JP4975249B2 - 生理学的情報及び/又はコンテキストパラメータを用いて個人の状態パラメータを測定する装置 - Google Patents
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Description
パラメータ 方法 センサー 信号 さらに処理
を要するか
心拍数 EKG 電極2個 直流電圧 Yes
脈搏数 BVP LED及び 抵抗変化 Yes
光センサー
拍動間変異 脈搏数 電極2個 直流電圧 Yes
EKG 皮膚表面電位 電極3−10個 直流電圧 No
呼吸数 胸部体積変化 ひずみ計 抵抗変化 Yes
皮膚温度 表面温度計 サーミスタ 抵抗変化 Yes
中心部体温 食道または サーミスタ 抵抗変化 Yes
直腸プローブ
熱流 熱流束 サーモパイル 直流電圧 Yes
電気皮膚反応 皮膚コンダクタンス 電極2個 抵抗変化 No
EMG 皮膚表面電位 電極3個 直流電圧 No
EEG 皮膚表面電位 電極多数 直流電圧 Yes
EOG 眼球の動き 薄膜圧電センサー 直流電圧 Yes
血圧 非侵襲性 電子血圧計 抵抗変化 Yes
コロトコフ音
体脂肪 体インピーダンス 動作電極2個 インピーダンス変化 Yes
毎分Gショック 体の動き 加速度計 直流電圧 Yes
の活動 容量変化
酸素消費量 酸素摂取 電気化学的センサー 直流電圧変化 Yes
グルコース 非侵襲性 電気化学的センサー 直流電圧変化 Yes
レベル体位(例えば、 水銀スイッチアレイ 直流電圧変化 Yes
横臥、直立、座位)
筋圧 薄膜圧電センサー 直流電圧変化 Yes
紫外線吸収 紫外光セル 直流電圧変化 Yes
導出情報 使用データ
排卵 皮膚温度、中心部温度、酸素消費量
入眠/覚醒 拍動間変異、心拍数、脈搏数、呼吸数、皮膚温度、中心部体温
熱流、電気皮膚反応、EMG、EEG、EOG、血圧、
酸素消費量
カロリー消費量 心拍数、脈搏数、呼吸数、熱流、活動、酸素消費量
基礎代謝率 心拍数、脈搏数、呼吸数、熱流、活動、酸素消費量
基礎体温 皮膚温度、中心部体温
活動レベル 心拍数、脈搏数、呼吸数、熱流、活動、酸素消費量
ストレスレベル 拍動間変異、心拍数、脈搏数、呼吸数、皮膚温度、
熱流、電気皮膚反応、EMG、EEG、血圧、活動、
酸素消費量
弛緩レベル 拍動間変異、心拍数、脈搏数、呼吸数、皮膚温度、
熱流、電気皮膚反応、EMG、EEG、血圧、活動、
酸素消費量
最大酸素消費率 EMG、心拍数、脈搏数、呼吸数、熱流、
血圧、活動、酸素消費量
立ち上がり時間または 心拍数、脈搏数、呼吸数、熱流、酸素消費量
休止率から目標最大値
の85%まで上昇する
に要する時間
ゾーンにおける時間 心拍数、脈搏数、呼吸数、熱流、酸素消費量
または心拍数が目標
最大値の85%以上
であった時間
回復時間または心拍数 心拍数、脈搏数、呼吸数、熱流、酸素消費量
が目標最大値の85%
以上になった後休止率
に戻るに要する時間
Motors, Ltd.のモデル12342及び12343である。
明した態様で傾斜しているのが好ましい。
PCB860と熱束サーミスタ890A、890Bを組み合わせると、1つの形態の熱束センサーが得られる。図26に示す熱束測定装置の構成上の1つの利点は、コンポーネントが垂直方向に向いているため、熱束測定装置、従ってセンサー装置800全体の組み立てが単純化されることである。このように単純化されるだけでなく、一方または両方の面に接着剤の薄い層を含む熱伝導性インターフェイス材料を熱伝導性インターフェイス材料875として用いるため、コンポーネントを互いに接着できる。さらに、サーミスタ890A及び890Bは、Hudson, New HamshireのRdFCorporationにより市販されるもののような一体的な熱束センサーと比べて安価なコンポーネントであるため、センサー装置800のコストが減少する。