WO2017179094A1 - Sleeping state detection system, sleeping state detection device, and sleeping state detection program - Google Patents

Sleeping state detection system, sleeping state detection device, and sleeping state detection program Download PDF

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Publication number
WO2017179094A1
WO2017179094A1 PCT/JP2016/061685 JP2016061685W WO2017179094A1 WO 2017179094 A1 WO2017179094 A1 WO 2017179094A1 JP 2016061685 W JP2016061685 W JP 2016061685W WO 2017179094 A1 WO2017179094 A1 WO 2017179094A1
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Prior art keywords
mobile terminal
unit
state detection
portable terminal
information
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PCT/JP2016/061685
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French (fr)
Japanese (ja)
Inventor
太郎 上野
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サスメド株式会社
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Priority to PCT/JP2016/061685 priority Critical patent/WO2017179094A1/en
Priority to JP2017552509A priority patent/JP6266855B1/en
Publication of WO2017179094A1 publication Critical patent/WO2017179094A1/en

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    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/103Detecting, measuring or recording devices for testing the shape, pattern, colour, size or movement of the body or parts thereof, for diagnostic purposes
    • A61B5/11Measuring movement of the entire body or parts thereof, e.g. head or hand tremor, mobility of a limb
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/16Devices for psychotechnics; Testing reaction times ; Devices for evaluating the psychological state
    • GPHYSICS
    • G08SIGNALLING
    • G08BSIGNALLING OR CALLING SYSTEMS; ORDER TELEGRAPHS; ALARM SYSTEMS
    • G08B25/00Alarm systems in which the location of the alarm condition is signalled to a central station, e.g. fire or police telegraphic systems
    • G08B25/01Alarm systems in which the location of the alarm condition is signalled to a central station, e.g. fire or police telegraphic systems characterised by the transmission medium
    • G08B25/04Alarm systems in which the location of the alarm condition is signalled to a central station, e.g. fire or police telegraphic systems characterised by the transmission medium using a single signalling line, e.g. in a closed loop

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  • the present invention relates to a sleeping state detection system, a sleeping state detection device, and a sleeping state detection program, and more particularly to a system that detects whether a holder of a mobile terminal such as a smartphone is sleeping.
  • the unified rule is an arbitrary initiative and is not necessarily implemented in each household.
  • the use of a smartphone at night is prohibited as a domestic rule due to the circumstances of the family, there are cases where the parent cannot leave the smartphone. In that case, even if the child steals the parents' eyes and uses the smartphone until late at night in their own room, because the parents can not grasp such usage situation, there is a problem that it can not be careful there were.
  • Patent Document 1 A technique is known in which a sensor is provided on a bed or a human body and a sleep state is determined based on a detected body motion signal (see, for example, Patent Document 1).
  • an illuminance sensor that detects the illuminance in the room is provided in the sleep determination device, and when the detected illuminance of the illuminance sensor falls below the specified illuminance after the time of entering the floor determined based on the body motion signal, It is described that correction is performed with the time when the detected illuminance decreases as the time of entry.
  • Patent Document 2 Also known is a technique for determining whether or not a user is going to sleep based on ambient illuminance (see, for example, Patent Document 2).
  • Patent Document 2 when the current time information becomes bedtime information and the detection device detects that the illumination device in the vicinity of the bed is turned on, even though the illumination device in the hospital room is turned off. It is described that it is determined that a patient is awake and a notification device is used for notification.
  • Patent Document 3 a technique is also known in which the user's wake-up is determined based on the state of the mobile communication device and the ambient illuminance (see, for example, Patent Document 3).
  • Patent Document 3 the wake-up condition that the acceleration generated in the mobile communication device is equal to or higher than the reference value and the ambient illuminance is higher than the reference value is satisfied, and unreported schedule information or unconfirmed incoming information is stored in the mobile communication device. It is described that an alarm sound is output when
  • Patent Documents 1 and 2 it is possible to determine a person's sleep state, but it is not possible to determine whether or not the user is awake while using a smartphone.
  • Patent Document 3 it is possible to check the state in which the user wakes up in the morning and uses the mobile communication device based on the acceleration of the mobile communication device and the ambient illuminance.
  • Patent Document 3 Even if the technology described in Patent Document 3 is used, the child is turned off late at night and the smartphone is used in the futon, or the smartphone is placed on a desk or bed. It may not be possible to detect that you are using a smartphone. If this continues every day, parents cannot pay attention to their children, which may cause adverse effects such as sleep disturbance due to the night-type of life, regularization of late arrival, and school refusal.
  • the present invention has been made to solve such a problem, and enables a child to detect a state of using a smartphone until late at night and notify the parent as much as possible. With the goal.
  • the present invention based on the use state of the bedding, the ambient illuminance, and the use state of the mobile terminal, it is determined whether or not the owner of the mobile terminal is sleeping on the bedding, The determination result is notified to a third party other than the owner of the portable terminal.
  • the owner of the mobile terminal wakes up using the mobile terminal on the bedding from the three elements of the usage state of the bedding, the ambient illuminance, and the usage state of the mobile terminal. Since it is determined comprehensively whether the child who is the owner of the mobile device is using the mobile device on the bedding until late at night, Can be notified.
  • FIG. 1 is a diagram illustrating an example of the overall configuration of a sleeping state detection system according to the present embodiment.
  • the sleeping state detection system includes a child portable terminal 100 such as a smartphone held by a child who is a sleeping state detection target, and a bedding (e.g., bed) 600 used by the child.
  • the apparatus includes a sensor device 200 to be installed, a wireless LAN access point 300, and a parent portable terminal 400 such as a smartphone held by a parent who is a notification target of a sleeping state.
  • the sensor device 200 includes various sensors described later, a wireless communication function using Bluetooth (registered trademark, the same applies hereinafter), and a wireless communication function using a wireless LAN.
  • the child portable terminal 100 and the sensor device 200 are wirelessly connected by Bluetooth. Further, the sensor device 200 and the parent portable terminal 400 are wirelessly connected via a wireless LAN via the access point 300.
  • FIG. 2 is a block diagram illustrating a functional configuration example of the sleeping state detection system according to the present embodiment.
  • the child portable terminal 100 includes a portable terminal use state detecting unit 11 as a functional configuration.
  • the sensor apparatus 200 is provided with the bedding use state detection part 21, the illumination intensity detection part 22, the bedtime determination part 23, the alerting
  • the mobile terminal use state detection unit 11 included in the child mobile terminal 100 is configured by application software installed in the child mobile terminal 100, for example. That is, the child portable terminal 100 is configured to include a microcomputer having a CPU, a RAM, a ROM, and the like, and the function of the portable terminal use state detecting unit 11 is a program stored in a recording medium such as a hard disk or a semiconductor memory. Is realized by processing.
  • the functional blocks 21 to 25 included in the sensor device 200 can be configured by any of hardware, DSP (Digital Signal Processor), and software.
  • DSP Digital Signal Processor
  • each of the functional blocks 21 to 25 is actually configured by including a microcomputer having a CPU, a RAM, a ROM, and the like, and is stored in a recording medium such as a RAM, a ROM, a hard disk, or a semiconductor memory. This is realized by the program running.
  • the mobile terminal usage state detection unit 11 detects the usage state of the child mobile terminal 100. For example, the mobile terminal usage state detection unit 11 sequentially detects the CPU usage rate of the child mobile terminal 100 as mobile terminal usage state information. Then, the detected CPU usage rate information is sequentially supplied to the sleep determination unit 23 of the sensor device 200 via Bluetooth.
  • the CPU usage rate varies depending on the usage state.
  • the CPU usage rate is stable at a substantially constant value. Therefore, it can be said that the value of the CPU usage rate is information indicating the usage state of the child portable terminal 100.
  • the mobile terminal usage state detection unit 11 may detect the memory usage rate of the child mobile terminal 100. Or you may make it the portable terminal use condition detection part 11 detect the traffic amount of communication. In addition, any information whose value changes depending on whether or not the child mobile terminal 100 is used can be applied as a detection target of the mobile terminal use state detection unit 11.
  • the bedding usage state detection unit 21 detects the usage state of the bed 600 by a child.
  • the bedding use state detection unit 21 includes, for example, a vibration sensor, and detects vibration of the bed 600 in which the sensor device 200 is installed as bedding use state information. Then, the bedding use state detection unit 21 sequentially supplies the vibration information detected by the vibration sensor to the sleep determination unit 23.
  • the vibration information detected by the vibration sensor is information indicating the use state of the bed 600.
  • the output value of the vibration sensor is zero.
  • the sleep determination unit 23 described later does not determine that the child is awake in the bed 600. Therefore, even when the bed 600 is used, there is no particular problem in that the vibration information (bedding use state information) indicates a sero value when sleeping.
  • the vibration sensor is used to detect the use state of the bed 600, but the present invention is not limited to this.
  • the bedding use state detection unit 21 may include a pressure sensor, and pressure information detected by the pressure sensor may be supplied to the sleep determination unit 23 as bedding use state information representing the use state of the bed 600.
  • any information whose value changes depending on whether or not the bed 600 is used can be applied as a detection target of the bedding use state detection unit 21.
  • the illuminance detection unit 22 includes an illuminance sensor, for example, and detects the illuminance around the bed 600 where the sensor device 200 is installed.
  • the illuminance detected by the illuminance sensor varies depending on the lighting state of the child room where the bed 600 is placed.
  • the illuminance detected by the illuminance sensor may vary depending on the display state of the display of the child portable terminal 100.
  • the illuminance detection unit 22 sequentially supplies the detected illuminance information to the sleep determination unit 23.
