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2020 年度 実施状況報告書

Development of dynamics preserving method for extraction of imaging photoplethysmogram signal from a conventional camera's video recordings.

研究課題

研究課題/領域番号 19K14589
研究機関東京理科大学

研究代表者

スヴィリドヴァ ニーナ  東京理科大学, 工学部情報工学科, 助教 (70782829)

研究期間 (年度) 2019-04-01 – 2023-03-31
キーワードphotoplethysmogram / nonlinear dynamics / time series analysis / chaos theory
研究実績の概要

Starting from the previous year, the main focus of this research was to deepen understanding of the PPG dynamics itself and how various factors affect its parameters. Therefore, this FY's first aim was to improve understanding of dynamics changes due to age. Secondly, the effects of the presence of hypertension conditions, a widely spread cardiovascular system disorder, on PPG dynamics were investigated. Results obtained by the recurrence quantification analysis (RQA) clearly demonstrated that the determinism property remains unchanged despite age and hypertension condition, while other dynamical characteristics indicated changes in complexity and predictability with aging or in presence of hypertension conditions. However, the applied analysis could reveal this reliably only in the case of high-quality data measured over a long time. In many cases, contact and especially imaging PPGs can be measured with a good quality only during a short time. Therefore, the effect of data length was additionally investigated to identify indexes useable not only for long but also for short-measured time series. It was detected that certain methods of RQA are applicable even to very short PPG recordings.
Additional attention was paid to the transition of the RQA indexes in different dynamical systems with the change of applied methods parameters. Certain differences in determinism parameter transition was found for chaotic systems compared with noisy periodic systems, which makes it important to confirm PPG analysis results transition with variable parameters.

現在までの達成度 (区分)
現在までの達成度 (区分)

2: おおむね順調に進展している

理由

Various dynamical properties and their dependence on commonly changing conditions were carefully investigated, this creates a solid background for the progress of this research project.

今後の研究の推進方策

Investigate consistency of the properties investigated in FY2020 in photoplethysmograms extracted from video by different common extraction techniques.
Investigate properties transition with variable parameters in analysis methods.
Identify which technique of time series extraction from video provides dynamical characteristics the closest to the contact photoplethysmograms.
Quantify which dynamical properties differ most significantly between contact and imaging photoplethysmograms, and based on the results proceed with extraction method modifications with aim of the observed differences decrease.

次年度使用額が生じた理由

Due to the travel restriction and academic conference cancellations because of the novel coronavirus 2019, significant funds reserved for participation in academic conferences remained unused. Funds transferred from FY2020 will be used in FY 2021 for participation in academic conferences onsite and for open access articles publication-related costs.

  • 研究成果

    (7件)

すべて 2021 2020

すべて 雑誌論文 (5件) (うち国際共著 2件、 査読あり 2件) 学会発表 (2件) (うち国際学会 1件)

  • [雑誌論文] Discrimination of deterministic chaos and noisy periodicity by the recurrence plot with variable threshold.2021

    • 著者名/発表者名
      Shiki Kanamaru, Nina Sviridova, Yutaka Shimada, Tohru Ikeguchi
    • 雑誌名

      Proceedings of 2021 RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing.

      巻: - ページ: 17-20

    • 査読あり / 国際共著
  • [雑誌論文] リカレンスプロット密度の変化による非線形時系列の特性抽出.2021

    • 著者名/発表者名
      金丸志生, Nina Sviridova, 島田裕, 池口徹
    • 雑誌名

      電子情報通信学会 技術研究報告.

      巻: 120 ページ: 7-12

  • [雑誌論文] カオス時系列とノイジーな準周期解の判別.2021

    • 著者名/発表者名
      金丸志生, Sviridova Nina, 島田裕, 池口徹
    • 雑誌名

      2021年電子情報通信学会総合大会講演論文集.

      巻: - ページ: 232

  • [雑誌論文] Detection of Age-Related Changes in the Dynamics of Short Photoplethysmogram Recordings.2020

    • 著者名/発表者名
      Nina Sviridova, Tohru Ikeguchi
    • 雑誌名

      Proceedings of The Institute of Electronics, Information and Communication Engineers (IEICE) General Conference 2020.

      巻: - ページ: 109

  • [雑誌論文] Application of Recurrence Quantification Analysis to Hypertension Photoplethysmograms.2020

    • 著者名/発表者名
      Nina Sviridova, Tohru Ikeguchi
    • 雑誌名

      Proceedings of International Symposium on Nonlinear Theory and its Applications 2020, NOLTA 2020.

      巻: - ページ: 56-58

    • 査読あり / 国際共著
  • [学会発表] Application of Recurrence Quantification Analysis to Hypertension Photoplethysmograms.2020

    • 著者名/発表者名
      Nina Sviridova, Tohru Ikeguchi
    • 学会等名
      International Symposium on Nonlinear Theory and its Applications 2020.
    • 国際学会
  • [学会発表] Detection of Age-Related Changes in the Dynamics of Short Photoplethysmogram Recordings.2020

    • 著者名/発表者名
      Nina Sviridova, Tohru Ikeguchi
    • 学会等名
      The Institute of Electronics, Information and Communication Engineers (IEICE) General Conference 2020.

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公開日: 2021-12-27  

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