熱束サーミスタ890A及び890Bを図26の実施例においてPCB860上に設けるとして説明したが、既知の抵抗率Kを有する任意の材料を使用できることがわかるであろう。さらに、熱電対またはサーモパイルのような当該技術分野で知られた他の温度測定装置を熱束サーミスタ890A及び890Bの代わりに用いてもよい。さらに別の方法として、熱導管885を省略して、熱束サーミスタ890Aと熱束皮膚インターフェイス部材835との間の熱伝送が熱伝導インターフェイス材料875の1またはそれ以上の部分により行われるようにしてもよい。さらに別の方法として、熱束皮膚インターフェイス部材835を省略して、熱束サーミスタ890Aと皮膚との間の熱伝送を熱導管885と熱伝導インターフェイス材料875の1またはそれ以上の部分の何れかまたはその両方で行われるようにしてもよい。本明細書で説明する任意の実施例において、1またはそれ以上の熱導管885、熱伝導インターフェイス材料875の1またはそれ以上の部分及び熱束皮膚インターフェイス部材835の結合体は、熱束サーミスタ890Aをセンサー装置800の着用者の身体と熱伝送関係にする熱エネルギー伝送手段として働く。
個人的特性 年齢、性別、体重、運動能力、状態、疾病、身長、
病気のかかりやすさ、活動レベル、個人の利き腕、代謝率、身体構造
連続測定値 気分、心拍の拍動間変動、呼吸、エネルギー消費、血液グルコースレベル、
ケトーシスレベル、心拍数、ストレスレベル、疲労レベル、警戒レベル、血
圧、準備性、耐久力、持久力、相互作用に対する寛容性、期間毎のステッ
プ、静寂レベル、身体の姿勢及び方向、清潔度、気分または情緒、親しみや
すさ、カロリー摂取量、TEF、XEF、集中度、活性エネルギー消費、炭
水化物摂取量、脂肪摂取量、蛋白質摂取量、水和レベル、正直度、睡眠品
質、睡眠状態、覚醒レベル、薬剤効果、投薬量予測、水摂取量、アルコール
摂取量、めまい感、痛み、快適度、新しい刺激に対する残留処理能力、アー
ムバンドの適当な使用、トピックに対する興味、相対的努力、場所、血液ア
ルコールレベル
継続的測定値 運動、睡眠、うたた寝、着座、立つこと、歩き回ること、ランニング、
散歩、自転車乗り、固定式自転車乗り、ロードバイキング、ウェイトリフ
ティング、エアロビック運動、無酸素運動、持久力形成運動、精神集中活
動、極端な情緒期間、リラックス動作、テレビ鑑賞、定住性、REM検知
器、飲食、集中度、中断、一般的活動の検知、睡眠段階、熱ストレス、熱
射病、学習に対する従順性、二極性代償障害、異常事象(ユーザーにより
測定される心臓信号、活動レベルなど)、驚きレベル、高速道路での運転
または座乗、飛行機による旅行、ヘリコプターによる旅行、倦怠事象、ス
ポーツ検知(フットボール、野球、サッカーなど)、研究、読書、中毒、
薬の効果
瞬時的事象 倒れること、心臓発作、発作、睡眠覚醒事象、PVC、血糖異常、
急性ストレスまたは見当障害、突発事項、心臓不整脈、ショック、嘔吐、
急速血液喪失、薬剤飲用、えん下
蓄積的状態 アルツハイマー病、脱力感または倒れる可能性の増加、し眠状態、疲労、
ケトーシスの存在、排卵、妊娠、疾病、病気、熱、水腫、貧血、
インフルエンザ、高血圧、精神的疾患、急性脱水症、低体温症、集中状態
み付けした組み合わせとして表現される場合は線形である。例えば、FOOとBARが2つの生のまたは導出チャンネルである場合、A*FO+B*BAR+C(A、B、Cは定数)の全ての導出式は線形関数である。導出式は、もしそれが一定のオフセットを有する入力の重み付けした和として表現できなければ、その入力に関して非線形である。非線形導出式の一例は、もし(FOO>7)であれば、BAR*9に戻り、そうでなければ(BAR*3.5+912)へ戻る。1つのチャンネルは、それを計算するための全ての導出式が線形であれば線形的に導出されたものであり、それを作成するために用いる任意の導出式が非線形であればチャンネルは非線形的に導出されたものである。