博碩士論文 105522097 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:21 、訪客IP:34.228.229.51
姓名 林勝凱(Sheng-Kai Lin)  查詢紙本館藏   畢業系所 資訊工程學系
論文名稱 虛擬實境搭配腦電、心電以及呼吸器設備在心肺同步呼吸訓練對心跳變異與腦波之訓練應用系統與資料分析
(Based on Virtual Reality with EEG HRV and Respirator for Cardiorespiratory Synchrony Training system)
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 ( 永不開放)
摘要(中) 心肺同步呼吸訓練(cardiorespiratory synchrony training, CRST)為生理回饋的一種方式,又稱心跳變異生理回饋(heart rate variability biofeedback, HRV-BF)是以緩慢腹式呼吸與定速呼吸(Paced Breathing),再搭配虛擬實境(Virtual Reality, VR),讓病患沈浸在虛擬的環境當中作為介入方案。透過緩慢呼吸使心跳及呼吸產生同步(in phase)的現象,亦即吸氣時伴隨心跳速率(heart rate, HR)上升,呼氣時伴隨HR下降,藉由尋找參與者最佳共振頻率作為訓練目標,使自主神經達到平行狀態為主要目的,目前研究已證實,HRV-BF可以改善自主神經的平衡,並改善負向情緒。
該系統基於虛擬現實的技術,結合多種傳感器技術,如腦電EEG、心電ECG、Arduino結合SFM3400的Flow sensor為呼吸器及Eye-Tracking並結合機器學習的技術來模擬真實的放鬆的環境,來開發具臨床心理介入之創新性與使用者的便利性以及提供治療師即時性心跳特徵變異(SDNN、LF、LnLf、HF、LF/HF、Mhr)的視覺化特徵做即時性顯示,個案在訓練過程中,會即時比對VR前5分鐘心率的LnLf基準數值來計算進步或退步,進而讓VR內各個場景隨時發生變化,提供即時互動的VR計算機系統。
最後,我們會在後面展示近期在本系統的腦電、心電以及呼吸器設備結合到CRST的VR系統,未來將會部署在高雄長庚醫院,大量推廣應用,並會持續精進本次專案,達到應用推廣之目的。
摘要(英) Cardiorespiratory synchronization training (CRST) uses diaphragmatic breathing to increase balance in the autonomic nervous system and reduce negative emotions. Virtual Reality(VR) make the patient immersive in virtual environment for CRST training system. Participants were trained to reduce their breathing rates through slow and deep breathing to achieve their target resonance frequency. We want to find the best resonance frequency when heart rate rises during inhalation, and heart rate decreases during exhalation.
Then, we propose the system based on virtual reality technology, and combined with a variety of sensor technologies, such as Looxid EEG, ECG, and Arduino SFM3400 Respirator, not only embedded on CRST training system, but also machine learning technology to stimulate a real relaxing environment. Develop the innovative features of clinical psychological intervention, user convenience and provide the therapist with real-time display of heart rate features(SDNN, LF, LnLf, HF, LF/HF, Mhr) on the computer moinitor. During the process, computer will calculate LnLf value and change VR scene at any time, we provide an instant interactive VR computer system.
