Feasible assessment of recovery and cardiovascular health: accuracy of nocturnal HR and HRV assessed via ring PPG in comparison to medical grade ECG

Kinnunen, Hannu, Rantanen, Aleksi, Kenttä, Tuomas, Koskimäki, Heli·2020·Physiological Measurement
DOI 10.1088/1361-6579/ab840a

Cited by (184)

Items 101–184 of 184

  1. Unobtrusive stress detection using wearables: application and challenges in a university setting
    Peter Neigel, Andrew W. Vargo, Benjamin Tag, Koichi Kise · 2025 · Frontiers Comput. Sci.
  2. Feasibility of Measuring Physiological Responses to Breakthrough Infections and COVID-19 Vaccine Using a Wearable Ring Sensor
    Gerald N. Pho, Nina Thigpen, Shyamal Patel, Hal Tily · 2023 · Digital Biomarkers
  3. An exploration into the sleep of workers on block-calving, pasture-based dairy farms
    L. S. Hall, Paul Edwards, Kelly S Dale, Victoria Westbrooke, Racheal H. Bryant, Barbara Kuhn‐Sherlock, Callum Eastwood · 2024 · Journal of Dairy Science
  4. Sleep Stage Classification Through HRV, Complexity Measures, and Heart Rate Asymmetry Using Generalized Estimating Equations Models
    Bartosz Biczuk, Sebastian Żurek, Szymon J. Jurga, Elżbieta Turska, Przemysław Guzik, Jarosław Piskorski · 2024 · Entropy
  5. Emotion Recognition Using PPG Signals of Smartwatch on Purpose of Threat Detection
    Gyuwon Hwang, Sohee Yoo, Jaehyun Yoo · 2024 · Sensors
  6. Inferring COPD Severity from Tidal Breathing
    Kofi M. Odame, Graham T. Atkins, Maria Nyamukuru, Katherine Fearon · 2021 · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
  7. Extracting Fractional Inspiratory Time from Electrocardiograms
    Maria Nyamukuru, Kofi M. Odame · 2021 · IEEE/ACM Conference on Connected Health: Applications, Systems and Engineering Technologies
  8. Emerging Technologies and Wearables for Monitoring and Managing Sleep Disorders in Patients with Cardiovascular Disease
    Ee-Rah Sung, Zakaa Hassan, Joanne Shirine Allam · 2024 · Current Sleep Medicine Reports
  9. Reproducibility of autonomic cardiovascular function and hemodynamics at rest and during recovery from exercise
    Venla P. Ylinen, Rasmus I. P. Valtonen, Juhani M. Junttila, Risto Kerkelä, Heikki V. Huikuri, Mikko Paavo Tulppo · 2024 · Physiological Reports
  10. An Adjustable Smart Ring to Monitor Pulse Rate and Peripheral Blood Oxygen Saturation
    Martina Montenegro, Andréa Aliverti, Alessandra Angelucci · 2025 · Annals of Biomedical Engineering
  11. Digital Phenotyping and Lifestyle Intervention in Patients With Myasthenia Gravis ( DIG ‐ MG ): A Randomized Controlled Trial of Feasibility, Adherence, and Effects on Fatigue
    Maja Norling, Niclas Eriksson, Elisabet Westerberg, Ingela Nygren, Klara Norman, Julia Hedberg, Sui Hsien Wong, Susanna Jernelöv, Pernilla Åsenlöf, Anna Rostedt Punga · 2026 · Muscle & Nerve
  12. How acute stress affects sleep: large-scale observations from continuous smart ring measurements in free-living conditions
    Emmi Antikainen, Anna Iashina, Iman Alikhani, Mari Karsikas · 2024 · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
  13. Exploring Heart Rate Variability and Heart Rate Dynamics Using Wearables Before, During, and After Speech Activity: Insights from a Controlled Study in a Low-Middle-Income Country