チャンネルは、そのチャンネルの値の変化によりその導出式に従って行われる計算が変化し他の全ての入力が一定に保たれる場合は非線形的にその式を媒介する。本発明の好ましい実施例によると、このプロセスを用いて作成されるアルゴリズムは概念的に図47に示すフォーマットを示す。詳述すると、アルゴリズムは、ブロック1600で示すように、入力として、種々のセンサーからのセンサー装置により収集されるセンサーデータから導出されるチャンネルと、個人の人口統計的情報とをとる。そのアルゴリズムは、1分間にわたって収集されるような収集データの所与の部分が着用者が幾つかの可能なコンテキストのそれぞれにある間に収集される確率を表す、W1乃至Wnとして示す重みを発生する少なくとも1つのコンテキスト検知器1605を有する。かかるコンテキストはその個人が休息状態または活動状態であるかを含む。さらに、各コンテキストにつき、入力として生のチャンネルまたは導出チャンネルをとって連続予測が計算される回帰アルゴリズム1610が提供される。個々の回帰は、例えば多変量線形または多項回帰、メモリー系方法、サポートベクトルマシン回帰、ニューラルネットワーク、ガウスプロセス、任意手順関数などを含む多種多様な回帰方程式または方法のうちの任意のものでよい。各回帰は、例えばエネルギー消費量のようなアルゴリズムの興味あるパラメータの出力の予測である。最後に、A1乃至Anで示す各コンテキストの各回帰アルゴリズム1610の出力と、重みW1乃至Wnとがポストプロセッサ1615により結合され、このプロセッサはブロック1620で示すようにアルゴリズムにより測定または予測される興味あるパラメータを出力する。一般的に、ポストプロセッサ1615は、コミッティー法、ブースティング、ボーティング法、一貫性チェックまたはコンテキストに基づく再結合を含む別個のコンテキスト予測を組み合わせる多くの方法のうちの任意のもので構成することができる。
は加速度計、熱束センサー、ユーザーの人口統計的データ及び電気皮膚応答センサーから導出されるチャンネルを結合する線形回帰である。アルゴリズム設計プロセスを通して得られる式は、A*VSAD+B*HFvar+C*GSR+D*BMR+E(A、B、C、D、Eは定数)である。活動状態コンテキストの回帰アルゴリズム1610は定数が異なる点を除き同一である。この例のポストプロセッサ1615は各コンテキスト回帰の重み付けされた結果を加算する。A1が休息回帰の結果であり、A2が活動回帰の結果である場合、その組み合わせはW1*A1+W2*A2であり、これは1620に示すエネルギー消費である。別の例において、対象となる期間での着用者が自動車を運転しているか否かを計算する導出チャンネルはポストプロセッサ1615に入力される。この導出自動車運転チャンネルが計算されるプロセスはアルゴリズム3である。この場合のポストプロセッサ1615は、着用者がアルゴリズム3により運転中であると予測される場合、エネルギー消費量をその期間につき何らかの係数(例えば1.3)にそれらの分数に毎分の基礎代謝率を乗算したものに等しい値に制限されるという制約を課す。
f2(X)U+Z 又は
f2(X)Y+Z
f2(X)Z 及び (f2(X)Y 又は f2(X)U)
TEE=BMR+AE+TEF+AT
(カロリー摂取−エネルギー消費)/K=体重増加(ポンド)
Claims (57)
- 個人の状態パラメータを測定する装置であって、
プロセッサと、
少なくとも1つが生理学的センサーであり、各々がプロセッサと電子通信関係にあって複数のセンサー信号のうちの1つを発生させる少なくとも2つのセンサーと、
プロセッサにより実行される第1の関数及び1又はそれ以上の第2の関数を記憶するメモリーとより成り、
プロセッサは、前記複数のセンサー信号を、第1の関数に係る第1組の関数信号として組合せ、また、1又はそれ以上の第2の関数に係る第2組の関数信号として組合せ、