  • the sleeping determination unit 23 is detected by the mobile terminal usage state information (for example, CPU usage rate information) indicating the usage state of the child mobile terminal 100 detected by the mobile terminal usage state detection unit 11, and the bedding usage state detection unit 21. Based on bedding use state information (for example, vibration information) indicating the use state of the bed 600 and the illuminance information indicating the illuminance around the bed 600 detected by the illuminance detection unit 22. It is determined whether or not a child is sleeping on the bed 600.
  • the mobile terminal usage state information for example, CPU usage rate information
  • bedding usage state detection unit 21 Based on bedding use state information (for example, vibration information) indicating the use state of the bed 600 and the illuminance information indicating the illuminance around the bed 600 detected by the illuminance detection unit 22. It is determined whether or not a child is sleeping on the bed 600.
  • the sleep determination unit 23 includes an information acquisition unit 23a and an information analysis unit 23b.
  • the information acquisition unit 23a includes mobile terminal usage state information (CPU usage rate information) that indicates the usage state of the child mobile terminal 100, bedding usage state information (vibration information) that indicates the usage state of the bed 600, and illuminance that represents ambient illuminance. Three pieces of information are taken as one information set, and the information set is repeatedly acquired at a predetermined time interval (for example, every 30 seconds).
  • the information analysis unit 23b receives the mobile terminal use state information, the bedding use state information, and the illuminance information acquired by the information acquisition unit 23a from each of the mobile terminal use state detection unit 11, the bedding use state detection unit 21, and the illuminance detection unit 22. A three-dimensional principal component analysis with three axes is performed, and it is determined whether or not the child who is the owner of the child portable terminal 100 is sleeping on the bed 600 based on at least the information of the first principal component.
  • the information analysis unit 23b plots each value acquired every 30 seconds on a three-dimensional coordinate having the mobile terminal use state information as the X axis, the bedding use state information as the Y axis, and the illuminance information as the Z axis. . Then, an axis is taken in the direction in which the variance of values becomes the largest, and this is taken as the first main component. Further, the remaining two axes are taken in two directions orthogonal to the axis, and the second main component and the third main component are set in descending order of dispersion.
  • the first to third principal components are n ⁇ 3 determinants using the mobile terminal usage state information, the bedding usage state information, and the illuminance information as variables and the principal component load amount as a weighting coefficient ( n can be obtained from the number of information sets acquired every 30 seconds.
  • the weighting coefficient assigned to each element of the matrix is obtained by calculating eigenvalues corresponding to the principal components of the matrix.
  • the eigenvalue corresponds to the variance of the principal component and is a value representing how much the principal component holds the original information.
  • the first principal component is determined because the variance is maximized, and the second principal component and the third principal component are determined in a form orthogonal thereto.
  • the information analysis unit 23b determines whether or not the child is sleeping by determining the values of the first principal component to the third principal component and then comparing these values with a predetermined threshold value. For example, the information analysis unit 23b determines the sleeping state of the child depending on whether or not the value of the first principal component is greater than the first threshold value. Specifically, when the value of the first principal component is larger than the first threshold, it is determined that the child is waking up.
  • the first threshold value used in this case may be a fixed value obtained empirically or experimentally, or may be a variable value that varies by machine learning.
  • the following processing can be performed. That is, the value of the first principal component is accumulated over a plurality of days, and the distribution is set to a value that is bisected by a clustering method such as the k-means method. Alternatively, based on other information that can monitor the sleep / wake state such as an actigraph, the value of the first principal component that can most reflect the state is found by machine learning and set as a threshold value.
  • this invention is not limited to this.
  • this invention in addition to the comparison between the first principal component and the first threshold, at least one of the comparison between the second principal component and the second threshold and the comparison between the third principal component and the third threshold is performed, You may make it determine a sleeping state of a child based on those comparison results. For example, when all the principal component values are larger than the threshold, it is determined that the child is awake.
  • reports the determination result by the bedtime determination part 23 to the parent portable terminal 400 via the access point 300.
  • FIG. The timing for performing the notification can be arbitrarily designed. For example, when the sleep determination unit 23 determines that the parent is awake on the bed 600 later than the time set in advance for the sensor device 200 by the parent, the notification unit 24 displays the determination result for the parent mobile phone. Notify the terminal 400.
  • the sleep determination unit 23 is always operated, and when it is determined that a child is waking up after a preset time, the notification unit 24 notifies the parent portable terminal 400 of that fact. Whether the time is after a preset time can be determined by a clock provided in the sensor device 200. Alternatively, the bedtime determination unit 23 may be activated when the preset time is reached, and notification may be performed when it is determined that the child is awake.
  • the parent who has received this notification can take an appropriate action such as cautioning the child to stop using the mobile terminal 100 for children.
  • the notification unit 25 sets the preset time (the first set time) on the next day or a predetermined time thereafter. At an early time (second set time), a notification that prompts the user to refrain from using the child portable terminal 100 is sent to the child portable terminal 100.
  • the sleep determination unit 23 when the sleep determination unit 23 first determines that the child is awake until later than the first set time, the sleep determination unit 23 sets a notification flag in the notification unit 25.
  • the notification unit 25 determines whether or not the notification flag is set when the second set time is reached, and when it is set, the notification unit 25 notifies the user to refrain from using the child portable terminal 100. This is performed for the child portable terminal 100.
  • a notification prompting the user to refrain from using the child mobile terminal 100 is sent by the notification unit 25 at the second set time. 100 will be sent. Even if children who have received this notification have forgotten their time and are immersed in the use of the mobile device 100 for children, they can use the notification to stop using it and actually stop using it. Can do.
  • the notification to the child portable terminal 100 by the notification unit 25 is made when the bedtime determination unit 23 determines that the child is waking up at the second set time, that is, the child is in bed at the second set time. It may be performed only when it is detected that the mobile terminal 100 for children is being used while in 600.
  • the above-described notification unit 24 does not notify the parent portable terminal 400 on the day when the sleeping determination unit 23 first determines that the child is awake until later than the first set time, Even when the notification unit 25 notifies the child mobile terminal 100 at the set time 2, the bedtime determination unit 23 determines that the child is awake until the first set time thereafter. In addition, the notification unit 24 may notify the parent portable terminal 400 to that effect.
  • the parent does not intervene in the child from the beginning, but first the child's mobile terminal 100 is advised to stop using the child mobile terminal 100 from the sleeping state detection system to the child, and still until late at night. Parents can intervene in their children if they do not stop using it.
  • FIG. 3 is a flowchart showing an operation example of the sleeping state detection system according to the present embodiment configured as described above. Note that the flowchart shown in FIG. 3 is repeatedly executed while the power of the sensor device 200 is turned on.
  • the bedtime determination unit 23 determines whether or not the second set time has come by referring to a clock provided in the sensor device 200 (step S1). If it is not the second set time, the determination process in step S1 is repeated. On the other hand, when the second set time is reached, the sleep determination unit 23 determines whether or not a notification flag is set in the notification unit 25 (step S2). If the notification flag is not set in the notification unit 25, the process proceeds to step S7.
  • the information acquisition unit 23 a of the sleep determination unit 23 receives the mobile terminal from each of the mobile terminal use state detection unit 11, the bedding use state detection unit 21, and the illuminance detection unit 22. N sets of usage state information, bedding usage state information, and illuminance information are acquired at 30-second intervals (step S3). Then, the information analysis unit 23b performs a three-dimensional principal component analysis using the acquired information (Step S4), and determines whether or not the child is awake on the bed 600 (Step S5).
  • step S6 the sleep determination unit 23 determines that the child is awake on the bed 600
  • the notification unit 25 notifies the child mobile terminal 100 of a notification to refrain from using the child mobile terminal 100. It performs (step S6). Thereafter, the bedtime determination unit 23 determines whether or not the first set time has come (step S7). If it is not the first set time, the determination process in step S7 is repeated.
  • the information acquisition unit 23a of the sleeping determination unit 23 receives the mobile terminal usage state information from the mobile terminal usage state detection unit 11, the bedding usage state detection unit 21, and the illuminance detection unit 22, respectively. Then, n sets of bedding usage state information and illuminance information are acquired at 30-second intervals (step S8). Then, the information analysis unit 23b performs a three-dimensional principal component analysis using the acquired information (step S9), and determines whether or not the child is awake on the bed 600 (step S10).
  • the sleep determination unit 23 determines whether a notification flag has been set in the notification unit 25 (step S11).
  • the notification flag has been set, the child mobile terminal 100 is used even at the first set time after the notification to the child mobile terminal 100 at the second set time in step S6. Means not stopping.
  • reports to the parent portable terminal 400 that the determination result by the sleep determination part 23, ie, the child is waking up using the child portable terminal 100 in the bed 600 (step S12). Thereby, the process of the flowchart shown in FIG. 3 is completed.
  • the sleep determination unit 23 sets the notification flag in the notification unit 25 (step S13). Thereby, the process of the flowchart shown in FIG. 3 is completed. In this case, the notification to the parent portable terminal 400 is not performed on this day, but if the child is using the child portable terminal 100 until late at night, the notification to the parent portable terminal 400 is performed in step S12. Is called.
  • the child who is the owner of the child mobile terminal 100 is based on the use state of the child mobile terminal 100, the use state of the bed 600, and the illuminance around the bed 600. It is determined whether or not the user is sleeping on 600 and the determination result is notified to the parent portable terminal 400.
  • the child uses the child portable terminal 100 on the bed 600 from the three elements of the use state of the child portable terminal 100, the use state of the bed 600, and the ambient illuminance. Since it is determined comprehensively whether or not it is happening in the state, it is possible to detect the state that the child is using the child portable terminal 100 on the bed 600 until late at night as much as possible and notify the parent. it can. The parent who has received this notification can intervene such as paying attention to the child at an appropriate timing.