    Nilesh Kumar Sahu, Snehil Gupta, Haroon Rashid Lone · 2025 · ACM SIGCAS/SIGCHI Conference on Computing and Sustainable Societies (COMPASS)
  14. Addressing out‐of‐hospital cardiac arrest with current technology advances: Breaking the deadlock with a mobile network
    Meiso Hayashi, Yu‐ki Iwasaki · 2024 · Journal of Arrhythmia
  15. Heart Rate Variability Measurements Across the Menstrual Cycle and Oral Contraceptive Phases in Two Olympian Female Swimmers: A Case Report
    Marine Dupuit, Kilian Barlier, Benjamin Tranchard, Jean‐François Toussaint, Juliana Antero, Robin Pla · 2025 · Sports
  16. Prediction of Angina Pectoris Events in Middle-Aged and Elderly People Using RR Interval Time Series in the Resting State: A Cohort Study Based on SHHS
    Xiaoyan Zhang, Huichun Xu · 2023 · International Journal of Computational Intelligence Systems
  17. Exercise Training and Heart Rate Variability: A Guided Optimization of Cardiorespiratory Fitness in Cardiometabolic Disease
    Michael F. Mendoza, Michael A. Anzelmo, Alex A. Rojas, Nina M. Suan, Carl J. Lavie · 2026 · Current Atherosclerosis Reports
  18. Exploring the Feasibility of PPG for Estimation of Heart Rate Variability: A Mathematical Approach
    Tejasv Bhatt, Abhishek Shrivastava, Santosh Kumar, Shresth Gupta · 2024 · Communications in computer and information science
  19. A Deep Convolution Method for Hypertension Detection from Ballistocardiogram Signals with Heat-Map-Guided Data Augmentation
    Renjie Cheng, Yi Huang, Wei Hu, Ken Chen, Yaoqin Xie · 2025 · Bioengineering
  20. Holistically assessing dismounted warfighter military performance: bridging science and operational relevancy
    Jennifer Sperlein, Katrina Hinde, Thomas Karakolis, Steve Myers, M O'Donovan, Benjamin M. Sheffield · 2025 · BMJ Military Health
  21. Smart Wristband Based on a Magnetic Soft Sensor for Pulse Wave Measurement
    Chiara Romano, Sergio Silvestri, Emiliano Schena, Carlo Massaroni · 2025 · IEEE Sensors Journal
  22. Lifestyle-based health awareness using digital gadgets and online interactive platforms
    Iqra Khan, Salman Akhtar, Mohammad Kalim Ahmad Khan · 2021 · NeuroPharmac Journal
  23. Evaluating the technical use of a Fitbit during an intervention for patients with pulmonary arterial hypertension with quality of life as primary endpoint: Lessons learned from the UPHILL study
    Chermaine T. Kwant, Frances S. de Man, Harm Jan Bogaard, Anton Vonk Noordegraaf · 2024 · Pulmonary Circulation
  24. Decoding menstrual health across the lifespan: a scoping review of digital health tools in research
    Sarah C. Johnson, Johanna J. O’Day, Emily Kraus, Scott L. Delp, Jennifer L. Hicks · 2026 · npj Women s Health
  25. Using unsupervised machine learning to characterize recovery patterns in elite canoe-kayak athletes across the Olympic training year
    Audric Foucaud, Fabienne Durand, Henri Méric · 2025 · Frontiers in Sports and Active Living
  26. Wearable Device Photoplethysmography As a Viable Tool to Longitudinally Monitor Vasoconstriction Biomarkers for Predicting Vaso-Occlusive Crisis in Sickle Cell Disease: Feasibility and Validation Study
    Payal Shah, Sabrina Sy, Mingjing Chen, Michael C. K. Khoo, Thomas D. Coates, Saranya Veluswamy · 2025 · JMIR Human Factors
  27. Intelligent glucose management in hospitalized patients: Short-term glucose and adverse events prediction