第1の関数は、(i) 1又はそれ以上の第2の関数がそれぞれ対応する個人の1又はそれ以上のコンテキストと、(ii)対応するコンテキストに関連する認識確率に基く1又はそれ以上の第2の関数の各々の重み値と、(iii) 1又はそれ以上の第2の関数において第2組の関数信号をいかに使用するかを決定し、
1又はそれ以上の第2の関数と前記重み値とは個人の状態パラメータの測定に使用される個人の状態パラメータの測定装置。 - プロセッサは複数のセンサー信号を第1の関数に従って解釈することにより個人の1またはそれ以上のコンテキストを認識し、第2の関数のうちの1またはそれ以上は認識した1またはそれ以上のコンテキストに基づき第2の関数群から選択され、選択された第2の関数は個人の状態パラメータの測定に用いられる請求項1の装置。
- プロセッサは、後処理ステップにおいて、1またはそれ以上の第2の関数の出力を組み合わせることにより状態パラメータを測定する請求項1の装置。
- 第2の関数は回帰アルゴリズムである請求項1の装置。
- 状態パラメータは個人のカロリー消費量である請求項3の装置。
- コンテキストは休息と活動状態より成る請求項5の装置。
- 第1の関数は単純なベイズの分類関数より成る請求項6の装置。
- 少なくとも2つのセンサーは身体の運動センサーと、熱束センサーと、皮膚コンダクタンスセンサーを含む請求項6の装置。
- 身体の運動センサーは加速度計であり、皮膚コンダクタンスセンサーはGSRセンサーである請求項8の装置。
- 状態パラメータはある期間における個人のカロリー消費量であり、プロセッサはさらにこの期間の個人のカロリー摂取量データを発生させ、カロリー消費量データ及びカロリー摂取量データに基づく情報を表示することを含む請求項1の装置。
- カロリー摂取量データは個人が食べた食物に関連する個人から収集した情報から発生される請求項10の装置。
- 表示される情報はエネルギーバランスデータを含む請求項10の装置。
- 表示される情報は個人の体重減少または増加率を含む請求項10の装置。
- 表示される情報は個人の1またはそれ以上の目標に関する情報を含み、それらの目標はカロリー摂取量、カロリー消費量、エネルギーバランス及び体重減少または増加率のうちの1またはそれ以上に関する請求項10の装置。
- 状態パラメータはある期間における個人のカロリー消費量であり、プロセッサはさらにこの期間の個人のカロリー摂取量データを発生させ、カロリー消費量データ及びカロリー摂取量データに基づく情報を表示することを含む請求項1の装置。
- カロリー摂取量データは個人が食べた食物に関連する個人から収集した情報から発生される請求項15の装置。
- 表示される情報はエネルギーバランスデータを含む請求項15の装置。
- 表示される情報は個人の体重減少または増加率を含む請求項15の装置。
- 表示される情報は個人の1またはそれ以上の目標に関する情報を含み、それらの目標はカロリー摂取量、カロリー消費量、エネルギーバランス及び体重減少または増加率のうちの1またはそれ以上に関する請求項15の装置。
- プロセッサ及びメモリーは着用可能なセンサー装置に含まれている請求項1の装置。
- 少なくとも2つのセンサーが着用可能なセンサー装置に含まれている請求項20の装置。
- 少なくとも2つのセンサーのうちの少なくとも1つは着用可能なセンサー装置から離れた所にある請求項20の装置。
- 着用可能なセンサー装置を有し、プロセッサ及びメモリーはセンサー装置から離れた所にあるコンピュータ装置に含まれており、収集命令はセンサー装置によりセンサー信号を受け、センサー信号をセンサー装置からコンピュータ装置へ送信することを含む請求項1の装置。
- 前記なくとも2つのセンサーは身体の運動センサー、熱束センサー、皮膚コンダクタン
スセンサー及び皮膚温度センサーのうち少なくとも2つのセンサーであり、
