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JP2004081632A - Method and apparatus for monitoring human operating condition - Google Patents

Method and apparatus for monitoring human operating condition Download PDF

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Publication number
JP2004081632A
JP2004081632A JP2002247874A JP2002247874A JP2004081632A JP 2004081632 A JP2004081632 A JP 2004081632A JP 2002247874 A JP2002247874 A JP 2002247874A JP 2002247874 A JP2002247874 A JP 2002247874A JP 2004081632 A JP2004081632 A JP 2004081632A
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state
acceleration
magnitude
change
dynamic
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JP4214259B2 (en
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Takao Sugimoto
杉本 隆夫
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Nihon University
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Nihon University
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Abstract

【課題】静的状態か動的状態か、安定状態か危険状態か、さらに静的、動的の内容を精度よく自動的に判定することで、信頼性の高い動作状態監視システムを実現する。
【解決手段】加速度計で加速度を計測し、所定時間における各方向の加速度の変化の大きさにより静的状態か動的状態かを判定し、動的状態ではさらに加速度の変化の大きさにより安定状態か危険状態かを判定する。各方向の加速度の値により静的状態の姿勢を判定し、加速度の変化の大きさから波形解析により動的状態の動作状況を判定する。
【効果】高齢者等が安心して自由に行動でき、いざというときには、迅速な救援活動がなされ、介護者の負担が著しく軽減される。
【選択図】  図4
A highly reliable operation state monitoring system is realized by automatically and accurately determining a static state, a dynamic state, a stable state or a dangerous state, and furthermore, the contents of static and dynamic states.
Kind Code: A1 An acceleration is measured by an accelerometer, and it is determined whether the state is a static state or a dynamic state based on the magnitude of change in acceleration in each direction during a predetermined time. In the dynamic state, the state is further stabilized by the magnitude of change in acceleration. Determine whether the state is dangerous or dangerous. The posture in the static state is determined based on the value of the acceleration in each direction, and the operation state in the dynamic state is determined by waveform analysis from the magnitude of the change in acceleration.
[Effect] The elderly and the like can freely act with peace of mind, and in the event of an emergency, quick rescue activities are performed and the burden on the caregiver is significantly reduced.
[Selection diagram] Fig. 4

Description

【0001】
【発明の属する技術分野】
本発明は、人体にセンサを装着して、その人が静的状態にあるか動的状態にあるか、また危険状態にあるか安定状態にあるかを、さらにそれぞれの具体的状態を、より高精度に自動的に判定するための方法および装置に関するものである。
【0002】
【従来の技術】
少子高齢化が急速に進み、特に高齢者の介護は社会問題化している。要介護者の中には、外出すると行方不明になったり、急に倒れたりするおそれがあるため、外出時には付添いの必要な人達がいる。また、今は介護不要でも、身体の衰え等により自由な行動に自信が持てず、家に引きこもりがちな人達もいる。後者は要介護予備軍ともいわれ、近い将来、介護負担増大につながる人達である。
【0003】
このような人達が一人で外出し自由に行動できるようにして、生きる喜びを持たせ、特に後者の人達が再び社会に貢献できるようにすることは社会的な責務である。そのためには、人の動作状態を、プライバシーを保護しつつ監視し、危険な状態が予測され、あるいは危険な状態になったとき、直ちに救援に駆けつけることのできるシステムが必要である。
【0004】
そのシステムは従来から提案され、人体に装着してその人の動作状態を監視するためのセンサとしては、加速度計を使用したものが知られている。
