博碩士論文 110353001 詳細資訊




以作者查詢圖書館館藏 以作者查詢臺灣博碩士 以作者查詢全國書目 勘誤回報 、線上人數:82 、訪客IP:18.118.126.44
姓名 李英祁(Ying)  查詢紙本館藏   畢業系所 機械工程學系在職專班
論文名稱 以心率區間探討靜息與多種運動之相關性研究
相關論文
★ 伺服數控電動壓床壓型參數最佳化以改善碳化鎢超硬合金燒結後品質不良之研究★ 彈性元件耦合多頻寬壓電獵能器設計、製作與性能測試
★ 無心研磨製程參數優化研究★ 碳纖維樹脂基複合材料真空輔助轉注成型研究-以縮小比例(1/5)汽車引擎蓋為例
★ 精密熱鍛模擬及模具合理化分析★ 高頻元件重佈線層銅電鍍製程與光阻裂紋研究
★ 模組化滾針軸承自動組裝設備設計開發與功能驗證★ 迴轉式壓縮機消音罩吐出口位置對壓縮機低頻噪音影響之研究
★ 雷射焊補運用於壓鑄模具壽命改善研究★ 晶粒成長行為對於高功率元件可靠度改善的驗證
★ HF-ERW製管製程分析及SCADA 工業4.0運用★ 結合模流分析與實驗設計實現穩健射出成型與理想成型視窗的預測
★ 精密閥件射出成形製程開發-CAE模擬與開模驗證★ 內窺鏡施夾器夾爪熱處理斷裂分析與改善驗證
★ 物理蒸鍍多層膜刀具對於玻璃纖維強化塑膠加工磨耗研究★ 複合式類神經網路預測貨櫃船主機油耗
檔案 [Endnote RIS 格式]    [Bibtex 格式]    [相關文章]   [文章引用]   [完整記錄]   [館藏目錄]   至系統瀏覽論文 (2026-7-11以後開放)
摘要(中) 透過心率偵測追蹤,對於保持健康或提升運動表現都是一項重要的生理指標。腕戴
式光學心率裝置利用光體積變化描記圖(PPG)偵測心率,不同於技術成熟且穩定的電極
式心電圖(ECG)裝置,PPG 裝置在各種不同的活動類型(休息、低//強度運動)有著
不一致的準確度分析。
本研究結果說明 PPG 裝置可作為偵測心率指標的良好工具,若排除各品牌的演算
法差異,單純探討 ECG/PPG 裝置之選擇與應用,考量 PPG 技術的進步及裝置配戴的方
便性,在生活休閒/運動健身/外探險等情境,相較於 ECG,PPG 裝置會是更好的選擇。
此項偵測心率的運動測試總共有三十二位參與者,運動測試組態包括靜息、騎室內自行
車的三種強度:功率 40 瓦/70 瓦/100 瓦、跑步機上行走(5 公里/小時)/跑(7 公里/小時)/
跑步(9 公里/小時)和肩上推舉等運動組態,而 Garmin Fenix 7s (PPG)腕戴式裝置與 HRM￾
Tri (ECG)戴式裝置的心率數據呈現出顯著相關,全組態之相關係數 rc = 0.988,而區分
各組態觀察,靜息組態 rc = 0.915,室內自行車 rc = 0.983;跑步機組態 rc = 0.949,肩上
推舉組態 rc = 0.987,所有組態之顯著水準 p < 0.01;並將 Bland-Altman plot 結合心率區
間作細部探討,全組態心率區間以 zone 4 離散值最多,靜息組態只分佈在 zone 1,室
內自行車以 zone 4 離群值最多,步機組態以 zone 4 離群值最多,肩上推舉組態以
zone 1 離群值最多。
摘要(英) Heart rate(HR) detection is an important physiological indicator for maintaining health
and improving athletic performance. Wrist-worn optical heart rate devices utilize
photoplethysmography (PPG) technology to measure HR. However, compared to the well￾
established and stable electrocardiogram (ECG) technology, wrist-worn optical HR detection
using PPG devices has shown inconsistent accuracy across different types of activities,
including rest, exercise of low/medium/high intensity.