關鍵字(中) ★ 心肺同步呼吸訓練
★ 腦電
★ 心電
★ 呼吸器
★ 虛擬現實
★ 機器學習
關鍵字(英) ★ Cardiorespiratory synchronization training
論文目次 摘要. I
Abstract II
致謝. II
Table of Contents IV
1. Introduction 1
1.1. Slow breathing and effect heart rate variability……………………………..1
1.2 Slow breathing and effect electroencephalography…………………………2
1.3 Application of cardiorespiratory synchronization training………………….3
1.4 Compared CRST equipment with traditional and now……………………...4
2. Related Works 7
2.1 Enhance CRST program interaction with participants……………………...7
2.2 Real-time feedback HRV five indices, EEG, Respirator……………………9
2.3 Looxid EEG device can real time detect emotion…………………………..9
2.4 Contribution- Upload data to elastic and use data to calculate feature……10
3. System Architecture 11
3.1 Task module design………………………………………………………..13
3.2 Data module……………………………………………………………….14
3.3 Assessment module………………………………………………………..15
3.4 Virtual reality task design……………………………………………….....15
4. Experiment 23
4.1 Experiment Design….……………………………………………………..23
4.1.1 Patients and study design……………………….……………………..23
4.1.2 Procedure……………………………………………………………...24
4.1.3 Analysis Method………………………………………………………25
4.1.4 Statistical analysis……………………………………………………..26
4.1.5 Machine learning method……………………………………………..26
5 Result 27
6. Conclusion & Future Work 30
List of Reference 32
參考文獻 [1] Gaetano Valenza ; Antonio Lanata ; Enzo Pasquale Scilingo,”Oscillations of heart rate and Respiration Synchronize During Affective Visual Stimulation”,IEEE Transactions on Information in Biomedicine, Volume:16,Issue:4,July 2012
[2] Denis Kleyko ; Evgeny Osipov ; Urban Wiklund ,”Vector-Besed Analysis of the Similarity Between Breathing and Heart Rate During Paced Deep Breathing, 2018 Computing in Cardiology Conference(CinC),pp23-26 Sept.2018
[3] Yumiao Ren, Jianbao Zhang, “Increased cardiorespiratory synchronization evoked by a breath controller based on heartbeat detection”,BioMedical Engineering OnLine, Article number:61 (2019)
[4] Kyuichi Niizeki, Tadashi Saitoh,”Association Between Phase Coupling of Respiratory Sinus Arrhythmia and Slow Wave Brain Activity During Sleep”, Front Physiol, v.9, 2018 Sep 25, doi: 10.3389/fphys.2018.01338
[5] Carsten Scha¨fer,1,* Michael G. Rosenblum,1,† Hans-Henning Abel,2 and Ju¨rgen Kurths1,” Synchronization in the human cardiorespiratory system”,Volume 60, Number 1,July 1999
[6] Kiyoshi Kotani, 1 Kiyoshi Takamasu, 1 Yosef Ashkenazy, 2 H. Eugene Stanley, 2 and Yoshiharu Yamamoto3 , ”Model for cardiorespiratory in humans”, Physical review, Volume 65, 021923, doi: 10.1103/PhysRevE.65.051923
[7] Patrick R. Steffen, Tara Austin, Andrea DeBarros, Tracy Brown,”The impact of Resonance Frequency Breathing on Meausres of Heart Rate Variability, Blood Pressure, and Mood”, Front. Public Health, 25 August 2017, doi: 10.3389/fpubh.2017.00222
[8] Ravinder Jerath, MD; Molly W. Crawford, BS,” How Does the Body Affect the Mind? Role of Cardiorespiratory Coherence in the Spectrum of Emotions”, Advances, Fall 2015, vol.29, No.4, October 2015
[9] Martin Siepmann, Volkan Aykac, Jana Unterdorfer, Katja Petrowski, Michael Mueck Weymann,”A Pilot Study on the Effects of Heart Rate Variability Biofeedback in patients with Depression and in Healthy Subjects”, Applied Psychophysiology and Biofeedback 33, 195-201 (2008), Pusblished: 19 September 2008
[10] Ravinder Jerath, Molly W.Crawford, Vernon A. Barnes, Kyler Harden,”Self-Regulation of Breathing as a Primary Treatment for Anxiety”, Applied Psychophysiology and Biofeedback 40, 107-115(2015), Published: 14 April 2015
[11] Andy Schumann1, Stefanie Köhler1, Lisa Brotte1,2 and Karl-Jürgen Bär1,3,”Effect of an eight-week smartphone-guided HRV-biofeedback intervention on autonomic function and implsivity in healthy controls”, Physiological Measurement, Volume 40, Number 6, Published 28 June 2019, 2019 Institude of Physics and Engineering in Medicine.
[12] Lehrer, P., Vaschillo, E., Vaschillo, B., 2000. Resonant frequency biofeedback training to increase cardiac variability: rationale and manual for training. Appl. Psychophysiol. Biofeedback 25 (3), 177–191. https://doi.org/10.1023/A:1009554825745.
[13] Dae-Keun Kim,1,2 Kyung-Mi Lee,1 Jongwha Kim,2 Min-Cheol Whang,2,* and Seung Wan Kang1,3,”Dynamic correlations between heart and brain rhythm during Autogenic meditation”,Front Hum Neurosci, pusblished online 2013 Jul 31, doi: 10.3389/fnhum.2013.00414,.
[14] Dae-Keun Kim,1,2 Jyoo-Hi Rhee,3 Seung Wan Kang1,2,”Reorganization of the brain and heart rhythm during autogenic meditation”, Pusblished online 2014 Jan13, doi: 10.3389/fnint.2013.00109
[15]Jim Lagopoulos, Jian Xu, Inge Rasmussen, Alexandra Vik, Gin S. Makhi, Carl F.Eilassen, Ingrid E. Amtsen, Jardar G. Sather, Stig Hollup, Are Holen, Svend Davanger, ”Increased Theta and Alpha EEG Activity During Nondirective Meditation.”, pusblished online:18 Nov 2009, doi: https://doi.org/10.1089/acm.2009.0113.