日本機械学会誌 1996.1 Vol.101 No.950 p14〜16には、人体の腰部に2軸加速度センサを装着して、人の体軸方向および前後方向の加速度変化から、その人が立っているか、座っているか、臥しているか、歩行しているか、電車、自動車、自転車に乗車しているか等を判定することが示されている。
また特開平10−295649号公報には、3軸加速度センサを装着して、上下方向、前後方向、横方向の直交3軸の加速度変化から、歩行、走行、立位静止、転倒の各状態を判定することが示されている。
【0005】
【発明が解決しようとする課題】
上記公知文献の技術では、2軸あるいは3軸の加速度変化を測定しているが、人の具体的な動作状態、特に安定状態なのか危険状態なのかの判定精度が十分には得られず、また動的状態および静的状態の具体的な内容についての判定精度も十分には得られず、信頼性に問題が残されていた。
【0006】
そこで本発明が解決しようとする課題は、人体にセンサを装着して、その人が静的状態にあるか動的状態にあるかを、また安定状態であるか危険状態であるかを、さらに歩行、走行、階段昇降といった具体的な動的状態、立ち、しゃがみ、上向き臥せ、横向き臥せ、下向き臥せといった具体的な静的状態を精度よく自動的に判定することで、信頼性の高い動作状態監視システムを実現することである。
【0007】
【課題を解決するための手段】
上記課題を解決するための本発明法は、人体に加速度計を装着して、該加速度計により各測定軸から得られる加速度を測定し、所定時間における加速度の変化の大きさによって静的状態であるか動的状態であるかを判定し、動的状態と判定されたときは、さらに加速度の変化の大きさによって安定状態であるか危険状態であるかを判定することを特徴とする人の動作状態監視方法である。
【0008】
また、人体に3軸以上の測定軸を持つ加速時計を装着して、該加速度計により各測定軸から得られる加速度を測定し、所定時間における加速度の変化の大きさによって静的状態であるか動的状態であるかを判定し、動的状態と判定されたときは、さらに加速度の変化の大きさによって安定状態であるか危険状態であるかを判定するとともに、人体の転倒方向を推定することを特徴とする人の動作状態監視方法である。
【0009】
上記本発明法において、静的状態と判定されたときは、さらに加速度の値から静的状態の姿勢を判定し、動的状態と判定されたときは、さらに加速度の変化の大きさから波形解析により動作状況を判定することができる。
【0010】
上記課題を解決するための本発明装置は、人体に装着される端末機と監視センターに設置される監視機と端末機から監視機への無線通信手段からなり、端末機は加速度計と計測結果の送信手段とを有し、監視機は、端末機からの受信手段と、所定時間における加速度の変化の大きさによって静的状態であるか動的状態であるかを判定する機構、および加速度の変化の大きさによって安定状態であるか危険状態であるかを判定する機構を有することを特徴とする人の動作状態監視装置である。
【0011】
また、人体に装着される端末機と監視センターに設置される監視機と端末機から監視機への無線通信手段からなり、端末機は加速度計と計測結果を解析する携帯端末と解析結果の送信手段とを有し、監視機は端末機からの受信手段とホストコンピュータを有し、携帯端末とホストコンピュータが分担して、所定時間における加速度の変化の大きさによって静的状態であるか動的状態であるかを判定する機構、および加速度の変化の大きさによって安定状態であるか危険状態であるかを判定する機構を有することを特徴とする人の動作状態監視装置である。
【0012】
上記本発明装置において、さらに各測定軸から得られる加速度の変化の大きさから人体の転倒方向を推定する機構を有することができる。さらに加速度の値から静的状態の姿勢を判定する機構、および加速度の変化の大きさから波形解析により動的状態の動作状況を判定する機構を有することもできる。
【0013】
【発明の実施の形態】
本発明法は、人体に加速度計を装着し、各測定軸から得られる加速度の計測値を基に、その人の動作状態を判定する。判定では、まず所定時間における加速度の変化の大きさによって静的状態であるか動的状態であるかを判定し、ついで動的状態と判定されたときは、さらに加速度の変化に大きさによって安定状態であるか危険状態であるかを判定する。
【0014】
図1および図2の例では、人体に2軸加速度計2を装着し、測定軸として重力方向(Y軸方向)および重力方向に垂直な進行方向(X軸方向)をとり、各軸方向の加速度を測定している。
図3に測定例を示す。図3(a)はY方向の加速度、(b)はX方向の加速度である。両図において、Aは立って静止している状態、Bは走っている状態、Cは歩いている状態、Dは立ち止まっている状態、Eはしゃがみこむ状態、Fはしゃがんで静止している状態、Gは倒れこむ状態、Hはうつぶせに横たわっている状態である。
【0015】
このように、Y方向およびX方向の加速度は動作状態に応じて特有の変化を示す。A,D,F,Hの静的状態では小さく、B,C,E,Gの動的状態では大きいが、様々な動作状況に応じて、また個人差によって変化の仕方が異なる。
本発明では、まず所定時間におけるX方向およびY方向の加速度の変化の大きさによって、静的状態であるか動的状態であるかを判定する。
【0016】
そして、動的状態と判定されたとき、Gの倒れこむ状態のように危険状態であるか、Cの歩いている状態のような安定状態であるかをX方向の加速度の変化の大きさによって判定する。動的状態から静的状態に移行するときが危険状態となりやすい。危険状態と判定されたときは、図1および図2のように、家や病院等に置かれた監視機5から警報器10などで警報を発し、救援活動11を行うことができる。
【0017】
本発明法による判定の一例を図4のフローに示す。本例では、2軸加速度計で計測されるX軸およびY軸の加速度信号を5秒間にわたって取り込み、所定時間Δt におけるX方向の加速度の変化の大きさΔx/Δt およびY方向の加速度変化の大きさΔy/Δt が0.5G以下であれば静的状態、0.5超であれば動的状態と判定する。
【0018】
0.5超で動的状態と判定されたときは、さらに所定時間Δt におけるX方向の加速度の変化の大きさΔx/Δt が0.5G以上で、かつ所定時間Δt におけるX方向の加速度の変化の大きさΔx/Δt の絶対値が1G以上の場合、危険状態と判定し警報を発している。本例において、Δt 、Δt 、Δt はそれぞれ0.5秒、0.5秒、0.1秒としている。
【0019】
危険状態であるか安定状態であるかの判定は、本例のように、動的状態から静的状態に移行するときの加速度変化の大きい一つの測定軸の値に基づいて行うことができる。また本例のような2段階で行うことなく、1段階で行うこともできる。例えば後段のΔt におけるX方向の加速度の変化の大きさΔx/Δt の絶対値が1G以上であるか否かのみによって行うこともできる。