  • the sensor apparatus 200 demonstrated the structural example provided with a vibration sensor and an illumination intensity sensor in the said embodiment, this invention is not limited to this.
  • a vibration sensor and an illuminance sensor may be provided separately from the sensor device 200, and the bedding usage state detection unit 21 and the illuminance detection unit 22 may input the vibration information and the illuminance information detected by these sensors.
  • an illuminance sensor may be attached to the child portable terminal 100 to detect the illuminance around the child portable terminal 100. By doing this, it is possible to obtain illuminance information by detecting the illuminance by the light emitted from the display of the child portable terminal 100 even if the room is turned off.
  • the said embodiment demonstrated the structure with which both the alerting
  • the notification unit 25 may be omitted and only the notification unit 24 may be provided.
  • the parent portable terminal 400 may include the functions of the sleep determination unit 23 and the notification unit 24 instead of the sensor device 200.
  • the mobile terminal usage state detection unit 11, the bedding usage state detection unit 21, and the illuminance detection unit 22 sequentially transmit the mobile terminal usage state information, the bedding usage state information, and the illuminance information from the sensor device 200 to the parent mobile terminal 400. To do. Then, the sleeping determination unit 23 provided in the parent portable terminal 400 acquires these pieces of information and performs principal component analysis so that the parent portable terminal 400 determines whether or not the child is sleeping. Good.
  • the flowchart of FIG. 3 was shown as an operation example of a sleeping state detection system, this invention is not limited to this. That is, in the example of FIG. 3, the operations of the bedtime determination unit 23, the notification unit 24, and the notification unit 25 are executed only after the second set time. On the other hand, the operation of the bedtime determination unit 23 is always performed, and when it is determined that the child is waking up, it is determined whether or not it is the second set time and after the first set time. The operations of the notification unit 25 and the notification unit 24 may be executed according to the determination result.

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Abstract

The present invention includes: a sleep determination unit 23 that determines whether a child who is the holder of a child's mobile terminal 100 is asleep or not on the basis of the usage state of the child's mobile terminal 100 detected by a mobile terminal usage state detection unit 11, the usage state of a bed 600 detected by a bedding usage state detection unit 21, and the level of illumination around the bed 600 detected by an illumination detection unit 22; and a reporting unit 24 that reports the determination result to a parent's mobile terminal 400. By comprehensively determining whether the child is awake while using the child's mobile terminal 100 on the bed 600 on the basis of the three factors of the usage state of the child's mobile terminal 100, the usage state of the bed 600, and the surrounding illumination, it possible to detect, with few exceptions, whether the child is using the child's mobile terminal 100 on the bed 600 until late at night and to report this to the parent.

Description

就寝状態検出システム、就寝状態検出装置および就寝状態検出用プログラムSleeping state detection system, sleeping state detection device, and sleeping state detection program
 本発明は、就寝状態検出システム、就寝状態検出装置および就寝状態検出用プログラムに関し、特に、スマートフォン等の携帯端末の保有者が就寝しているか否かを検出するシステムに関するものである。 The present invention relates to a sleeping state detection system, a sleeping state detection device, and a sleeping state detection program, and more particularly to a system that detects whether a holder of a mobile terminal such as a smartphone is sleeping.
 近年、スマートフォン(スマホ)が子どもたちの間でも普及し、ネットサーフィン、ゲーム、コミュニケーションアプリなどで夜遅くまでスマホを利用する子どもが増えている。そして、頻繁に夜更かしをすることによって体内時計がずれていき、生活の夜型化を招いて朝早く起きられなくなり、その結果、遅刻常習や不登校となる児童が増加している。また、寝る前に布団の中でスマホを操作していると、睡眠障害などの健康障害を引き起こす恐れもある。 In recent years, smartphones (smartphones) have become widespread among children, and an increasing number of children use smartphones late at night for internet surfing, games, communication apps, and so on. And by staying up late, the body clock shifts, leading to a night shift in life, making it impossible to wake up early in the morning, and as a result, the number of children who become late and fail to attend school is increasing. Also, if you operate your smartphone in the futon before going to bed, it may cause health problems such as sleep problems.
 このような問題に鑑みて、学校や自治体などが統一ルールを策定し、子どもによる夜間のスマホの使用を制限する動きが全国で広がりつつある。例えば、「夜9時以降は親がスマホを預かる」といった統一ルールを策定した自治体が知られている。このような地域の統一ルールがあると、親が子どもに注意しやすくなるというメリットがある。 In view of these problems, schools and local governments have formulated unified rules, and movements to limit the use of smartphones at night by children are spreading throughout the country. For example, local governments that have established unified rules such as “parents keep their smartphones after 9pm” are known. This kind of regional unification rule has the merit of making it easier for parents to pay attention to their children.
 しかしながら、統一ルールはあくまで任意の取り組みであり、各家庭において必ずしもその通りに実施されるとは限らない。例えば、家庭の事情により、家庭内ルールとして夜間のスマホの使用を禁止しているものの、親がスマホを預かることまではできない場合もある。その場合、子どもが親の目を盗んで自分の部屋で夜遅くまでスマホを使用していても、そのような使用状況を親が把握することができないため、注意をすることができないという問題があった。 However, the unified rule is an arbitrary initiative and is not necessarily implemented in each household. For example, although the use of a smartphone at night is prohibited as a domestic rule due to the circumstances of the family, there are cases where the parent cannot leave the smartphone. In that case, even if the child steals the parents' eyes and uses the smartphone until late at night in their own room, because the parents can not grasp such usage situation, there is a problem that it can not be careful there were.
 なお、ベッドまたは人体にセンサを設け、検出した体動信号に基づいて睡眠状態を判定する技術が知られている(例えば、特許文献1参照)。この特許文献1には、室内の照度を検出する照度センサを睡眠判定装置に設け、体動信号に基づいて判定した入床時刻の経過後に、照度センサの検知照度が規定照度を下回った場合、検知照度が低下した時刻を入床時刻とする補正を行うことが記載されている。 A technique is known in which a sensor is provided on a bed or a human body and a sleep state is determined based on a detected body motion signal (see, for example, Patent Document 1). In Patent Document 1, an illuminance sensor that detects the illuminance in the room is provided in the sleep determination device, and when the detected illuminance of the illuminance sensor falls below the specified illuminance after the time of entering the floor determined based on the body motion signal, It is described that correction is performed with the time when the detected illuminance decreases as the time of entry.
 また、使用者が眠ろうとしているか否かを周囲の照度に基づいて判定する技術も知られている(例えば、特許文献2参照)。この特許文献2には、現在時刻情報が就寝時刻情報となり、病室内照明装置が消灯されている状態にも関わらず、ベッド近傍の照明装置が点灯されたことが検出装置により検出された場合に、患者が起きていると判定し、通知装置にて通知を行うことが記載されている。 Also known is a technique for determining whether or not a user is going to sleep based on ambient illuminance (see, for example, Patent Document 2). In this Patent Document 2, when the current time information becomes bedtime information and the detection device detects that the illumination device in the vicinity of the bed is turned on, even though the illumination device in the hospital room is turned off. It is described that it is determined that a patient is awake and a notification device is used for notification.
 さらに、携帯通信装置の状態と周囲の照度とに基づいて使用者の起床を判定するようにした技術も知られている(例えば、特許文献3参照)。この特許文献3には、携帯通信装置に生じた加速度が基準値以上かつ周囲の照度が基準値以上という起床条件を満たすとともに、未通知のスケジュール情報または未確認の着信情報が携帯通信装置に保存されているときに、アラーム音を出力させることが記載されている。 Furthermore, a technique is also known in which the user's wake-up is determined based on the state of the mobile communication device and the ambient illuminance (see, for example, Patent Document 3). In Patent Document 3, the wake-up condition that the acceleration generated in the mobile communication device is equal to or higher than the reference value and the ambient illuminance is higher than the reference value is satisfied, and unreported schedule information or unconfirmed incoming information is stored in the mobile communication device. It is described that an alarm sound is output when
特開2007-202681号公報JP 2007-202681 A 特開2009-284998号公報JP 2009-284998 A 特開2014-053801号公報Japanese Patent Application Laid-Open No. 2014-053801
 上記特許文献1,2に記載の技術では、人の睡眠状態を判定することは可能であるが、スマホを使用した状態で起きているか否かを判定することはできない。一方、上記特許文献3に記載の技術では、使用者が朝起きて携帯通信装置を使用している状態を、携帯通信装置の加速度と周囲の照度とにより確認することが可能である。 In the techniques described in Patent Documents 1 and 2 above, it is possible to determine a person's sleep state, but it is not possible to determine whether or not the user is awake while using a smartphone. On the other hand, in the technique described in Patent Document 3, it is possible to check the state in which the user wakes up in the morning and uses the mobile communication device based on the acceleration of the mobile communication device and the ambient illuminance.
 しかしながら、特許文献3に記載の技術を用いても、夜遅くに電気を消して布団の中でスマホを使用している状態、スマホを机やベッドに置いて使用している状態など、子どもがスマホを使用していることを検出できない場合もある。このようなことが日々続くと、親は子どもに注意をすることができず、生活の夜型化による睡眠障害、遅刻の常習化、不登校化などの弊害を引き起こす恐れがある。 However, even if the technology described in Patent Document 3 is used, the child is turned off late at night and the smartphone is used in the futon, or the smartphone is placed on a desk or bed. It may not be possible to detect that you are using a smartphone. If this continues every day, parents cannot pay attention to their children, which may cause adverse effects such as sleep disturbance due to the night-type of life, regularization of late arrival, and school refusal.