[16] Alberto Zani 1,2,* , Clara Tumminelli 3 and Alice Mado Proverbio 3, ” Electroencephalogram (EEG) Alpha Power as a Marker of Visuospatial Attention Orienting and Suppression in Normoxia and Hypoxia. An Exploratory Study”, 2020,10,140, doi: 10.3390/brainsci10030140
[17] Stanc’ak, A., Pfeffer, D. Hrudov’a, L, Sovka, P., Dost’alek, C., 1993,”Electroencephalographic correlates pf paced breathing. Neuroreport 4,723-726”
[18] Dziembowska, I., Izdebski, P., Rasmus, A., Brudny, J., Grzelczak, M., Cysewski, P., 2016. “Effects of heart rate variability biofeedback on EEG alpha asymmetry and anxiety symptoms in male athletes: a pilot study. Appl”. Psychophysiol. Biofeedback 41 (2), 141–150 , https://doi.org/10.1007/s10484-015-9319-4
[19] Prinsloo, G., Rauch, H., Karpul, D., Derman, W., 2013,” The effect of a single session of short duration heart rate variability biofeedback on EEG: a pilot study”. Appl. Psychophysiol. Biofeedback 38 (1), 45–56. https://doi.org/10.1007/s10484-012- 9207-0S.
[20] Stanc’ak, A., Pfeffer, D. Hrudov’a, L, Sovka, P., Dost’alek, C., 1993,”Electroencephalographic correlates pf paced breathing. Neuroreport 4,723-726”
[21] Shr-Da Wu, Pei-Chen Lo,”Cardiorespiratory phase synchronization during normal rest amd inward-attention meditation”,International journal of cardiology 141(3):325-8 February 2009, doi: 10.1016/j.ijcard.2008.11.137
[22] Felix S F Ram1, Stewart M Robinson2, Peter N Black 1, “Effects of physical training in asthma: a systematic review”, Volume 34, Issue 3, British Journal of Sports Medicine.
[23] Lin, I.M., Fan, S.Y., Lu, H.C., Lin, T.H., Chu, C.S, Kuo, H.F ,“Randomized controlled trial of heart rate variability biofeedback in cardiac autonomic and hostility among patients with coronary artery disease”. Behav. Res. Ther. 70, 38–46 https://doi.org/10.1016/j.brat.2015.05.001
[24] Nikola N. Radovanović,1* Siniša U. Pavlović,1,2 Goran Milašinović 1,2 ,Bratislav Kirćanski,1 and Mirjana M. Platiša3,”Bidirectional Cardio-Respiratory Interactions in Heart Failure”,Front Physiol, 2018;9:165, doi: 10.3389/fphys.2018.00165
[25] Bosco Emmanuel,” Regulation of Heart Beats by the Autonomous Nervous System in Health and Disease: Point-Process-Theory based Models and Simulation[V-l]”, Institute of Mathematical Sciences, Chennai-600113, India
[26] Zhengbo Zhang1,2 · Buqing Wang1 · Hao Wu1 · Xiaoke Chai1 · Weidong Wang1 · Chung Kang Peng3,4,” Effects of slow and regular breathing exercise on cardiopulmonary coupling and blood pressure”,Med Biol Comput, doi: 10.1007/s11517-016-1517-6
[27] Marthe Halsan Liff1,2, Mari Hoff 3,4, Thomas Fremo5, Ulrik Wisloff5, Ranjeny Thomas6 and Vibeke Videm 2,7.,”Cardiorespiratory fitness in patients with rheumatoid arthritis is associated with the patient global assessment but not with objective measurements of disease activity”,Volume 5, Issue 1
[28] Eleni A. Kortianou, PT, MSc,a,b Ioannis G. Nasis, PT, MSc,a Stavroula T. Spetsioti, MSc,a Andreas M. Daskalakis, PT, MD,a and Ioannis Vogiatzis, PhDa,”Effectiveness of Interval Exercise Training in Patients with COPD”, Cardiopulm Phys Ther J, 2010 Sep;21(3):12-19
[29] Eiline M. Voorendonk a,b, Sarita A. Sanches f, Ad De Jongh a,c,d,e and Agnes Van Minnen a,b”Improvement in cardiorespiratory fitness are not significantly associated with post-traumatic stress disorder symptom reduction in intensive treatment”, Eur J Psychotraumatol. 2019; 10(1):1654783, doi: 10.1080/20008198.2019.1654783
[30] Chen YF1, Huang XY2, Chien CH3, Cheng JF4,”The Effectiveness of Diaphragmatic Breathing Relaxation Training for Reducing Anxiety”, Volume 53, Issue 4, pp329-336, Perspectives in Psychiatric care.