【0020】
また2軸加速度計からの加速度信号の取り込み時間、Δt 、Δt 、Δt の値、加速度の変化の大きさの基準値を、装着する各個人の特性や動作状態に応じて、適正な値に定めることにより、判定精度を高めることができる。適正値は個人毎のテストによって決めることができる。倒れるときのXY方向加速度データを採るのが好ましいが、高齢者等の弱者では、歩行状態で速度を変化させたり、立っている状態からしゃがむ場合のデータに基づいて定めることができる。
【0021】
また、図3の例では静的状態か動的状態かの判定を30分毎に行っているが、この判定間隔も、各個人や行動状況に応じて適宜設定することができる。例えば危険状態になりやすい人に対しては判定間隔を短縮することができる。
本発明法は、このように個々のケースに応じて適正な条件をあらかじめ定めることによって、多様な行動をとる様々な個人に適応できる高精度の判定を行うことができる。
【0022】
上記本発明法において、3軸以上の測定軸をもつ加速度計を装着し、各測定軸の加速度変化の大きさから、人体の転倒方向を推定することもできる。例えば3軸加速度計により、上記X方向およびY方向のほか横方向についても測定することで、前方に倒れたか、後方か、右方か、左方かが推定できる。
【0023】
また上記本発明法において、静的状態および動的状態の具体的内容を判定することができる。静的状態では、図6に示すように(a)立位、(b)座位、(c)しゃがみ位、(d)下向き臥位、(e)上向き臥位、(f)横向き臥位などの姿勢、動的状態では、図7のように(g)立ち止まり、(h)歩行、(i)走行、(j)階段昇降などの動作状況である。
【0024】
静的状態の姿勢は、各測定軸の加速度の値から判定することができる。2軸加速度計を使用する場合は、X方向加速度およびY方向加速度のXY座標プロットにより判定することができる。たとえば図9のように、姿勢に応じてプロットが特定領域に集約されることを利用し、あらかじめ各姿勢の領域を設定しておけばよい。
【0025】
また動的状態の動作状況は、各測定軸の加速度の変化の大きさから波形解析により判定することができる。波形解析は、図4のフローに示す例のように、FFT(高速フーリエ変換法)によってX方向およびY方向の波形の周期を求め、各周期におけるP−P値を図5のようにして求めて、XY座標プロットして行うことができる。例えば図8のように、各状態に応じた領域をあらかじめ設定しておくことができる。
【0026】
また本発明において人体に装着する加速度計の位置は、通常の歩行や走行状態では腰部が好ましいが、個人の事情や特性、行動の特性などによっては、つま先、脚、膝、腕、頭などに装着するのがよい場合もある。それぞれに応じて、最も精度よく判定できる部位に装着するのがよい。
【0027】
つぎに本発明装置は、図1の例に示すように、人体に装着される端末機1と監視センターに設置される監視機5と端末機1から監視機5への無線通信手段からなり、端末機1は加速度計(本例では2軸加速度計2)と送信器4を有し、監視機5は端末機1からの受信機6とホストコンピュータ7を有する。
【0028】
加速度計(2軸加速度計2)2は、前述のように、各測定軸(X軸、Y軸)方向の加速度を測定する。ホストコンピュータ7は、前述のように、所定時間におけるX方向およびY方向の加速度の変化の大きさによって静的状態であるか動的状態であるかを判定する機構、およびX方向の加速度の変化の大きさによって安定状態であるか危険状態であるかを判定する機構を有している。図1において入力器8は、判定に際して必要な所定時間、基準となる加速度の変化の大きさなどについて、各個人の特性に応じた適正値を入力する。
【0029】
また本発明装置は、図2の例に示すように、端末機1が携帯端末3を有するものとし、上記各判定機構を携帯端末3とホストコンピュータ7で分担させることもできる。全ての判定を携帯端末3で行い、ホストコンピュータ7では適正値の入力、結果の表示、警報発信のみを行うとすることもできる。
【0030】
本発明装置において、携帯端末3やコンピュータ7は、さらに人体の転倒方向を推定する機構を有することができる。また、さらに静的状態の姿勢を判定する機構、動的状態の動作状況を判定する機構を有することができる。
危険状態と判定された場合の救援活動11に際して、救援に向かう対象者の所在地は、PHSやGPSによる位置情報を利用して検出することができる。
【0031】
【発明の効果】
本発明によれば、高齢者などの弱者が、一人で外出するなど安心して自由に行動することができる。プライバシーも保護され、いざというときには、迅速な救援活動がなされる。したがって要介護者にも生きる喜びが与えられ、ひきこもりがちな要介護予備軍には社会的貢献の機会をもたらすことができる。さらに介護者の負担が著しく軽減される。
【図面の簡単な説明】
【図1】本発明による監視システムの例を示す説明図である。
【図2】本発明による監視システムの別の例を示す説明図である。
【図3】(a)および(b)は本発明における加速度の測定例を示すグラフである。
【図4】本発明例を示すフローチャートである。
【図5】本発明における波形解析の例を示すグラフである。
【図6】(a)〜(f)は本発明で判定対象となる静的状態の例を示す説明図である。
【図7】(g)〜(j)は本発明で対象となる動的状態の例を示す説明図である。
【図8】本発明におけるXY座標プロットの例を示すグラフである。
【図9】本発明におけるXY座標プロットの別の例を示すグラフである。
【符号の説明】
1:端末機
2:2軸加速度計
3:携帯端末
4:送信器
5:監視機
6:受信器
7:ホストコンピュータ
8:入力器
9:表示器
10:警報器
11:救援活動
[0001]
TECHNICAL FIELD OF THE INVENTION
The present invention attaches a sensor to a human body to determine whether the person is in a static state or a dynamic state, and whether the person is in a danger state or a stable state, and furthermore, each specific state. The present invention relates to a method and apparatus for automatically determining with high accuracy.
