by way of software is with reference to necessary hardware.Therefore, according to the disclosure
The technical solution of embodiment can be embodied in the form of software product, the software product can be stored in one it is non-volatile
Property storage medium (can be CD-ROM, USB flash disk, mobile hard disk etc.) in or network on, including some instructions are so that a calculating
Equipment (can be personal computer, server, terminal installation or network equipment etc.) is performed according to disclosure embodiment
Method.
In addition, above-mentioned attached drawing is only schematically saying for the processing included by method according to an exemplary embodiment of the present invention
It is bright, rather than limitation purpose.It can be readily appreciated that the time that above-mentioned processing shown in the drawings was not intended that or limited these processing is suitable
Sequence.In addition, being also easy to understand, these processing for example can be performed either synchronously or asynchronously in multiple modules.
It should be noted that although some modules or list of the equipment for action executing are referred in above-detailed
Member, but this division is not enforceable.In fact, according to embodiment of the present disclosure, it is above-described two or more
Either the feature of unit and function can embody module in a module or unit.A conversely, above-described mould
Either the feature of unit and function can be further divided into being embodied by multiple modules or unit block.
Those skilled in the art will readily occur to the disclosure its after considering specification and putting into practice invention disclosed herein
His embodiment.This application is intended to cover any variations, uses, or adaptations of the disclosure, these modifications, purposes or
Adaptive change follow the general principle of the disclosure and including the undocumented common knowledge in the art of the disclosure or
Conventional techniques.Description and embodiments are considered only as exemplary, and the true scope and spirit of the disclosure are by claim
Point out.
It should be appreciated that the present disclosure is not limited to the precise structures that have been described above and shown in the drawings, and
And various modifications and changes may be made without departing from the scope thereof.The scope of the present disclosure is only limited by appended claim.
Claims (10)
1. a kind of sleep state determines method, it is characterised in that including：
Each sleep achievement data of user in preset range is obtained by sleep monitor equipment；
Each sleep achievement data is standardized to obtain each standardization sleep achievement data；
Calculate the degree of correlation between each standardization sleep achievement data；And
The sleep state of user is determined according to the degree of correlation between each standardization sleep achievement data.
2. sleep state according to claim 1 determines method, it is characterised in that to it is each it is described sleep achievement data into
Row standardization before processing, the sleep state determine that method further includes：
Each sleep achievement data is cleaned.
3. sleep state according to claim 1 determines method, it is characterised in that the sleep state determines that method is also wrapped
Include：
Sleep suggestion is provided a user according to the sleep state and/or sleep early warning is sent by the sleep monitor equipment.
4. sleep state according to claim 1 determines method, it is characterised in that the sleep state determines that method is also wrapped
Include：
Judge whether the sleep achievement data of targeted customer meets a default sleep request；Wherein, the default sleep request base
Determined in the sleep state；
When the sleep achievement data for judging the targeted customer does not meet the default sleep request, to the targeted customer
Sleep is provided to suggest and/or send sleep early warning by the sleep monitor equipment of the targeted customer.
5. sleep state according to claim 4 determines method, it is characterised in that is judging sleeping for the targeted customer
When dormancy achievement data does not meet the default sleep request, the sleep state determines that method further includes：
The sleep achievement data of the targeted customer, which is sent to sleep, instructs personnel to instruct personnel to described so as to the sleep
Targeted customer is into health guidance of sleeping under line.
6. sleep state according to claim 1 determines method, it is characterised in that calculates each standardization sleep index
The degree of correlation between data includes：
The linearly dependent coefficient between each standardization sleep achievement data is calculated as each standardization sleep index number
The degree of correlation between.
7. sleep state according to any one of claim 1 to 6 determines method, it is characterised in that the sleep index
Data include deep sleep time, sound sleep accounting, time for falling asleep, the either shallow length of one's sleep, the time of getting up, number of waking up, total sleep
Two or more in time and age of user.
A kind of 8. sleep state determining device, it is characterised in that including：
Data acquisition module, for obtaining each sleep achievement data of user in preset range by sleep monitor equipment；
Data normalization module, is referred to for being standardized to each sleep achievement data with obtaining each standardization sleep
Mark data；
Relatedness computation module, for calculating the degree of correlation between each standardization sleep achievement data；And
Sleep state determining module, for determining sleeping for user according to the degree of correlation between each standardization sleep achievement data
Dormancy situation.
9. a kind of storage medium, is stored thereon with computer program, it is characterised in that the computer program is executed by processor
Sleep state any one of Shi Shixian claims 1 to 7 determines method.
10. a kind of electronic equipment, it is characterised in that including：
Processor；And
Memory, for storing the executable instruction of the processor；
Wherein, the processor is configured to come any one of perform claim requirement 1 to 7 via the execution executable instruction
Sleep state determine method.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
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| CN201711103889.6A CN107910054A (en) | 2017-11-10 | 2017-11-10 | Sleep state determines method and device, storage medium and electronic equipment |
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| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201711103889.6A CN107910054A (en) | 2017-11-10 | 2017-11-10 | Sleep state determines method and device, storage medium and electronic equipment |
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| CN107910054A true CN107910054A (en) | 2018-04-13 |
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Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110491468A (en) * | 2019-07-18 | 2019-11-22 | 广州柏颐信息科技有限公司 | A kind of processing method and system of sleep quality report |
Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN105286783A (en) * | 2014-05-26 | 2016-02-03 | 爱信精机株式会社 | Sleep evaluation device |
| CN105434043A (en) * | 2014-09-01 | 2016-03-30 | 上海宽带技术及应用工程研究中心 | Method and system for determining Pittsburgh sleep quality indexes |
| CN105592777A (en) * | 2013-07-08 | 2016-05-18 | 瑞思迈传感器技术有限公司 | Method and system for sleep management |
| CN106073714A (en) * | 2016-06-24 | 2016-11-09 | 航天神舟生物科技集团有限公司 | The recognition methods of a kind of sleep quality and system |
| CN107111852A (en) * | 2014-12-25 | 2017-08-29 | 欧姆龙株式会社 | Sleep improvement system and the sleep improvement method using the system |
-
2017
- 2017-11-10 CN CN201711103889.6A patent/CN107910054A/en active Pending
Patent Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN105592777A (en) * | 2013-07-08 | 2016-05-18 | 瑞思迈传感器技术有限公司 | Method and system for sleep management |
| CN105286783A (en) * | 2014-05-26 | 2016-02-03 | 爱信精机株式会社 | Sleep evaluation device |
| CN105434043A (en) * | 2014-09-01 | 2016-03-30 | 上海宽带技术及应用工程研究中心 | Method and system for determining Pittsburgh sleep quality indexes |
| CN107111852A (en) * | 2014-12-25 | 2017-08-29 | 欧姆龙株式会社 | Sleep improvement system and the sleep improvement method using the system |
| CN106073714A (en) * | 2016-06-24 | 2016-11-09 | 航天神舟生物科技集团有限公司 | The recognition methods of a kind of sleep quality and system |
Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN110491468A (en) * | 2019-07-18 | 2019-11-22 | 广州柏颐信息科技有限公司 | A kind of processing method and system of sleep quality report |
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