[31] Naoko Kudo, Hitomi Shinohara, Hideya Kaodama, “Heart Rate Variability Biofeedback Intervention for Reduction of Psychological Stress During the Early Postpartum Period”, Applied Psychophysiology and Biofeedback 39, 203-211(2014)
[32] Rollin McCraty, Maria A.Zayas,”Cardiac coherence, self-regulation, autonomic stability, and psychosocial well-being”, Hypothesis and Theory Article, Published: 29 September 2014, doi: 10.3389/fpsyg.2014.01090
[33] Joubert C, Chainay H, “Aging brain: the effect of combied cognitive and physical training on cognition as compared to cognitive and physical training alone – a systematic review”, 20 July 2018 Volume 2018:13,pp 1267-1301
[34] Andy Schumann1, Stefanie Köhler1, Lisa Brotte1,2 and Karl-Jürgen Bär1,3,”Effect of an eight-week smartphone-guided HRV-biofeedback intervention on autonomic function and implsivity in healthy controls”, Physiological Measurement, Volume 40, Number 6, Published 28 June 2019, 2019 Institude of Physics and Engineering in Medicine.
[35] Ol’ga Kyselovicov’a1, Jana Labudov’a1, Erika Zemkov’a1, Dusana Cierna1, Michal Jelen2,”ANTHROPOMETRIC AND CARDIOVASCULAR VARIABLES OF ELITE ATHLETES”, Acta Facultatis Educationis Physicae Universitatis Comenianae,vol.56, No2, 2016
[36] 1Sang-Hyuk Park, 2Seunghyun Hwang* , 1Sang-Mi Lee,” Pilot Application of Biofeedback Training Program for Racket Sports Players”,doi: 10.29252/aassjournal.898
[37] I-Mei Lin, ”Effect of a cardiorespiratory synchronization training mobile application on heart rate variability and electroencephalography in healthy adults”, International Journal of Psypohysiology, Vol.134. Dec.2018,pp.168-177
[38]Chen-Husan, Naofumi Tomita, Yanick X. Lukic, Alvaro Hernandez reguera, Elgar Fleisch, Tobias Kowatsch,” Breeze: Smartphone-based Acoustic Real-time Detection of Breathing Phases for a Gamified Biofeedback Breathing Training”.,ACM Journals, Proceedings of the ACM on ONteractive,Mobile,Wearable and Ubiquitous Technologies,Vol.3, No.4.,2019
[39] Mikhail D Prokhorov, Danil Kulminskiy, E.I. Borovkova, Anatoly Karavaev,”Mobile Device for Monitoring of Cardiovascular System State Based on Assessment of Synchronization of its Low-Frequency Rhythms”, The Open Hypertension Journal 10(1):46-51, Nov 2018
[40] Leah Lagos, Evgency G Vaschillo, Bronya Vaschillo, Paul Lehrer,”Virtual Reality-Assisted Heart Rate Variability Biofeedback as a Strategy to improve Golf Performance: A Case Study”, Biofeedback 39(1):15-20, June 2011, doi: 10.5298/1081-5937-39.1.11.
[41] Johannes Blum, Christoph Rockstroh, Anja S. Göritz,”Heart Rate Variability Biofeedback Based on Slow-Paced Breathing with immerisve Virtual Reality Nature Scenery”, Frontiers in Psychology 10:2172, September 2019, doi: 10.3389/fpsyg.2019.02172
[42] S. R. Ellis, “What are virtual environments?,” IEEE Computer Graphics and Applications, vol. 14, no. 1, pp. 17-22, 1994.
[43] Jaehyun Nam, Hyesun Chung, Young ah Seong, Honggu Lee, ”A New Terrain in HCI: Emotion Recognition Interface using Biometric Data for an Immersive VR Experience ”,Computer Science, Engineering, ArXiv
指導教授 吳曉光 葉士青(Hsiao-kuang Wu Shih-ching Yeh) 審核日期 2020-7-30
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