[0002]
[Prior art]
The declining birthrate and aging are rapidly progressing, and the care of the elderly in particular is becoming a social problem. Some people in need of care should be accompanied when going out because they may be lost or fall suddenly. Even now, even if nursing is not required, some people are not confident in their free behavior due to physical weakness and tend to stay at home. The latter are also referred to as those who need nursing care and are likely to increase the burden of nursing care in the near future.
[0003]
It is a social responsibility to allow these people to be free to go out and to have the joy of living, especially to allow the latter to contribute to society again. For that purpose, a system is required that can monitor the operation state of a person while protecting privacy, and can immediately rush to rescue when a dangerous state is predicted or becomes dangerous.
[0004]
Such a system has been conventionally proposed, and a sensor using an accelerometer is known as a sensor that is worn on a human body to monitor the operating state of the person.
Journal of the Japan Society of Mechanical Engineers, 1996. Vol. 101 No. At 950 p14-16, a biaxial acceleration sensor is attached to the waist of the human body, and based on changes in the acceleration in the body axis direction and the longitudinal direction, the person is standing, sitting, lying, or walking. It is shown whether the user is riding on a train, a car, or a bicycle.
Japanese Patent Laid-Open Publication No. Hei 10-295649 discloses a three-axis acceleration sensor, which detects walking, running, standing still, and falling from three-axis acceleration changes in vertical, longitudinal, and lateral directions. The judgment is shown.
[0005]
[Problems to be solved by the invention]
According to the technique of the above-mentioned known document, the acceleration change in two axes or three axes is measured. However, it is not possible to sufficiently obtain a specific operation state of a person, particularly a determination accuracy of whether the state is a stable state or a dangerous state, In addition, the judgment accuracy of the specific contents of the dynamic state and the static state was not sufficiently obtained, and there was a problem in reliability.
[0006]
Therefore, a problem to be solved by the present invention is to attach a sensor to a human body, determine whether the person is in a static state or a dynamic state, and whether the person is in a stable state or in a dangerous state, Highly reliable operating state by accurately and accurately determining specific dynamic states such as walking, running, climbing stairs, standing, squatting, lying upside down, lying down, lying down, etc. It is to realize a monitoring system.
[0007]
[Means for Solving the Problems]
According to the method of the present invention for solving the above-mentioned problem, an accelerometer is attached to a human body, acceleration obtained from each measurement axis is measured by the accelerometer, and the acceleration is measured in a static state according to the magnitude of the change in acceleration in a predetermined time. It is determined whether the vehicle is in a dynamic state or a dynamic state. When the vehicle is determined to be in a dynamic state, it is further determined whether the state is a stable state or a dangerous state based on the magnitude of the change in acceleration. This is an operation state monitoring method.
[0008]
In addition, an acceleration clock having three or more measurement axes is attached to the human body, and the acceleration obtained from each measurement axis is measured by the accelerometer. It is determined whether the vehicle is in a dynamic state. If the vehicle is determined to be in a dynamic state, it is further determined whether the vehicle is in a stable state or a dangerous state according to the magnitude of the change in acceleration, and the falling direction of the human body is estimated. This is a method for monitoring the operation state of a person.
[0009]
In the above method of the present invention, when the static state is determined, the posture of the static state is further determined from the value of acceleration, and when the dynamic state is determined, the waveform analysis is further performed based on the magnitude of the change in acceleration. Thus, the operation status can be determined.
[0010]
The device of the present invention for solving the above problems comprises a terminal mounted on a human body, a monitoring device installed in a monitoring center, and wireless communication means from the terminal to the monitoring device, wherein the terminal is an accelerometer and a measurement result. A monitoring means, a monitoring means, a receiving means from the terminal, a mechanism for determining whether the state is a static state or a dynamic state according to the magnitude of the change of the acceleration in a predetermined time, and a monitor of the acceleration A human operation state monitoring device having a mechanism for determining whether the state is a stable state or a dangerous state based on the magnitude of a change.
[0011]
In addition, it consists of a terminal mounted on the human body, a monitoring device installed at the monitoring center, and a wireless communication means from the terminal to the monitoring device. The terminal is an accelerometer, a portable terminal for analyzing the measurement result, and a transmission of the analysis result. The monitoring device has a receiving device from the terminal device and a host computer, and the portable terminal and the host computer share the monitoring device, and the monitoring device is in a static state or a dynamic state depending on the magnitude of the acceleration change in a predetermined time. A human operation state monitoring device comprising: a mechanism for determining whether the state is a state; and a mechanism for determining whether the state is a stable state or a dangerous state based on the magnitude of a change in acceleration.
[0012]
The above-described device of the present invention may further include a mechanism for estimating the falling direction of the human body from the magnitude of the change in acceleration obtained from each measurement axis. Furthermore, a mechanism for determining the posture in the static state from the value of the acceleration and a mechanism for determining the operation state in the dynamic state by waveform analysis from the magnitude of the change in the acceleration may be provided.