The result showed that PPG devices can serve as effective tools for HR monitoring. When
considering the advancements in PPG technology and the convenience of device wearability,
PPG devices are a preferable choice for applications involving daily life, exercise & fitness,
and outdoor & adventures, compared to ECG devices, especially when excluding algorithm
differences among brands.
The exercise test for HR detection involved 32 participants and included various exercise
configurations, such as rest, three intensities of indoor cycling (40/70/100 watts), treadmill
walking (5 km/h)/jogging (7 km/h)/running (9 km/h), and push over. The HR data of the Garmin
Fenix 7s (PPG) wrist-worn device and the HRM-Tri (ECG) chest strap device show a
significant correlation. The overall correlation coefficient, rc is 0.988. When considering
different configurations, the correlation coefficients are as follows: resting configuration rc =
0.915; indoor cycling configuration rc = 0.983; treadmill configuration rc = 0.949; Push over
configuration rc = 0.987. The significance level for all configurations is p < 0.01.
Furthermore, the detailed analysis by combining the Bland-Altman plot with heart rate
zones. Among all configurations, zone 4 exhibits the highest number of outliers. In the resting
configuration, outliers are primarily distributed in zone 1. For the indoor cycling configuration,
zone 4 has the highest number of outliers. Similarly, the treadmill configuration shows the
highest number of outliers in zone 4, while the Push over configuration has the highest number
of outliers in zone 1.
關鍵字(中) ★ 光體積變化描記圖
★ 電極式心電圖
★ 靜息
★ 運動
★ 相關性
★ 心率區間
關鍵字(英) ★ PPG
★ ECG
★ Rest
★ Exercise
★ Correlation
★ Heart Rate zone
論文目次 摘要 i
ABSTRACT ii
目錄 iii
圖目錄 v
表目錄 vii
第一章 緒論 - 1 -
1-1 研究背景 - 1 -
1-2 研究問題與目的 - 2 -
1-3 研究範圍與限制 - 2 -
1-4 研究流程 - 3 -
1-5 論文架構 - 4 -
第二章 文獻回顧 - 5 -
2-1 ECG/PPG原理與技術 - 5 -
2-2 ECG/PPG應用與差異 - 7 -
2-3 針對PPG心率偵測的運動測試之探討 - 7 -
第三章 研究理論與方法 - 13 -
3-1 偵測心率裝置介紹 - 13 -
3-2 運動測試流程 & 使用器材介紹 - 14 -
3.2.1 運動測試流程 - 14 -
3.2.2 運動測試之器材與方法 - 15 -
3-3 資料彙整及統計分析方法 - 18 -
3.3.1 資料彙整 - 18 -
3.3.2 統計分析方法 - 18 -
第四章 實驗結果 - 20 -
4-1 F7s(PPG)/FR235(PPG)分別與HRM(ECG)作相關性比較 - 20 -
4-2 批量測試之測試者BMI及相關資訊統計 - 23 -
4-3 相關性彙整- Overall全組態 - 24 -
4-4 相關性彙整: Cycling室內自行車組態 - 26 -
4-5 相關性彙整: Treadmill跑步機組態 - 28 -
4-6 相關性彙整: Push Over肩上推舉組態 - 30 -
4-7 相關性彙整- Rest靜息組態 - 32 -
第五章 結論與未來展望 - 34 -
5-1 結論 - 34 -
5-2 未來展望 - 34 -
參考資料 - 35 -
附錄一 測試者原始資料 - 37 -
附錄二 相關性彙整表-組態切分 - 38 -
附錄三 相關性彙整表_強度切分 - 39 -
附錄四 各組態對比之Bland-Altman plot_組圖 - 40 -
附錄五 各組態對比之散點圖_組圖 - 41 -
參考文獻 [1] Garmin Taiwan (Director). (2017, November 2). 胸帶式心跳帶與光學心率感測器的差異大解密. https://www.youtube.com/watch?v=NHb7Az8_zvM
[2] Guo Y., Liu X., Peng S., Jiang X., Xu K., Chen C., Wang Z., Dai C., Chen W. (2021).