前記プロセッサは身体の運動センサー、熱束センサー、皮膚コンダクタンスセンサー及び皮膚温度センサーのうち少なくとも2つのセンサーから複数のセンサー信号を収集し、複数のセンサー信号のうち1又はそれ以上のセンサー信号に基く第1組の関数信号を1又はそれ以上の関数で組み合わせて個人のエネルギー消費量を測定する請求項1の装置。 - プロセッサは身体の運動センサーと、熱束センサーと、皮膚コンダクタンスセンサーから複数のセンサー信号を収集する請求項24の装置。
- 身体の運動センサーは加速度計であり、皮膚コンダクタンスセンサーはGSRセンサーである請求項25の装置。
- プロセッサは複数のセンサー信号を第1の関数に係る第1組の関数信号として組合せ、第1の関数は第2組の関数信号に係る1又はそれ以上の第2の関数において第2組の関数信号をいかに使用するかを決定し、
1又はそれ以上の第2の関数は個人のエネルギー消費量が測定される請求項24の装置。 - 第1の関数は第1組の関数信号に基づき1またはそれ以上のコンテキストを認識し、第2の関数のうちの1またはそれ以上は認識した1またはそれ以上のコンテキスト情報に基づき選択され、選択された第2の関数の出力は個人のエネルギー消費量の測定に用いられる請求項27の装置。
- 第1の関数は第1組の関数信号に基づき複数のコンテキストをそれぞれ認識し、1またはそれ以上の第2の関数はそれぞれ1つのコンテキストに対応し、第1の関数は対応するコンテキストに関連する認識確率に基づき1またはそれ以上の第2の関数にそれぞれ重みを付与し、1またはそれ以上の第2の機能の出力及び重みを用いて個人のエネルギー消費量が測定される請求項27の装置。
- プロセッサはさらに後処理ステップにおいて出力を組み合わせることにより個人のエネルギー消費量を測定する命令を含む請求項27の装置。
- 第2の関数は回帰アルゴリズムである請求項27の装置。
- コンテキストは休息と活動状態より成る請求項29の装置。
- 第1の関数は単純なベイズの分類関数より成る請求項33の装置。
- プロセッサは身体の動きセンサー、熱束センサー及び皮膚コンダクタンスセンサーから複数のセンサー信号を収集させ、第2組の関数信号は熱束高利得平均分散量(HFvar)、横方向及び縦方向加速度計のベクトル和SAB(VASB)及び電気皮膚反応低利得(GSR)より成り、第2の機能は、A*VSAD+B*HF+C*GSR+D*BMR+Eの形式であり、A、B、C、D及びEは定数、BMRは個人の基礎代謝率である請求項32の装置。
- プロセッサは1またはそれ以上のセンサー信号に基づく1またはそれ以上の信号チャンネルを、個人の1またはそれ以上の第2の状態パラメータ及び第1の状態パラメータもしくは第1の状態パラメータのインジケータを測定する第1の出力を有する第1の関数に入力し、第1の状態パラメータは第1の状態パラメータとインジケータと間の第1の関係に基づきそのインジケータから得られ、1またはそれ以上の信号チャンネルを、1またはそ
れ以上の第2の状態パラメータを測定するが第1の状態パラメータまたはその第1の状態パラメータのインジケータを測定しない第2の出力を有する第2の関数に入力し、第1の関数と第2の関数の間の第2の関係に基づく第1及び第2の出力から第1の状態パラメータまたはインジケータを求め、そのインジケータが求められると、第1の関係に基づきインジケータから第1の状態パラメータを得る請求項1の装置。 - プロセッサ及びメモリーは着用可能なセンサー装置に含まれている請求項35の装置。
- 少なくとも2つのセンサーが着用可能なセンサー装置に含まれている請求項36の装置。
- 少なくとも2つのセンサーのうちの少なくとも1つは着用可能なセンサー装置から離れた所にある請求項36の装置。
- 1又はそれ以上の信号を受ける着用可能なセンサー装置を有し、プロセッサ及びメモリーはセンサー装置から離れた所にあるコンピュータ装置に含まれており、1又はそれ以上の信号はセンサー装置からコンピュータ装置へ送信される請求項35の装置。