 本発明は、このような問題を解決するために成されたものであり、子どもが夜遅くまでスマホを使用している状態をできるだけ漏れなく検出して親に通知することができるようにすることを目的とする。 The present invention has been made to solve such a problem, and enables a child to detect a state of using a smartphone until late at night and notify the parent as much as possible. With the goal.
 上記した課題を解決するために、本発明では、寝具の使用状態、周囲の照度および携帯端末の使用状態に基づいて、携帯端末の保有者が寝具上で就寝しているか否かを判定し、その判定結果を、携帯端末の保有者以外の第三者に報知するようにしている。 In order to solve the above-described problem, in the present invention, based on the use state of the bedding, the ambient illuminance, and the use state of the mobile terminal, it is determined whether or not the owner of the mobile terminal is sleeping on the bedding, The determination result is notified to a third party other than the owner of the portable terminal.
 上記のように構成した本発明によれば、寝具の使用状態、周囲の照度および携帯端末の使用状態の3つの要素から、携帯端末の保有者が寝具上で携帯端末を使用した状態で起きているか否かが総合的に判定されるので、携帯端末の保有者である子どもが夜遅くまで寝具上で携帯端末を使用している状態をできるだけ漏れなく検出して、第三者である親に報知することができる。 According to the present invention configured as described above, the owner of the mobile terminal wakes up using the mobile terminal on the bedding from the three elements of the usage state of the bedding, the ambient illuminance, and the usage state of the mobile terminal. Since it is determined comprehensively whether the child who is the owner of the mobile device is using the mobile device on the bedding until late at night, Can be notified.
本実施形態による就寝状態検出システムの全体構成例を示す図である。It is a figure which shows the example of whole structure of the sleeping state detection system by this embodiment. 本実施形態による就寝状態検出システムの機能構成例を示すブロック図である。It is a block diagram which shows the function structural example of the sleeping state detection system by this embodiment. 本実施形態による就寝状態検出システムの動作例を示すフローチャートである。It is a flowchart which shows the operation example of the sleeping state detection system by this embodiment.
 以下、本発明の一実施形態を図面に基づいて説明する。図1は、本実施形態による就寝状態検出システムの全体構成例を示す図である。図1に示すように、本実施形態の就寝状態検出システムは、就寝状態の検出対象である子どもが保有するスマートフォン等の子供用携帯端末100と、子どもが使用する寝具(例えば、ベッド)600に設置されるセンサ装置200と、無線LANのアクセスポイント300と、就寝状態の報知対象である親が保有するスマートフォン等の親用携帯端末400とを備えて構成されている。 Hereinafter, an embodiment of the present invention will be described with reference to the drawings. FIG. 1 is a diagram illustrating an example of the overall configuration of a sleeping state detection system according to the present embodiment. As shown in FIG. 1, the sleeping state detection system according to the present embodiment includes a child portable terminal 100 such as a smartphone held by a child who is a sleeping state detection target, and a bedding (e.g., bed) 600 used by the child. The apparatus includes a sensor device 200 to be installed, a wireless LAN access point 300, and a parent portable terminal 400 such as a smartphone held by a parent who is a notification target of a sleeping state.
 センサ装置200は、後述する各種センサと、Bluetooth(登録商標。以下同様)による無線通信機能と、無線LANによる無線通信機能とを備えている。子供用携帯端末100とセンサ装置200との間は、Bluetoothにより無線接続されている。また、センサ装置200と親用携帯端末400との間は、アクセスポイント300を介して無線LANにより無線接続されている。 The sensor device 200 includes various sensors described later, a wireless communication function using Bluetooth (registered trademark, the same applies hereinafter), and a wireless communication function using a wireless LAN. The child portable terminal 100 and the sensor device 200 are wirelessly connected by Bluetooth. Further, the sensor device 200 and the parent portable terminal 400 are wirelessly connected via a wireless LAN via the access point 300.
 図2は、本実施形態による就寝状態検出システムの機能構成例を示すブロック図である。図2に示すように、子供用携帯端末100は、その機能構成として、携帯端末使用状態検出部11を備えている。また、センサ装置200は、その機能構成として、寝具使用状態検出部21、照度検出部22、就寝判定部23、報知部24および通知部25を備えている。 FIG. 2 is a block diagram illustrating a functional configuration example of the sleeping state detection system according to the present embodiment. As shown in FIG. 2, the child portable terminal 100 includes a portable terminal use state detecting unit 11 as a functional configuration. Moreover, the sensor apparatus 200 is provided with the bedding use state detection part 21, the illumination intensity detection part 22, the bedtime determination part 23, the alerting | reporting part 24, and the notification part 25 as the function structure.
 子供用携帯端末100が備える携帯端末使用状態検出部11は、例えば、子供用携帯端末100にインストールされたアプリケーションソフトウェアによって構成される。すなわち、子供用携帯端末100は、CPU、RAM、ROMなどを有するマイコンを備えて構成され、携帯端末使用状態検出部11の機能は、ハードディスクまたは半導体メモリ等の記録媒体に記憶されたプログラムをマイコンが処理することによって実現される。 The mobile terminal use state detection unit 11 included in the child mobile terminal 100 is configured by application software installed in the child mobile terminal 100, for example. That is, the child portable terminal 100 is configured to include a microcomputer having a CPU, a RAM, a ROM, and the like, and the function of the portable terminal use state detecting unit 11 is a program stored in a recording medium such as a hard disk or a semiconductor memory. Is realized by processing.
 また、センサ装置200が備える各機能ブロック21~25は、ハードウェア、DSP(Digital Signal Processor)、ソフトウェアの何れによっても構成することが可能である。例えばソフトウェアによって構成する場合、上記各機能ブロック21~25は、実際にはCPU、RAM、ROMなどを有するマイコンを備えて構成され、RAMやROM、ハードディスクまたは半導体メモリ等の記録媒体に記憶されたプログラムが動作することによって実現される。 The functional blocks 21 to 25 included in the sensor device 200 can be configured by any of hardware, DSP (Digital Signal Processor), and software. For example, when configured by software, each of the functional blocks 21 to 25 is actually configured by including a microcomputer having a CPU, a RAM, a ROM, and the like, and is stored in a recording medium such as a RAM, a ROM, a hard disk, or a semiconductor memory. This is realized by the program running.
 携帯端末使用状態検出部11は、子供用携帯端末100の使用状態を検出する。例えば、携帯端末使用状態検出部11は、子供用携帯端末100のCPU使用率を携帯端末使用状態情報として逐次検出する。そして、検出したCPU使用率情報を、Bluetoothを介してセンサ装置200の就寝判定部23に逐次供給する。 The mobile terminal usage state detection unit 11 detects the usage state of the child mobile terminal 100. For example, the mobile terminal usage state detection unit 11 sequentially detects the CPU usage rate of the child mobile terminal 100 as mobile terminal usage state information. Then, the detected CPU usage rate information is sequentially supplied to the sleep determination unit 23 of the sensor device 200 via Bluetooth.
 子どもが子供用携帯端末100を使用していると、その使用状態に応じて、CPU使用率の値が変動する。一方、子どもが子供用携帯端末100を使用していない場合は、CPU使用率はほぼ一定の値で安定している。よって、CPU使用率の値は、子供用携帯端末100の使用状態を表す情報と言える。 When the child uses the child portable terminal 100, the CPU usage rate varies depending on the usage state. On the other hand, when the child does not use the child portable terminal 100, the CPU usage rate is stable at a substantially constant value. Therefore, it can be said that the value of the CPU usage rate is information indicating the usage state of the child portable terminal 100.
 なお、ここではCPU使用率を検出しているが、本発明はこれに限定されない。例えば、携帯端末使用状態検出部11は、子供用携帯端末100のメモリ使用率を検出するようにしてもよい。あるいは、携帯端末使用状態検出部11は、通信のトラフィック量を検出するようにしてもよい。この他、子供用携帯端末100の使用の有無に応じて値が変わる情報であれば、携帯端末使用状態検出部11の検出対象として適用することが可能である。 Note that although the CPU usage rate is detected here, the present invention is not limited to this. For example, the mobile terminal usage state detection unit 11 may detect the memory usage rate of the child mobile terminal 100. Or you may make it the portable terminal use condition detection part 11 detect the traffic amount of communication. In addition, any information whose value changes depending on whether or not the child mobile terminal 100 is used can be applied as a detection target of the mobile terminal use state detection unit 11.
 寝具使用状態検出部21は、子どもによるベッド600の使用状態を検出する。この寝具使用状態検出部21は、例えば振動センサを備え、センサ装置200が設置されたベッド600の振動を寝具使用状態情報として検出する。そして、寝具使用状態検出部21は、振動センサにより検出された振動情報を就寝判定部23に逐次供給する。 The bedding usage state detection unit 21 detects the usage state of the bed 600 by a child. The bedding use state detection unit 21 includes, for example, a vibration sensor, and detects vibration of the bed 600 in which the sensor device 200 is installed as bedding use state information. Then, the bedding use state detection unit 21 sequentially supplies the vibration information detected by the vibration sensor to the sleep determination unit 23.
 ここで、子どもがベッド600に寝ながら子供用携帯端末100を使用していると、そのときの身体の動きがベッド600に伝わってベッド600が振動し、その振動が振動センサにより検出される。一方、子どもがベッド600を使用していない場合は、振動センサの出力値はゼロとなる。よって、振動センサにより検出される振動情報は、ベッド600の使用状態を表す情報と言える。 Here, when the child is using the child portable terminal 100 while sleeping on the bed 600, the movement of the body at that time is transmitted to the bed 600, and the bed 600 vibrates, and the vibration is detected by the vibration sensor. On the other hand, when the child is not using the bed 600, the output value of the vibration sensor is zero. Therefore, it can be said that the vibration information detected by the vibration sensor is information indicating the use state of the bed 600.