A review of wearable and unobtrusive sensing technologies for chronic disease management, Computers in Biology and Medicine, 129, 104163.
[3] Lee G. H., Kang H., Chung J. W., Lee Y., Yoo H., Jeong S., Cho H., Kim J. Y., Kang S. G., Jung J. Y., Hahm S. G., Lee J., Jeong I. J., Park M., Park G., Yun I. H., Kim J. Y., Hong Y., Yun Y., Kim S. H., Choi B. K.(2022). Stretchable PPG sensor with light polarization for physical activity–permissible monitoring, Science Advances, 8(15).
[4] Fallow A. B., Tarumi, T. & Tanaka, H. (2013). Influence of skin type and wavelength on light wave reflectance. Journal of Clinical Monitoring and Computing, 27, 313–317.
[5] Merrigan J. J., Stovall J. H., Stone J. D., Stephenson M., Finomore V. S. & Hagen J. A.(2022). Validation of Garmin and Polar Devices for Continuous Heart Rate Monitoring During Common Training Movements in Tactical Populations. Measurement in Physical Education and Exercise Science,1-14.
[6] Lin, L.I.(1989). A Concordance Correlation Coefficient to Evaluate Reproducibility. Biometrics, 45(1), 255-268.
[7] Spierer, D. K., Rossen, Z., Litman, L. L.& Fuji, K. (2015). Validation of photoplethysmography as a method to detect heart rate during rest and exercise. Journal of Medical Engineering & Technology, 39, 264–271.
[8] Alzahrani, A., Hu, S., Azorin-Peris, V., Barrett, L., Esliger, D., Hayes, M.,Kuoch, S. (2015). A multi-channel opto-electronic sensor to accurately monitor heart rate against motion artefact during exercise. Sensors, 15 (10), 25681–25702.

[9] Stahl, S. E., An, H.-S., Dinkel, D. M., Noble, J. M., & Lee, J.-M. (2016). How accurate are the wrist-based heart rate monitors during walking and running activities? Are they accurate enough? BMJ Open Sport & Exercise Medicine, 2(1).
[10] Gillinov, S., Etiwy, M., Wang, R., Blackburn, G., Phelan, D., Gillinov, A. M., HOUGHTALING, P., JAVADIKASGARI, H., Desai, M. Y. (2017). Variable accuracy of wearable heart rate monitors during aerobic exercise. Medicine and Science in Sports and Exercise, 49 (8), 1697–1703.
[11] Støve, M. P., Haucke, E., Nymann, M. L., Sigurdsson T.& Birgit Tine Larsen, B. T. (2019). Accuracy of the wearable activity tracker Garmin Forerunner 235 for the assessment of heart rate during rest and activity. Journal of Sports Sciences, 37(8).
[12] Mukaka, M. M. (2012). A guide to appropriate use of Correlation coefficient in medical research. Malawi Medical Journal, 24(3), 69-71.
[13] Edwards, S. (1993). The heart rate monitor book. Port Washington, NY: Polar CIC.
[14] Carrasco, J. L., Jover L. (2003). Estimating the Generalized Concordance Correlation Coefficient through Variance Components. Biometrics, 59(4), 849-858.
[15] Bland, J.M., Altman, D. G. (1986). Statistical methods for assessing agreement between two methods of clinical measurement. Lancet, 1(8476):307-10.
[16] 衛生福利部國民健康署. (2016, December 31). https://www.hpa.gov.tw/Pages/Detail.aspx?nodeid=333&pid=882
指導教授 傅尹坤(Yiin-Kuen, Fuh) 審核日期 2023-7-11
推文 facebook   plurk   twitter   funp   google   live   udn   HD   myshare   reddit   netvibes   friend   youpush   delicious   baidu   
網路書籤 Google bookmarks   del.icio.us   hemidemi   myshare   

若有論文相關問題,請聯絡國立中央大學圖書館推廣服務組 TEL:(03)422-7151轉57407,或E-mail聯絡  - 隱私權政策聲明