    Jian Xue, Huaimin Cao, Lu Yang, Jiajia Liu, Ying Zhang, Chunlei Zhang, Ke Bai, Peng Jiang, Fanchang Hao, LiNa Xu · 2025 · PLoS ONE
  28. Evolution of Heart Rate Variability (HRV) Analysis Methodologies (2000–2025): From Task Force Standards to Wearables, AI, and Clinical Translation
    Ziqiang Zhou, Yuxing Wang, Xiaoming Cheng, Jinwen Wang · 2026 · Biomedical Signal Processing and Control
  29. Accuracy of Photoplethysmography-Derived Pulse Rate Variability Compared with Electrocardiography-Derived Heart Rate Variability: A Systematic Review and Meta-Analysis
    Shiwen Xu, Hao Liu, Zhengliang Liu, Peng Su, Zhuangzhuang Gu · 2026 · Sensors
  30. Devices for cardiovascular control: When space and earth tackle common challenges
    Tanya Scalia, Lucia Bonventre, Maria Letizia Terranova · 2022 · Acta Astronautica
  31. Heart Rate Variability of Photoplethysmography for Hypertension Detection Using Support Vector Machine
    Aulia Octaviani, Nuryani Nuryani, Umi Salamah, Trio Pambudi Utomo · 2023 · Lecture notes in electrical engineering
  32. Verify of Left and Right Differences in Sleep Index using the Ring-type Sensor
    Yutaka Yoshida, Emi Yuda · 2024 · Advances in Science Technology and Engineering Systems Journal
  33. Exploring the Feasibility of Sleep Quality Evaluation with a Reduced Parameter Set
    Michele Guagnano, Sara Groppo, Luigi Pugliese, Massimo Violante · 2023 · IEEE Smart World Congress (SWC)
  34. Economical Blood Pressure Monitoring System For Telemedicine Applications
    G. Raja Kullayappa · 2021 · Turkish Journal of Computer and Mathematics Education (TURCOMAT)
  35. Wearables: A competitive device audit for use in intensive psychiatric settings (Preprint)
    Peter A Iacobelli, Jessa Lin Westheimer, Michelle A. Patriquin · 2023
  36. Evolution of Wearable Technology in Sports and Fitness
    Kanchan Bisht, Surya Tejaswi Desu, C. Manjulatha, Surabhi Das, Yogitha Gunupuru · 2025 · Wiley eBooks
  37. Review and Content Analysis of Mobile Applications for Heart Rate Variability (Preprint)
    Eline de Jager, Brian Caulfield, Evgenia Angelidi, Sinéad Holden · 2025
  38. Who is missing? A scoping review on the representation of different populations in studies assessing the validity of consumer wearable PPG-based measurements (Preprint)
    Rebecca M. Schipper, Fatime Oumar Djibrillah, Meyke Roosink, Laura H.H. Winkens, Arlene John, Eric J. Hazebroek, Annemieke Witteveen, Agnes A. M. Berendsen · 2025
  39. Monitoring adherence to sleep and circadian disorders treatments
    Elliott K. Lee, Karianne Dion, Naomi Spitale, Ashley Nixon, Soojin Chun, Rébecca Robillard · 2022 · Elsevier eBooks
  40. Nutzen und Grenzen mobiler und tragbarer Technologien zur Individualisierung von hochintensivem Intervalltraining in der Bewegungstherapie
    Peter Düking, Billy Sperlich · 2022 · B&G Bewegungstherapie und Gesundheitssport
  41. Technologizacja dobrostanu. W stronę uczestnictwa ludzkich i nieludzkich aktorów w przeciwdziałaniu zaburzeniom snu
    Elżbieta Perzycka · 2022 · Niepełnosprawność i Rehabilitacja
  42. Wearable and app-based resilience modelling in employees
    Herman de Vries · 2023
  43. A Longitudinal Assessment of Sleep in Surface Warfare Officers During Training and Fleet Assignments: Preliminary Results