 なお、子どもがベッド600で睡眠している場合も、振動センサの出力値はゼロとなる。振動情報がセロ値を示す場合は、後述する就寝判定部23によって子どもはベッド600で起きているとは判定されない。よって、ベッド600を使用していても、睡眠しているときに振動情報(寝具使用状態情報)がセロ値を示すことに特に問題はない。 Note that even when the child is sleeping in the bed 600, the output value of the vibration sensor is zero. When the vibration information indicates a sero value, the sleep determination unit 23 described later does not determine that the child is awake in the bed 600. Therefore, even when the bed 600 is used, there is no particular problem in that the vibration information (bedding use state information) indicates a sero value when sleeping.
 ここでは、ベッド600の使用状態を検出するために振動センサを用いているが、本発明はこれに限定されない。例えば、寝具使用状態検出部21が圧力センサを備え、当該圧力センサにより検出される圧力情報を、ベッド600の使用状態を表す寝具使用状態情報として就寝判定部23に供給するようにしてもよい。この他、ベッド600の使用の有無に応じて値が変わる情報であれば、寝具使用状態検出部21の検出対象として適用することが可能である。 Here, the vibration sensor is used to detect the use state of the bed 600, but the present invention is not limited to this. For example, the bedding use state detection unit 21 may include a pressure sensor, and pressure information detected by the pressure sensor may be supplied to the sleep determination unit 23 as bedding use state information representing the use state of the bed 600. In addition, any information whose value changes depending on whether or not the bed 600 is used can be applied as a detection target of the bedding use state detection unit 21.
 照度検出部22は、例えば照度センサを備え、センサ装置200が設置されているベッド600の周囲の照度を検出する。照度センサが検出する照度は、ベッド600が置かれた子ども部屋の照明の点灯状態によって変動する。あるいは、子どもがセンサ装置200の近くで子供用携帯端末100を使用している場合、照度センサが検出する照度は、子供用携帯端末100のディスプレイの表示状態によっても変動し得る。照度検出部22は、検出した照度情報を就寝判定部23に逐次供給する。 The illuminance detection unit 22 includes an illuminance sensor, for example, and detects the illuminance around the bed 600 where the sensor device 200 is installed. The illuminance detected by the illuminance sensor varies depending on the lighting state of the child room where the bed 600 is placed. Alternatively, when the child uses the child portable terminal 100 near the sensor device 200, the illuminance detected by the illuminance sensor may vary depending on the display state of the display of the child portable terminal 100. The illuminance detection unit 22 sequentially supplies the detected illuminance information to the sleep determination unit 23.
 就寝判定部23は、携帯端末使用状態検出部11により検出される子供用携帯端末100の使用状態を表す携帯端末使用状態情報(例えば、CPU使用率情報)、寝具使用状態検出部21により検出されるベッド600の使用状態を表す寝具使用状態情報(例えば、振動情報)、照度検出部22により検出されるベッド600の周囲の照度を表す照度情報に基づいて、子供用携帯端末100の保有者である子どもがベッド600上で就寝しているか否かを判定する。 The sleeping determination unit 23 is detected by the mobile terminal usage state information (for example, CPU usage rate information) indicating the usage state of the child mobile terminal 100 detected by the mobile terminal usage state detection unit 11, and the bedding usage state detection unit 21. Based on bedding use state information (for example, vibration information) indicating the use state of the bed 600 and the illuminance information indicating the illuminance around the bed 600 detected by the illuminance detection unit 22. It is determined whether or not a child is sleeping on the bed 600.
 具体的には、就寝判定部23は、情報取得部23aおよび情報分析部23bを備えている。情報取得部23aは、子供用携帯端末100の使用状態を表す携帯端末使用状態情報(CPU使用率情報)、ベッド600の使用状態を表す寝具使用状態情報(振動情報)、周囲の照度を表す照度情報の3つを1つの情報セットとして、当該情報セットを所定の時間間隔(例えば、30秒間隔)で繰り返し取得する。 Specifically, the sleep determination unit 23 includes an information acquisition unit 23a and an information analysis unit 23b. The information acquisition unit 23a includes mobile terminal usage state information (CPU usage rate information) that indicates the usage state of the child mobile terminal 100, bedding usage state information (vibration information) that indicates the usage state of the bed 600, and illuminance that represents ambient illuminance. Three pieces of information are taken as one information set, and the information set is repeatedly acquired at a predetermined time interval (for example, every 30 seconds).
 情報分析部23bは、携帯端末使用状態検出部11、寝具使用状態検出部21および照度検出部22のそれぞれから情報取得部23aによって取得された携帯端末使用状態情報、寝具使用状態情報および照度情報を3軸とする3次元主成分分析を行い、少なくとも第1主成分の情報に基づいて、子供用携帯端末100の保有者である子どもがベッド600上で就寝しているか否かを判定する。 The information analysis unit 23b receives the mobile terminal use state information, the bedding use state information, and the illuminance information acquired by the information acquisition unit 23a from each of the mobile terminal use state detection unit 11, the bedding use state detection unit 21, and the illuminance detection unit 22. A three-dimensional principal component analysis with three axes is performed, and it is determined whether or not the child who is the owner of the child portable terminal 100 is sleeping on the bed 600 based on at least the information of the first principal component.
 例えば、情報分析部23bは、携帯端末使用状態情報をX軸、寝具使用状態情報をY軸、照度情報をZ軸とする3次元座標上に、30秒毎に取得される各値をプロットする。そして、値の分散が最も大きくなる方向に軸をとり、これを第1主成分とする。また、その軸に直交する2つの方向に残り2つの軸をとり、分散が大きい順に第2主成分、第3主成分とする。 For example, the information analysis unit 23b plots each value acquired every 30 seconds on a three-dimensional coordinate having the mobile terminal use state information as the X axis, the bedding use state information as the Y axis, and the illuminance information as the Z axis. . Then, an axis is taken in the direction in which the variance of values becomes the largest, and this is taken as the first main component. Further, the remaining two axes are taken in two directions orthogonal to the axis, and the second main component and the third main component are set in descending order of dispersion.
 ここで、第1~第3の主成分は、携帯端末使用状態情報、寝具使用状態情報、照度情報の3つを変数とし、主成分負荷量を重み付け係数として用いたn×3の行列式(nは30秒毎に取得した情報セットの数)により求めることが可能である。このとき、行列の各要素に対して付与する重み付け係数は、行列の各主成分に対応した固有値を計算することで求める。固有値は、主成分の分散に対応しており、その主成分がどの程度元の情報を保持しているかを表す値である。行列の固有値を重み付け係数とすることで、分散が最大化されるために第1主成分が確定し、それに直交する形で第2主成分および第3主成分が確定する。 Here, the first to third principal components are n × 3 determinants using the mobile terminal usage state information, the bedding usage state information, and the illuminance information as variables and the principal component load amount as a weighting coefficient ( n can be obtained from the number of information sets acquired every 30 seconds. At this time, the weighting coefficient assigned to each element of the matrix is obtained by calculating eigenvalues corresponding to the principal components of the matrix. The eigenvalue corresponds to the variance of the principal component and is a value representing how much the principal component holds the original information. By using the eigenvalue of the matrix as a weighting coefficient, the first principal component is determined because the variance is maximized, and the second principal component and the third principal component are determined in a form orthogonal thereto.
 情報分析部23bは、第1主成分から第3主成分の値を確定した後、それらの値と所定の閾値とを比較することにより、子どもが就寝しているか否かを判定する。例えば、情報分析部23bは、第1主成分の値が第1の閾値よりも大きいか否かによって、子どもの就寝状態を判定する。具体的には、第1主成分の値が第1の閾値よりも大きい場合に、子どもが起きていると判定する。この場合に用いる第1の閾値は、経験則的あるいは実験的に求めた固定値としてもよいし、機械学習によって変動する可変値としてもよい。 The information analysis unit 23b determines whether or not the child is sleeping by determining the values of the first principal component to the third principal component and then comparing these values with a predetermined threshold value. For example, the information analysis unit 23b determines the sleeping state of the child depending on whether or not the value of the first principal component is greater than the first threshold value. Specifically, when the value of the first principal component is larger than the first threshold, it is determined that the child is waking up. The first threshold value used in this case may be a fixed value obtained empirically or experimentally, or may be a variable value that varies by machine learning.
 機械学習によって第1の閾値を可変設定する場合、例えば次のように処理することが可能である。すなわち、第1主成分の値を複数日に渡って累積し、その分布をk-means法などのクラスタリング法によって二分する値に設定する。もしくは、アクチグラフなどの睡眠覚醒状態をモニターできる別の情報をもとに、その状態を最も反映し得る第1主成分の値を機械学習により見出し、閾値とするといった方法である。 When the first threshold is variably set by machine learning, for example, the following processing can be performed. That is, the value of the first principal component is accumulated over a plurality of days, and the distribution is set to a value that is bisected by a clustering method such as the k-means method. Alternatively, based on other information that can monitor the sleep / wake state such as an actigraph, the value of the first principal component that can most reflect the state is found by machine learning and set as a threshold value.
 なお、ここでは第1主成分と第1の閾値との比較により子どもの就寝状態を判定する例について説明したが、本発明はこれに限定されない。例えば、第1主成分と第1の閾値との比較に加え、第2主成分と第2の閾値との比較および第3主成分と第3の閾値との比較のうち少なくとも一方を行って、それらの比較結果に基づいて子どもの就寝状態を判定するようにしてもよい。例えば、全ての主成分の値が閾値より大きくなっているときに、子どもが起きていると判定するといった具合である。 In addition, although the example which determines the sleeping state of a child by comparing with a 1st main component and a 1st threshold value was demonstrated here, this invention is not limited to this. For example, in addition to the comparison between the first principal component and the first threshold, at least one of the comparison between the second principal component and the second threshold and the comparison between the third principal component and the third threshold is performed, You may make it determine a sleeping state of a child based on those comparison results. For example, when all the principal component values are larger than the threshold, it is determined that the child is awake.