[0013]
BEST MODE FOR CARRYING OUT THE INVENTION
According to the method of the present invention, an accelerometer is attached to a human body, and a motion state of the person is determined based on a measured value of acceleration obtained from each measurement axis. In the determination, first, whether the state is the static state or the dynamic state is determined based on the magnitude of the change in the acceleration during a predetermined time, and then, if the state is determined to be the dynamic state, the change in the acceleration is further stabilized by the magnitude. It is determined whether the state is a state or a dangerous state.
[0014]
In the examples of FIGS. 1 and 2, the two-axis accelerometer 2 is attached to the human body, and the direction of gravity (Y-axis direction) and the traveling direction (X-axis direction) perpendicular to the direction of gravity are taken as measurement axes. Measuring acceleration.
FIG. 3 shows a measurement example. 3A shows the acceleration in the Y direction, and FIG. 3B shows the acceleration in the X direction. In both figures, A is a standing and stationary state, B is a running state, C is a walking state, D is a stopped state, E is a squatting state, F is a squatting and stationary state, G is a state of falling down, and H is a state of lying prone.
[0015]
As described above, the accelerations in the Y direction and the X direction show a specific change according to the operation state. In the static state of A, D, F, and H, it is small, and in the dynamic state of B, C, E, and G, it is large. However, the manner of change differs depending on various operation situations and individual differences.
In the present invention, it is first determined whether the vehicle is in the static state or the dynamic state based on the magnitude of the change in the acceleration in the X direction and the Y direction in the predetermined time.
[0016]
Then, when it is determined that the vehicle is in the dynamic state, it is determined whether the vehicle is in a dangerous state such as a state in which G falls down or in a stable state such as a state in which C walks according to the magnitude of the change in acceleration in the X direction. judge. The transition from the dynamic state to the static state is likely to be dangerous. When it is determined that the vehicle is in a dangerous state, as shown in FIGS. 1 and 2, a warning is issued by a warning device 10 or the like from a monitoring device 5 placed in a house or a hospital, and a rescue operation 11 can be performed.
[0017]
An example of the determination according to the method of the present invention is shown in the flowchart of FIG. In this example, the X-axis and Y-axis acceleration signals measured by the two-axis accelerometer are fetched for 5 seconds, and the magnitude of the change in the X-direction acceleration Δx / Δt 1 and the acceleration change in the Y-direction during the predetermined time Δt 1 If the magnitude Δy / Δt 1 is 0.5 G or less, it is determined to be a static state, and if it exceeds 0.5, it is determined to be a dynamic state.
[0018]
When it is determined that the dynamic state exceeds 0.5, the magnitude of the change in acceleration in the X direction Δx / Δt 2 during the predetermined time Δt 2 is 0.5 G or more and the X direction in the X direction during the predetermined time Δt 3 is further determined. When the absolute value of the magnitude of the change in acceleration Δx / Δt 3 is 1 G or more, it is determined that the state is dangerous and an alarm is issued. In this example, Δt 1 , Δt 2 , and Δt 3 are set to 0.5 seconds, 0.5 seconds, and 0.1 seconds, respectively.
[0019]
The determination as to whether the state is the dangerous state or the stable state can be made based on the value of one measurement axis having a large change in acceleration when shifting from the dynamic state to the static state, as in this example. Further, it is also possible to carry out in one step instead of two steps as in this example. For example, the determination may be made only based on whether or not the absolute value of the magnitude Δx / Δt 3 of the change in the acceleration in the X direction at Δt 3 in the subsequent stage is 1 G or more.
[0020]
In addition, the acquisition time of the acceleration signal from the two-axis accelerometer, the values of Δt 1 , Δt 2 , Δt 3 , and the reference value of the magnitude of the acceleration change are appropriately determined according to the characteristics and the operation state of each individual to be worn. By setting the value, the determination accuracy can be improved. The appropriate value can be determined by an individual test. It is preferable to use XY-direction acceleration data when falling down. However, for a weak person such as an elderly person, the speed can be changed in a walking state or can be determined based on data in a case of squatting from a standing state.
[0021]
Further, in the example of FIG. 3, the determination of the static state or the dynamic state is performed every 30 minutes. However, the determination interval can be appropriately set according to each individual and the behavioral situation. For example, the determination interval can be reduced for a person who is likely to be in a dangerous state.
According to the method of the present invention, by predetermining appropriate conditions in accordance with individual cases in this way, it is possible to make a highly accurate determination applicable to various individuals who take various actions.
[0022]
In the method of the present invention, an accelerometer having three or more measurement axes may be mounted, and the falling direction of the human body may be estimated from the magnitude of the acceleration change of each measurement axis. For example, by measuring not only the X direction and the Y direction but also the lateral direction using a three-axis accelerometer, it is possible to estimate whether the vehicle has fallen forward, backward, right, or left.
[0023]
Further, in the method of the present invention, specific contents of the static state and the dynamic state can be determined. In the static state, as shown in FIG. 6, (a) standing position, (b) sitting position, (c) crouching position, (d) downward lying position, (e) upward lying position, (f) sideways lying position, etc. In the posture and the dynamic state, as shown in FIG. 7, (g) stop, (h) walk, (i) run, and (j) climb up and down stairs.