- 1またはそれ以上のセンサーは少なくとも2つのセンサーより成り、1またはそれ以上の信号は少なくとも2つの信号より成る請求項35の装置。
- 第2の関係は減算関係である請求項35の装置。
- 第1の状態パラメータはインジケータを第1の係数で割算することによりそのインジケータから得られる請求項35の装置。
- 第1の状態パラメータはその期間の間その個人により摂取されるカロリー数より成る請求項35の装置。
- インジケータは身体に対する摂取した食物の第1の効果である請求項43の装置。
- インジケータは熱効果である請求項44の装置。
- 第1の出力は総エネルギー消費量であり、1またはそれ以上の第2の状態パラメータは基礎代謝率、活動エネルギー消費量及び適応熱発生を含む請求項45の装置。
- 第1の状態パラメータはインジケータを第1の量で割算することによりインジケータから得られる請求項46の装置。
- 第1の量は0.1である請求項47の装置。
- プロセッサはさらに、1またはそれ以上の信号チャンネルのうちの1またはそれ以上からその期間の間のその個人のカロリー消費量データを発生させ、カロリー消費量データ及びその個人が摂取するカロリー数に基づく情報を表示させる命令を含む請求項43の装置。
- さらにディスプレイを有し、ディスプレイはカロリー消費データ及び個人が摂取するカロリー数に基づく情報をそのディスプレイ上に表示する請求項49の装置。
- ディスプレイはプロセッサ及びメモリーを収容する着用可能なセンサー装置の一部であ
る請求項50の装置。 - ディスプレイはプロセッサ及びメモリーを収容する着用可能なセンサー装置から離れた所にあるI/O装置の一部であり、カロリー消費量データ及び個人が摂取するカロリー数に基づく情報はプロセッサからI/O装置へ送られる請求項50の装置。
- 表示される情報はエネルギーバランスデータを含む請求項49の装置。
- 表示される情報は個人の体重減少または増加率を含む請求項49の装置。
- 表示される情報は個人の1またはそれ以上の目標に関する情報を含み、それらの目標はカロリー摂取量、カロリー消費量、エネルギーバランス及び体重減少または増加率のうちの1またはそれ以上に関する請求項49の装置。
- 少なくとも2つのセンサーは身体の運動センサーと、熱束センサーと、皮膚コンダクタンスセンサーを含む請求項46の装置。
- 1またはそれ以上のセンサーは生理学的センサー及びコンテキストセンサーより成る群から選択される請求項35の装置。
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PCT/US2003/031895 WO2004032715A2 (en) | 2002-10-09 | 2003-10-09 | Method and apparatus for auto journaling of continuous or discrete body states utilizing physiological and/or contextual parameters |
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JP2004543640A Expired - Fee Related JP4813058B2 (ja) | 2002-10-09 | 2003-10-09 | 人間の生理学的及びコンテキスト情報を検知、受信、導出及び表示する装置 |
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2013
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2014
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