 報知部24は、就寝判定部23による判定結果を、アクセスポイント300を介して親用携帯端末400に報知する。報知を行うタイミングは、任意に設計することが可能である。例えば、報知部24は、親がセンサ装置200に対してあらかじめ設定した時刻よりも遅くまでベッド600上で起きていることが就寝判定部23により判定された場合に、その判定結果を親用携帯端末400に報知する。 The alerting | reporting part 24 alert | reports the determination result by the bedtime determination part 23 to the parent portable terminal 400 via the access point 300. FIG. The timing for performing the notification can be arbitrarily designed. For example, when the sleep determination unit 23 determines that the parent is awake on the bed 600 later than the time set in advance for the sensor device 200 by the parent, the notification unit 24 displays the determination result for the parent mobile phone. Notify the terminal 400.
 具体的には、就寝判定部23を常時動作させ、あらかじめ設定した時刻以降に子どもが起きていることが判定された場合に、その旨を報知部24が親用携帯端末400に報知する。なお、あらかじめ設定した時刻以降か否かは、センサ装置200が備える時計により判定することが可能である。あるいは、あらかじめ設定した時刻になったときに就寝判定部23を起動し、子どもが起きていることが判定された場合に報知を行うようにしてもよい。 Specifically, the sleep determination unit 23 is always operated, and when it is determined that a child is waking up after a preset time, the notification unit 24 notifies the parent portable terminal 400 of that fact. Whether the time is after a preset time can be determined by a clock provided in the sensor device 200. Alternatively, the bedtime determination unit 23 may be activated when the preset time is reached, and notification may be performed when it is determined that the child is awake.
 この報知を受けた親は、子どもに対して子供用携帯端末100の利用を中止するように注意するなどの適切な対応をとることが可能となる。 The parent who has received this notification can take an appropriate action such as cautioning the child to stop using the mobile terminal 100 for children.
 通知部25は、あらかじめ設定した時刻以降に子どもが起きていることが就寝判定部23により判定された場合、翌日の上記あらかじめ設定した時刻(第1の設定時刻とする)またはそれより所定時間だけ早い時刻(第2の設定時刻とする)に、子供用携帯端末100の使用を控えることを促す通知を子供用携帯端末100に対して行う。 When the bedtime determination unit 23 determines that the child has been woken up after a preset time, the notification unit 25 sets the preset time (the first set time) on the next day or a predetermined time thereafter. At an early time (second set time), a notification that prompts the user to refrain from using the child portable terminal 100 is sent to the child portable terminal 100.
 例えば、第1の設定時刻よりも遅くまで子どもが起きていることが就寝判定部23により最初に判定された場合、就寝判定部23は、通知部25に通知フラグを設定する。通知部25は、第2の設定時刻になったときに、通知フラグが設定されているか否かを判定し、設定されている場合に、子供用携帯端末100の使用を控えることを促す通知を子供用携帯端末100に対して行う。 For example, when the sleep determination unit 23 first determines that the child is awake until later than the first set time, the sleep determination unit 23 sets a notification flag in the notification unit 25. The notification unit 25 determines whether or not the notification flag is set when the second set time is reached, and when it is set, the notification unit 25 notifies the user to refrain from using the child portable terminal 100. This is performed for the child portable terminal 100.
 これにより、就寝判定部23によって通知フラグが設定された日の翌日以降は、第2の設定時刻になると、子供用携帯端末100の使用を控えることを促す通知が通知部25により子供用携帯端末100に対して送られるようになる。この通知を受けた子どもは、時間を忘れて子供用携帯端末100の使用に没頭していても、通知を受けて使用を中止しようという意識を働かせることができ、また実際に使用を中止することができる。 As a result, after the day after the day when the notification flag is set by the bedtime determination unit 23, a notification prompting the user to refrain from using the child mobile terminal 100 is sent by the notification unit 25 at the second set time. 100 will be sent. Even if children who have received this notification have forgotten their time and are immersed in the use of the mobile device 100 for children, they can use the notification to stop using it and actually stop using it. Can do.
 なお、通知部25による子供用携帯端末100への通知は、第2の設定時刻において子どもが起きていることが就寝判定部23により判定された場合、つまり、第2の設定時刻において子どもがベッド600に居ながら子供用携帯端末100を使用していることが検出されている場合に限って行うようにしてもよい。 Note that the notification to the child portable terminal 100 by the notification unit 25 is made when the bedtime determination unit 23 determines that the child is waking up at the second set time, that is, the child is in bed at the second set time. It may be performed only when it is detected that the mobile terminal 100 for children is being used while in 600.
 上述の報知部24は、第1の設定時刻より遅くまで子どもが起きていることが就寝判定部23により最初に判定された日には親用携帯端末400に対する報知は行わず、その翌日の第2の設定時刻に、通知部25により子供用携帯端末100に対する通知を行ったにもかかわらず、その後の第1の設定時刻以降まで子どもが起きていることが就寝判定部23により判定された場合に、その旨を報知部24が親用携帯端末400に報知するようにしてもよい。 The above-described notification unit 24 does not notify the parent portable terminal 400 on the day when the sleeping determination unit 23 first determines that the child is awake until later than the first set time, Even when the notification unit 25 notifies the child mobile terminal 100 at the set time 2, the bedtime determination unit 23 determines that the child is awake until the first set time thereafter. In addition, the notification unit 24 may notify the parent portable terminal 400 to that effect.
 このようにすれば、最初から親が子どもに介入するのではなく、まずは就寝状態検出システムから子どもに対して子供用携帯端末100の使用の中止を勧告し、それでも夜遅くまで子供用携帯端末100の使用を止めない場合に、親が子どもに介入するようにすることができる。 In this way, the parent does not intervene in the child from the beginning, but first the child's mobile terminal 100 is advised to stop using the child mobile terminal 100 from the sleeping state detection system to the child, and still until late at night. Parents can intervene in their children if they do not stop using it.
 図3は、上記のように構成した本実施形態による就寝状態検出システムの動作例を示すフローチャートである。なお、図3に示すフローチャートは、センサ装置200の電源がオンとされている間は繰り返し実行されているものとする。 FIG. 3 is a flowchart showing an operation example of the sleeping state detection system according to the present embodiment configured as described above. Note that the flowchart shown in FIG. 3 is repeatedly executed while the power of the sensor device 200 is turned on.
 まず、就寝判定部23は、センサ装置200が備える時計を参照することにより、第2の設定時刻になったか否かを判定する(ステップS1)。第2の設定時刻になっていない場合は、ステップS1の判定処理を繰り返す。一方、第2の設定時刻になった場合、就寝判定部23は、通知部25に通知フラグが設定されているか否かを判定する(ステップS2)。ここで、通知部25に通知フラグが設定されていない場合、処理はステップS7に遷移する。 First, the bedtime determination unit 23 determines whether or not the second set time has come by referring to a clock provided in the sensor device 200 (step S1). If it is not the second set time, the determination process in step S1 is repeated. On the other hand, when the second set time is reached, the sleep determination unit 23 determines whether or not a notification flag is set in the notification unit 25 (step S2). If the notification flag is not set in the notification unit 25, the process proceeds to step S7.
 一方、通知部25に通知フラグが設定されている場合、就寝判定部23の情報取得部23aは、携帯端末使用状態検出部11、寝具使用状態検出部21および照度検出部22のそれぞれから携帯端末使用状態情報、寝具使用状態情報および照度情報を30秒間隔でnセット取得する(ステップS3)。そして、情報分析部23bは、当該取得された情報を用いて3次元主成分分析を行い(ステップS4)、子どもがベッド600上で起きているか否かを判定する(ステップS5)。 On the other hand, when the notification flag is set in the notification unit 25, the information acquisition unit 23 a of the sleep determination unit 23 receives the mobile terminal from each of the mobile terminal use state detection unit 11, the bedding use state detection unit 21, and the illuminance detection unit 22. N sets of usage state information, bedding usage state information, and illuminance information are acquired at 30-second intervals (step S3). Then, the information analysis unit 23b performs a three-dimensional principal component analysis using the acquired information (Step S4), and determines whether or not the child is awake on the bed 600 (Step S5).
 ここで、子どもがベッド600上で起きていないと判定された場合、図3に示すフローチャートの処理は終了する。一方、子どもがベッド600上で起きていると就寝判定部23にて判定された場合、通知部25は、子供用携帯端末100の使用を控えることを促す通知を子供用携帯端末100に対して行う(ステップS6)。その後、就寝判定部23は、第1の設定時刻になったか否かを判定する(ステップS7)。第1の設定時刻になっていない場合は、ステップS7の判定処理を繰り返す。 Here, when it is determined that the child does not get up on the bed 600, the process of the flowchart shown in FIG. 3 ends. On the other hand, when the sleep determination unit 23 determines that the child is awake on the bed 600, the notification unit 25 notifies the child mobile terminal 100 of a notification to refrain from using the child mobile terminal 100. It performs (step S6). Thereafter, the bedtime determination unit 23 determines whether or not the first set time has come (step S7). If it is not the first set time, the determination process in step S7 is repeated.