[0024]
The posture in the static state can be determined from the value of the acceleration of each measurement axis. When a two-axis accelerometer is used, the determination can be made based on XY coordinate plots of X-direction acceleration and Y-direction acceleration. For example, as shown in FIG. 9, the region of each posture may be set in advance by using the fact that plots are collected in a specific region according to the posture.
[0025]
The operation state of the dynamic state can be determined by waveform analysis from the magnitude of the change in the acceleration of each measurement axis. In the waveform analysis, as in the example shown in the flow of FIG. 4, the cycles of the waveforms in the X and Y directions are obtained by FFT (Fast Fourier Transform method), and the PP value in each cycle is obtained as shown in FIG. XY coordinate plotting. For example, as shown in FIG. 8, areas corresponding to each state can be set in advance.
[0026]
In the present invention, the position of the accelerometer worn on the human body is preferably the waist in a normal walking or running state, but depending on the circumstances and characteristics of the individual, the characteristics of the behavior, etc., the toes, legs, knees, arms, head, etc. In some cases, it is better to wear it. In accordance with each, it is preferable to attach to a site where determination can be made with the highest accuracy.
[0027]
Next, as shown in the example of FIG. 1, the device of the present invention comprises a terminal 1 mounted on a human body, a monitor 5 installed at a monitoring center, and a wireless communication means from the terminal 1 to the monitor 5; The terminal 1 has an accelerometer (in this example, a two-axis accelerometer 2) and a transmitter 4, and the monitor 5 has a receiver 6 from the terminal 1 and a host computer 7.
[0028]
The accelerometer (two-axis accelerometer 2) 2 measures the acceleration in each measurement axis (X axis, Y axis) direction as described above. As described above, the host computer 7 determines whether the state is the static state or the dynamic state based on the magnitude of the change in the acceleration in the X direction and the Y direction in the predetermined time, and the change in the acceleration in the X direction. Has a mechanism for determining whether it is in a stable state or in a dangerous state depending on the size of. In FIG. 1, the input device 8 inputs appropriate values according to the characteristics of each individual for a predetermined time required for determination, a magnitude of a change in reference acceleration, and the like.
[0029]
Further, in the apparatus of the present invention, as shown in the example of FIG. 2, the terminal 1 has the portable terminal 3, and the respective determination mechanisms can be shared between the portable terminal 3 and the host computer 7. All the determinations can be made by the mobile terminal 3 and the host computer 7 can only input the appropriate values, display the results, and issue the alarm.
[0030]
In the device of the present invention, the portable terminal 3 and the computer 7 can further have a mechanism for estimating the falling direction of the human body. Further, a mechanism for determining a posture in a static state and a mechanism for determining an operation state in a dynamic state can be further provided.
At the time of the rescue operation 11 when it is determined to be in a dangerous state, the location of the target person who goes to rescue can be detected by using position information by PHS or GPS.
[0031]
【The invention's effect】
ADVANTAGE OF THE INVENTION According to this invention, a weak person, such as an elderly person, can go out freely with confidence, such as going out alone. Privacy is protected and emergency relief is provided in case of emergency. Therefore, caregivers need to be given the joy of living, and can provide social contribution opportunities for those who tend to be withdrawn. In addition, the burden on the caregiver is significantly reduced.
[Brief description of the drawings]
FIG. 1 is an explanatory diagram showing an example of a monitoring system according to the present invention.
FIG. 2 is an explanatory diagram showing another example of the monitoring system according to the present invention.
FIGS. 3A and 3B are graphs showing measurement examples of acceleration in the present invention.
FIG. 4 is a flowchart illustrating an example of the present invention.
FIG. 5 is a graph showing an example of waveform analysis in the present invention.
FIGS. 6A to 6F are explanatory diagrams showing examples of a static state to be determined in the present invention.
FIGS. 7 (g) to (j) are explanatory diagrams showing examples of dynamic states targeted by the present invention.
FIG. 8 is a graph showing an example of an XY coordinate plot according to the present invention.
FIG. 9 is a graph showing another example of the XY coordinate plot in the present invention.