 一方、第1の設定時刻になった場合、就寝判定部23の情報取得部23aは、携帯端末使用状態検出部11、寝具使用状態検出部21および照度検出部22のそれぞれから携帯端末使用状態情報、寝具使用状態情報および照度情報を30秒間隔でnセット取得する(ステップS8)。そして、情報分析部23bは、当該取得された情報を用いて3次元主成分分析を行い(ステップS9)、子どもがベッド600上で起きているか否かを判定する(ステップS10)。 On the other hand, when the first set time is reached, the information acquisition unit 23a of the sleeping determination unit 23 receives the mobile terminal usage state information from the mobile terminal usage state detection unit 11, the bedding usage state detection unit 21, and the illuminance detection unit 22, respectively. Then, n sets of bedding usage state information and illuminance information are acquired at 30-second intervals (step S8). Then, the information analysis unit 23b performs a three-dimensional principal component analysis using the acquired information (step S9), and determines whether or not the child is awake on the bed 600 (step S10).
 ここで、子どもがベッド600上で起きていないと判定された場合、図3に示すフローチャートの処理は終了する。一方、子どもがベッド600上で起きていると判定された場合、就寝判定部23は、通知部25に通知フラグが設定済みか否かを判定する(ステップS11)。通知フラグが設定済みの場合、ステップS6において第2の設定時刻に子供用携帯端末100に対する通知を行ったにもかかわらず、その後の第1の設定時刻になっても子供用携帯端末100の使用を止めていないことを意味する。この場合、報知部24は、就寝判定部23による判定結果、つまり子どもがベッド600で子供用携帯端末100を使用して起きていることを親用携帯端末400に報知する(ステップS12)。これにより、図3に示すフローチャートの処理は終了する。 Here, when it is determined that the child does not get up on the bed 600, the process of the flowchart shown in FIG. 3 ends. On the other hand, when it is determined that the child is awake on the bed 600, the sleep determination unit 23 determines whether a notification flag has been set in the notification unit 25 (step S11). When the notification flag has been set, the child mobile terminal 100 is used even at the first set time after the notification to the child mobile terminal 100 at the second set time in step S6. Means not stopping. In this case, the alerting | reporting part 24 alert | reports to the parent portable terminal 400 that the determination result by the sleep determination part 23, ie, the child is waking up using the child portable terminal 100 in the bed 600 (step S12). Thereby, the process of the flowchart shown in FIG. 3 is completed.
 一方、通知フラグが設定済みの場合、就寝判定部23は、通知フラグを通知部25に設定する(ステップS13)。これにより、図3に示すフローチャートの処理は終了する。この場合、この日は親用携帯端末400に対する報知は行われないが、翌日も子どもが夜遅くまで子供用携帯端末100を使用していれば、ステップS12で親用携帯端末400に対する報知が行われる。 On the other hand, when the notification flag has been set, the sleep determination unit 23 sets the notification flag in the notification unit 25 (step S13). Thereby, the process of the flowchart shown in FIG. 3 is completed. In this case, the notification to the parent portable terminal 400 is not performed on this day, but if the child is using the child portable terminal 100 until late at night, the notification to the parent portable terminal 400 is performed in step S12. Is called.
 以上詳しく説明したように、本実施形態では、子供用携帯端末100の使用状態、ベッド600の使用状態およびベッド600の周囲の照度に基づいて、子供用携帯端末100の保有者である子どもがベッド600上で就寝しているか否かを判定し、その判定結果を、親用携帯端末400に報知するようにしている。 As described above in detail, in the present embodiment, the child who is the owner of the child mobile terminal 100 is based on the use state of the child mobile terminal 100, the use state of the bed 600, and the illuminance around the bed 600. It is determined whether or not the user is sleeping on 600 and the determination result is notified to the parent portable terminal 400.
 このように構成した本実施形態によれば、子供用携帯端末100の使用状態、ベッド600の使用状態、周囲の照度の3つの要素から、子どもがベッド600上で子供用携帯端末100を使用した状態で起きているか否かが総合的に判定されるので、子どもが夜遅くまでベッド600上で子供用携帯端末100を使用している状態をできるだけ漏れなく検出して、親に報知することができる。この報知を受けた親は、適切なタイミングで子どもに注意をするなどの介入をすることができる。 According to the present embodiment configured as described above, the child uses the child portable terminal 100 on the bed 600 from the three elements of the use state of the child portable terminal 100, the use state of the bed 600, and the ambient illuminance. Since it is determined comprehensively whether or not it is happening in the state, it is possible to detect the state that the child is using the child portable terminal 100 on the bed 600 until late at night as much as possible and notify the parent. it can. The parent who has received this notification can intervene such as paying attention to the child at an appropriate timing.
 なお、上記実施形態では、センサ装置200が振動センサおよび照度センサを備える構成例について説明したが、本発明はこれに限定されない。例えば、センサ装置200とは別体として振動センサおよび照度センサを設け、これらで検出した振動情報および照度情報を、寝具使用状態検出部21および照度検出部22が入力するようにしてもよい。 In addition, although the sensor apparatus 200 demonstrated the structural example provided with a vibration sensor and an illumination intensity sensor in the said embodiment, this invention is not limited to this. For example, a vibration sensor and an illuminance sensor may be provided separately from the sensor device 200, and the bedding usage state detection unit 21 and the illuminance detection unit 22 may input the vibration information and the illuminance information detected by these sensors.
 センサ装置200とは別体で照度センサを設ける場合、子供用携帯端末100に照度センサを取り付けて、子供用携帯端末100の周囲の照度を検出するようにしてもよい。このようにすれば、部屋の照明は消していても、子供用携帯端末100のディスプレイから発せられる光による照度を検出して照度情報を得ることが可能である。 When the illuminance sensor is provided separately from the sensor device 200, an illuminance sensor may be attached to the child portable terminal 100 to detect the illuminance around the child portable terminal 100. By doing this, it is possible to obtain illuminance information by detecting the illuminance by the light emitted from the display of the child portable terminal 100 even if the room is turned off.
 また、上記実施形態では、報知部24および通知部25の両方をセンサ装置200が備える構成について説明したが、本発明はこれに限定されない。例えば、通知部25を省略して報知部24のみ設けるようにしてもよい。この場合、就寝判定部23および報知部24の機能を、センサ装置200に代えて親用携帯端末400が備えるようにしてもよい。 Moreover, although the said embodiment demonstrated the structure with which both the alerting | reporting part 24 and the notification part 25 are provided in the sensor apparatus 200, this invention is not limited to this. For example, the notification unit 25 may be omitted and only the notification unit 24 may be provided. In this case, the parent portable terminal 400 may include the functions of the sleep determination unit 23 and the notification unit 24 instead of the sensor device 200.
 すなわち、携帯端末使用状態検出部11、寝具使用状態検出部21および照度検出部22により検出した携帯端末使用状態情報、寝具使用状態情報および照度情報をセンサ装置200から親用携帯端末400に逐次送信するようにする。そして、親用携帯端末400が備えた就寝判定部23がこれらの情報を取得して主成分分析を行い、子どもが就寝しているか否かを親用携帯端末400にて判定するようにしてもよい。 That is, the mobile terminal usage state detection unit 11, the bedding usage state detection unit 21, and the illuminance detection unit 22 sequentially transmit the mobile terminal usage state information, the bedding usage state information, and the illuminance information from the sensor device 200 to the parent mobile terminal 400. To do. Then, the sleeping determination unit 23 provided in the parent portable terminal 400 acquires these pieces of information and performs principal component analysis so that the parent portable terminal 400 determines whether or not the child is sleeping. Good.
 また、上記実施形態では、就寝状態検出システムの動作例として図3のフローチャートを示したが、本発明はこれに限定されない。すなわち、図3の例では、就寝判定部23、報知部24および通知部25の動作を第2の設定時刻以降にのみ実行している。これに対し、就寝判定部23の動作を常時行い、子どもが起きていると判定されたときに、それが第2の設定時刻か否か、および第1の設定時刻以降か否かを判定し、その判定結果に応じて通知部25および報知部24の動作を実行するようにしてもよい。 Moreover, in the said embodiment, although the flowchart of FIG. 3 was shown as an operation example of a sleeping state detection system, this invention is not limited to this. That is, in the example of FIG. 3, the operations of the bedtime determination unit 23, the notification unit 24, and the notification unit 25 are executed only after the second set time. On the other hand, the operation of the bedtime determination unit 23 is always performed, and when it is determined that the child is waking up, it is determined whether or not it is the second set time and after the first set time. The operations of the notification unit 25 and the notification unit 24 may be executed according to the determination result.
 その他、上記実施形態は、何れも本発明を実施するにあたっての具体化の一例を示したものに過ぎず、これによって本発明の技術的範囲が限定的に解釈されてはならないものである。すなわち、本発明はその要旨、またはその主要な特徴から逸脱することなく、様々な形で実施することができる。 In addition, each of the above-described embodiments is merely an example of implementation in carrying out the present invention, and the technical scope of the present invention should not be construed in a limited manner. That is, the present invention can be implemented in various forms without departing from the gist or the main features thereof.