[Explanation of symbols]
1: terminal 2: two-axis accelerometer 3: portable terminal 4: transmitter 5: monitor 6: receiver 7: host computer 8: input 9: display 10: alarm 10: rescue operation

Claims (7)

人体に加速度計を装着して、該加速度計により各測定軸から得られる加速度を測定し、所定時間における加速度の変化の大きさによって静的状態であるか動的状態であるかを判定し、動的状態と判定されたときは、さらに加速度の変化の大きさによって安定状態であるか危険状態であるかを判定することを特徴とする人の動作状態監視方法。Wearing an accelerometer on the human body, measuring the acceleration obtained from each measurement axis by the accelerometer, and determining whether the state is a static state or a dynamic state by the magnitude of the change in acceleration in a predetermined time, A method for monitoring a human operation state, comprising determining whether the state is a stable state or a dangerous state based on the magnitude of a change in acceleration when the dynamic state is determined. 人体に3軸以上の測定軸を持つ加速時計を装着して、該加速度計により各測定軸から得られる加速度を測定し、所定時間における加速度の変化の大きさによって静的状態であるか動的状態であるかを判定し、動的状態と判定されたときは、さらに加速度の変化の大きさによって安定状態であるか危険状態であるかを判定するとともに、人体の転倒方向を推定することを特徴とする人の動作状態監視方法。An accelerometer with three or more measurement axes is attached to the human body, and the acceleration obtained from each measurement axis is measured by the accelerometer. It is determined whether the vehicle is in a state or not. Characteristic method of monitoring the operating state of a person. 静的状態と判定されたときは、さらに加速度の値から静的状態の姿勢を判定し、動的状態と判定されたときは、さらに加速度の変化の大きさから波形解析により動作状況を判定することを特徴とする請求項1または2記載の人の動作状態監視方法。When it is determined to be in the static state, the posture in the static state is further determined from the value of the acceleration, and when it is determined to be in the dynamic state, the operation state is further determined by waveform analysis from the magnitude of the change in acceleration. 3. The method according to claim 1, further comprising the steps of: 人体に装着される端末機と監視センターに設置される監視機と端末機から監視機への無線通信手段からなり、端末機は加速度計と計測結果の送信手段とを有し、監視機は、端末機からの受信手段と、所定時間における加速度の変化の大きさによって静的状態であるか動的状態であるかを判定する機構、および加速度の変化の大きさによって安定状態であるか危険状態であるかを判定する機構を有することを特徴とする人の動作状態監視装置。It consists of a terminal mounted on the human body, a monitoring device installed at the monitoring center, and a wireless communication means from the terminal to the monitoring device, wherein the terminal has an accelerometer and a transmission means of the measurement result, and the monitoring device is Receiving means from the terminal, a mechanism for determining whether the state is a static state or a dynamic state according to the magnitude of change in acceleration in a predetermined time, and whether the state is stable or dangerous depending on the magnitude of change in acceleration A device for monitoring the operation state of a human being, comprising a mechanism for determining whether or not the operation status is human. 人体に装着される端末機と監視センターに設置される監視機と端末機から監視機への無線通信手段からなり、端末機は加速度計と計測結果を解析する携帯端末と解析結果の送信手段とを有し、監視機は端末機からの受信手段とホストコンピュータを有し、携帯端末とホストコンピュータが分担して、所定時間における加速度の変化の大きさによって静的状態であるか動的状態であるかを判定する機構、および加速度の変化の大きさによって安定状態であるか危険状態であるかを判定する機構を有することを特徴とする人の動作状態監視装置。It consists of a terminal mounted on the human body, a monitoring device installed at the monitoring center, and a wireless communication means from the terminal to the monitoring device.The terminal includes an accelerometer, a mobile terminal for analyzing the measurement result, and a transmission means for the analysis result. The monitoring device has a receiving means from the terminal device and a host computer, and the mobile terminal and the host computer share, and the monitoring device is in a static state or a dynamic state depending on the magnitude of change in acceleration in a predetermined time. A human operation state monitoring device, comprising: a mechanism for determining whether there is an object; and a mechanism for determining whether the state is a stable state or a dangerous state based on the magnitude of a change in acceleration. さらに各測定軸から得られる加速度の変化の大きさから人体の転倒方向を推定する機構を有することを特徴とする請求項4または5記載の人の動作状態監視装置。6. The apparatus according to claim 4, further comprising a mechanism for estimating a falling direction of a human body from a magnitude of a change in acceleration obtained from each measurement axis. さらに加速度の値から静的状態の姿勢を判定する機構、および加速度の変化の大きさから波形解析により動的状態の動作状況を判定する機構を有することを特徴とする請求項4、5または6記載の人の動作状態監視装置。7. The system according to claim 4, further comprising: a mechanism for determining a posture in a static state from a value of the acceleration, and a mechanism for determining an operation state in a dynamic state by waveform analysis from a magnitude of a change in the acceleration. The operating state monitoring device of the described person.
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Publication number Priority date Publication date Assignee Title
WO2005016143A1 (en) * 2003-08-15 2005-02-24 Medcare Systems Pty Ltd A monitoring apparatus for an ambulatory subject and a method for monitoring the same
WO2005099582A1 (en) * 2004-03-31 2005-10-27 National Institute Of Advanced Industrial Science And Technology Untrasonic quantity of urine sensor
JP2005352881A (en) * 2004-06-11 2005-12-22 Kitakyushu Foundation For The Advancement Of Industry Science & Technology Behavior management system using motion measurement devices
JP2006320734A (en) * 2006-06-30 2006-11-30 Matsushita Electric Works Ltd Sleep testing apparatus and sleep apnea testing apparatus
JP2007160076A (en) * 2005-11-15 2007-06-28 Univ Nihon Human posture motion discrimination device and energy consumption calculation device
JP2007530966A (en) * 2004-03-30 2007-11-01 コミッサリヤ ア レネルジ アトミック Method and apparatus for determining human behavior
KR100870961B1 (en) * 2007-01-30 2008-12-01 연세대학교 산학협력단 Portable Physical Activity Monitoring System
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US7766841B2 (en) 2005-05-18 2010-08-03 Panasonic Electric Works Co., Ltd. Sleep diagnosis device
JP2011519663A (en) * 2008-05-08 2011-07-14 グラクソ グループ リミテッド Method and system for monitoring gastrointestinal function and physiological characteristics
RU2446740C2 (en) * 2007-07-27 2012-04-10 Омрон Хэлткэа Ко., Лтд. Activity meter
JP2013099433A (en) * 2011-11-08 2013-05-23 Tokyo Metropolitan Univ Behavioral recognition program, terminal for behavioral recognition, and processor for behavioral recognition
US8682607B2 (en) 2010-02-15 2014-03-25 Seiko Epson Corporation Motion state detection method and motion state detector
JP2015109915A (en) * 2013-12-06 2015-06-18 富士通株式会社 Attitude estimation apparatus, method and program
JP2017023560A (en) * 2015-07-24 2017-02-02 メドケア株式会社 Biological monitor device, and program for biological monitor
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WO2018139398A1 (en) * 2017-01-30 2018-08-02 日本電信電話株式会社 Activity state analysis device and method
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Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH09152355A (en) * 1995-11-30 1997-06-10 Aqueous Res:Kk Stride measuring method and apparatus
JPH10113343A (en) * 1996-07-03 1998-05-06 Hitachi Ltd Method and apparatus and system for recognizing actions and actions
JPH10295649A (en) * 1997-04-28 1998-11-10 Matsushita Electric Works Ltd Portable accident monitor and portable accident monitor system using the device
JP2000317002A (en) * 1999-05-12 2000-11-21 Japan Steel Works Ltd:The Method and device for detecting and preventing fall of body
JP2001508567A (en) * 1996-12-31 2001-06-26 カデ,ピエール−アンリ System for monitoring and assisting isolated people and device for implementing this system
JP2001344678A (en) * 2000-03-30 2001-12-14 Techno Sci:Kk Emergency call system and health management system
JP2002065640A (en) * 2000-08-28 2002-03-05 Hitachi Ltd Body motion sensing system, health management system and work management system
JP2002163646A (en) * 2000-11-29 2002-06-07 Matsushita Electric Ind Co Ltd Posture determination system

Patent Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH09152355A (en) * 1995-11-30 1997-06-10 Aqueous Res:Kk Stride measuring method and apparatus
JPH10113343A (en) * 1996-07-03 1998-05-06 Hitachi Ltd Method and apparatus and system for recognizing actions and actions
JP2001508567A (en) * 1996-12-31 2001-06-26 カデ,ピエール−アンリ System for monitoring and assisting isolated people and device for implementing this system
JPH10295649A (en) * 1997-04-28 1998-11-10 Matsushita Electric Works Ltd Portable accident monitor and portable accident monitor system using the device
JP2000317002A (en) * 1999-05-12 2000-11-21 Japan Steel Works Ltd:The Method and device for detecting and preventing fall of body
JP2001344678A (en) * 2000-03-30 2001-12-14 Techno Sci:Kk Emergency call system and health management system
JP2002065640A (en) * 2000-08-28 2002-03-05 Hitachi Ltd Body motion sensing system, health management system and work management system
JP2002163646A (en) * 2000-11-29 2002-06-07 Matsushita Electric Ind Co Ltd Posture determination system

Cited By (22)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
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JP2007530966A (en) * 2004-03-30 2007-11-01 コミッサリヤ ア レネルジ アトミック Method and apparatus for determining human behavior
WO2005099582A1 (en) * 2004-03-31 2005-10-27 National Institute Of Advanced Industrial Science And Technology Untrasonic quantity of urine sensor
JP4677615B2 (en) * 2004-03-31 2011-04-27 独立行政法人産業技術総合研究所 Ultrasonic urine volume sensor
JPWO2005099582A1 (en) * 2004-03-31 2008-03-06 独立行政法人産業技術総合研究所 Ultrasonic urine volume sensor
JP2005352881A (en) * 2004-06-11 2005-12-22 Kitakyushu Foundation For The Advancement Of Industry Science & Technology Behavior management system using motion measurement devices
US7766841B2 (en) 2005-05-18 2010-08-03 Panasonic Electric Works Co., Ltd. Sleep diagnosis device
JP2007160076A (en) * 2005-11-15 2007-06-28 Univ Nihon Human posture motion discrimination device and energy consumption calculation device
JP2006320734A (en) * 2006-06-30 2006-11-30 Matsushita Electric Works Ltd Sleep testing apparatus and sleep apnea testing apparatus
KR100870961B1 (en) * 2007-01-30 2008-12-01 연세대학교 산학협력단 Portable Physical Activity Monitoring System
RU2446740C2 (en) * 2007-07-27 2012-04-10 Омрон Хэлткэа Ко., Лтд. Activity meter
JP2009089740A (en) * 2007-10-03 2009-04-30 Bycen Inc Behavior identification system
JP2009146225A (en) * 2007-12-14 2009-07-02 Aplix Corp Communication terminal
JP2011519663A (en) * 2008-05-08 2011-07-14 グラクソ グループ リミテッド Method and system for monitoring gastrointestinal function and physiological characteristics
JP2010148604A (en) * 2008-12-24 2010-07-08 Hitachi-Ge Nuclear Energy Ltd Action recognition apparatus, action recognition system, and action recognition method
US8682607B2 (en) 2010-02-15 2014-03-25 Seiko Epson Corporation Motion state detection method and motion state detector
JP2013099433A (en) * 2011-11-08 2013-05-23 Tokyo Metropolitan Univ Behavioral recognition program, terminal for behavioral recognition, and processor for behavioral recognition
JP2015109915A (en) * 2013-12-06 2015-06-18 富士通株式会社 Attitude estimation apparatus, method and program
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