 11 携帯端末使用状態検出部
 21 寝具使用状態検出部
 22 照度検出部
 23 就寝判定部
 24 報知部
 25 通知部
 100 子供用携帯端末
 200 センサ装置
 400 親用携帯端末
DESCRIPTION OF SYMBOLS 11 Portable terminal use state detection part 21 Bedding use state detection part 22 Illuminance detection part 23 Sleep determination part 24 Notification part 25 Notification part 100 Child portable terminal 200 Sensor apparatus 400 Parent portable terminal

Claims (12)

  1.  寝具の使用状態を検出する寝具使用状態検出部と、
     周囲の照度を検出する照度検出部と、
     携帯端末の使用状態を検出する携帯端末使用状態検出部と、
     上記寝具使用状態検出部により検出される上記寝具の使用状態、上記照度検出部により検出される上記周囲の照度、および上記携帯端末使用状態検出部により検出される上記携帯端末の使用状態に基づいて、上記携帯端末の保有者が就寝しているか否かを判定する就寝判定部と、
     上記就寝判定部による判定結果を、上記携帯端末の保有者以外の第三者に報知する報知部とを備えたことを特徴とする就寝状態検出システム。
    A bedding use state detection unit for detecting the use state of bedding;
    An illuminance detector that detects the illuminance of the surroundings;
    A mobile terminal usage state detection unit for detecting a mobile terminal usage state;
    Based on the use state of the bedding detected by the bedding use state detection unit, the ambient illuminance detected by the illuminance detection unit, and the use state of the mobile terminal detected by the mobile terminal use state detection unit A sleeping determination unit for determining whether the owner of the mobile terminal is sleeping;
    A sleep state detection system, comprising: a notification unit that notifies a determination result by the sleep determination unit to a third party other than the owner of the portable terminal.
  2.  上記報知部は、あらかじめ設定した第1の設定時刻よりも遅くまで上記携帯端末の保有者が起きていることが上記就寝判定部により判定された場合に、その判定結果を上記第三者に報知することを特徴とする請求項1に記載の就寝状態検出システム。 The notification unit notifies the third party of the determination result when the bedtime determination unit determines that the owner of the mobile terminal has been awakened after a preset first set time. The sleeping state detection system according to claim 1.
  3.  あらかじめ設定した第1の設定時刻よりも遅くまで上記携帯端末の保有者が起きていることが上記就寝判定部により判定された場合に、翌日の上記第1の設定時刻またはそれより所定時間だけ早い第2の設定時刻に、上記携帯端末の使用を控えることを促す通知を上記携帯端末に対して行う通知部を更に備えたことを特徴とする請求項1に記載の就寝状態検出システム。 When the bedtime determination unit determines that the owner of the portable terminal has occurred until later than the preset first set time, the first set time on the next day or a predetermined time earlier than that. The sleeping state detection system according to claim 1, further comprising a notification unit configured to notify the portable terminal of refraining from using the portable terminal at a second set time.
  4.  上記通知部は、上記第1の設定時刻または上記第2の設定時刻に上記携帯端末の保有者が起きていることが上記就寝判定部により判定された場合に限り、上記携帯端末の使用を控えることを促す通知を上記携帯端末に対して行うことを特徴とする請求項3に記載の就寝状態検出システム。 The notification unit refrains from using the portable terminal only when the sleeping determination unit determines that the owner of the portable terminal is awake at the first set time or the second set time. The sleep state detection system according to claim 3, wherein a notification that prompts the user is given to the portable terminal.
  5.  上記報知部は、上記通知部による通知が上記第2の設定時刻に行われた後、上記第1の設定時刻よりも遅くまで上記携帯端末の保有者が起きていることが上記就寝判定部により判定された場合に限り、その判定結果を上記第三者に報知することを特徴とする請求項3に記載の就寝状態検出システム。 After the notification by the notification unit is performed at the second set time, the notification unit determines that the owner of the mobile terminal is waking up later than the first set time by the sleep determination unit. The sleeping state detection system according to claim 3, wherein only when it is determined, the determination result is notified to the third party.
  6.  上記就寝判定部は、
     上記寝具の使用状態を表す寝具使用状態情報、上記周囲の照度を表す照度情報、および上記携帯端末の使用状態を表す携帯端末使用状態情報を所定の時間間隔で繰り返し取得する情報取得部と、
     上記情報取得部により取得された上記寝具使用状態情報、上記照度情報および上記携帯端末使用状態情報を3軸とする3次元主成分分析を行い、少なくとも第1主成分の情報に基づいて、上記携帯端末の保有者が就寝しているか否かを判定する情報分析部とを備えたことを特徴とする請求項1に記載の就寝状態検出システム。
    The sleep determination unit
    An information acquisition unit that repeatedly acquires bedding use state information indicating the use state of the bedding, illuminance information indicating the ambient illuminance, and mobile terminal use state information indicating the use state of the mobile terminal at predetermined time intervals;
    A three-dimensional principal component analysis is performed with the bedding use state information, the illuminance information, and the mobile terminal use state information acquired by the information acquisition unit as three axes, and the mobile device is based on at least the first principal component information. The sleeping state detection system according to claim 1, further comprising: an information analysis unit that determines whether or not the terminal owner is sleeping.
  7.  寝具使用状態検出部により検出された寝具の使用状態を表す寝具使用状態情報、照度検出部により検出された周囲の照度を表す照度情報、および携帯端末使用状態検出部により検出された携帯端末の使用状態を表す携帯端末使用状態情報を所定の時間間隔で繰り返し取得する情報取得部と、
     上記情報取得部により取得された上記寝具使用状態情報、上記照度情報および上記携帯端末使用状態情報に基づいて、上記携帯端末の保有者が就寝しているか否かを判定する情報分析部と、
     上記情報分析部による判定結果を、上記携帯端末の保有者以外の第三者に報知する報知部とを備えたことを特徴とする就寝状態検出装置。
    The bedding use state information indicating the use state of the bedding detected by the bedding use state detection unit, the illuminance information indicating the ambient illuminance detected by the illuminance detection unit, and the use of the mobile terminal detected by the mobile terminal use state detection unit An information acquisition unit that repeatedly acquires mobile terminal usage state information representing a state at a predetermined time interval;
    An information analysis unit that determines whether the owner of the mobile terminal is sleeping based on the bedding usage state information, the illuminance information, and the mobile terminal usage state information acquired by the information acquisition unit;
    A sleep state detection apparatus comprising: a notification unit that notifies a determination result by the information analysis unit to a third party other than the owner of the mobile terminal.
  8.  あらかじめ設定した第1の設定時刻よりも遅くまで上記携帯端末の保有者が起きていることが上記就寝判定部により判定された場合に、翌日の上記第1の設定時刻またはそれより所定時間だけ早い第2の設定時刻に、上記携帯端末の使用を控えることを促す通知を上記携帯端末に対して行う通知部を更に備えたことを特徴とする請求項7に記載の就寝状態検出装置。 When the bedtime determination unit determines that the owner of the portable terminal has occurred until later than the preset first set time, the first set time on the next day or a predetermined time earlier than that. The sleep state detection apparatus according to claim 7, further comprising a notification unit configured to notify the portable terminal of refraining from using the portable terminal at a second set time.
  9.  上記報知部は、上記通知部による通知が上記第2の設定時刻に行われた後、上記第1の設定時刻よりも遅くまで上記携帯端末の保有者が起きていることが上記就寝判定部により判定された場合に限り、その判定結果を上記第三者に報知することを特徴とする請求項8に記載の就寝状態検出装置。 After the notification by the notification unit is performed at the second set time, the notification unit determines that the owner of the mobile terminal is waking up later than the first set time by the sleep determination unit. The sleep state detection apparatus according to claim 8, wherein only when it is determined, the determination result is notified to the third party.
  10.  寝具使用状態検出部により検出された寝具の使用状態を表す寝具使用状態情報、照度検出部により検出された周囲の照度を表す照度情報、および携帯端末使用状態検出部により検出された携帯端末の使用状態を表す携帯端末使用状態情報を所定の時間間隔で繰り返し取得する情報取得手段、
     上記情報取得手段により取得された上記寝具使用状態情報、上記照度情報および上記携帯端末使用状態情報に基づいて、上記携帯端末の保有者が就寝しているか否かを判定する就寝判定手段、および
     上記就寝判定手段による判定結果を、上記携帯端末の保有者以外の第三者に報知する報知手段
    としてコンピュータを機能させるための就寝状態検出用プログラム。
    The bedding use state information indicating the use state of the bedding detected by the bedding use state detection unit, the illuminance information indicating the ambient illuminance detected by the illuminance detection unit, and the use of the mobile terminal detected by the mobile terminal use state detection unit Information acquisition means for repeatedly acquiring portable terminal usage state information representing a state at a predetermined time interval;
    Sleep determination means for determining whether the owner of the portable terminal is sleeping based on the bedding usage status information, the illuminance information, and the portable terminal usage status information acquired by the information acquisition means, and A sleeping state detection program for causing a computer to function as notification means for notifying a third party other than the owner of the portable terminal of a determination result by the sleeping determination means.
  11.  あらかじめ設定した第1の設定時刻よりも遅くまで上記携帯端末の保有者が起きていることが上記就寝判定手段により判定された場合に、翌日の上記第1の設定時刻またはそれより所定時間だけ早い第2の設定時刻に、上記携帯端末の使用を控えることを促す通知を上記携帯端末に対して行う通知手段
    としてコンピュータを更に機能させるための請求項10に記載の就寝状態検出用プログラム。
    When it is determined by the sleep determination means that the owner of the portable terminal has occurred until later than the first set time set in advance, the first set time on the next day or a predetermined time earlier than that. The sleeping state detection program according to claim 10, further causing the computer to function as a notification unit that notifies the portable terminal of refraining from using the portable terminal at a second set time.
  12.  上記報知手段は、上記通知部による通知が上記第2の設定時刻に行われた後、上記第1の設定時刻よりも遅くまで上記携帯端末の保有者が起きていることが上記就寝判定手段により判定された場合に限り、その判定結果を上記第三者に報知することを特徴とする請求項11に記載の就寝状態検出用プログラム。 The informing means determines that the owner of the portable terminal is waking up to a later time than the first set time after the notification by the notifying unit is performed at the second set time. The sleep state detection program according to claim 11, wherein only when it is determined, the determination result is notified to the third party.
PCT/JP2016/061685 2016-04-11 2016-04-11 Sleeping state detection system, sleeping state detection device, and sleeping state detection program WO2017179094A1 (en)

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