    Nita Lewis Shattuck, Panagiotis Matsangas · 2023 · Proceedings of the Human Factors and Ergonomics Society Annual Meeting
  44. Features extraction from cardiac-related signals: comparison among different measurement methods
    Gloria Cosoli, Gian Marco Revel, Lorenzo Scalise · 2024 · Journal of Physics Conference Series
  45. A prospective observational study of sleep patterns and work-related communications during home call for a pediatric surgery fellow
    Steven L. Raymond, Edward P. Tagge · 2024 · Surgery Open Science
  46. Dietary Adherence and Physical Activity: Unraveling the Threads Impacting Blood Pressure in Hypertensive Patients
    Dwi Isniarti Amin, Asep Sujana Wahyuri, Roma Irawan, Wilda Welis, Farida Gusni, Dally Rahman, Adri Budiwanto, Yovhandra Ockta · 2023 · Jurnal Penelitian Pendidikan IPA
  47. Team Performance
    Deanna Beech, Heikki Mansikka, Don Harris, Kai Virtanen, Nathalie Pattyn · 2024 · Routledge eBooks
  48. Aportes para la práctica del running
    Pedro Julián Flores Moreno, Alexis González Pérez, José E. Del Río Valdivia, Carlos Artemio Favela Ramírez, Julio Alejandro Gómez Figueroa, Isela Guadalupe Ramos Carranza, A. Maldonado, Javier Arturo Hall-López, Paulina Yesica Ochoa-Martínez, Andreas Stamatis et al. · 2024 · Universidad de Colima eBooks
  49. The based-biofeedback approach versus ECG for evaluation heart rate variability during the maximal exercise protocol among healthy individuals
    Sara Pouriamehr, Valiollah Dabidi Roshan, Somayeh Namdar Tajari · 2024 · Computing and artificial intelligence.
  50. The Impact of Sleep Health Promotion on Physiologic Stress Responses and Mental Health Risk among Nurses: A Study Protocol (Preprint)
    Allison A. Norful, Jiawen Zhao, Yuandi Gao, Ari Shechter, Fatemeh G. Haghighi, Kathryn Asadoorian, Margaret Adler, Krystyna de Jacq · 2024
  51. The validation and accuracy of wearable heart rate trackers in children with heart disease: a prospective cohort study (Preprint)
    Hidde J. Hardon, Yara N. Van Kerkhof, Beatrijs Bartelds, Janneke A.E. Kammeraad, Arend W. van Deutekom · 2025
  52. Wearable Device Photoplethysmography is a Viable Tool to Longitudinally Monitor Vasoconstriction Biomarkers for Predicting Vaso-occlusive Crisis in Sickle Cell Disease (Preprint)
    Payal Shah, Sabrina Sy, Mingjing Chen, Michael C. K. Khoo, Thomas D. Coates, Saranya Veluswamy · 2025
  53. Relationships between smart ring-measured sleep variables and next-day basketball game performance: A case series
    Jennifer B. Fields, Joseph Hahn, Andrew R. Jagim, Erica L. King, Leah Allen, Conor F. Horlock, Margaret T. Jones · 2025 · International Journal of Sports Science & Coaching
  54. Consumer-facing and professional medical devices in cardiology: monitoring and evaluation of big data and the implications for the practice of cardiology
    Sri Nuvvula, Amgad N. Makaryus · 2025 · Expert Review of Medical Devices
  55. Harmonising regulatory requirements for validation of digital health technologies in the United States, EU and United Kingdom
    Callum Rose, Sandosh Padmanabhan · 2025 · Elsevier eBooks
  56. Pulse Rate Variability From Wearable Wristwatches as a Surrogate for Heart Rate Variability? We Think Not Yet
    Aditya A. Shanghavi, Jeevan Jayasuriya, Yuxin Cai, Ranjana K. Mehta · 2025 · Proceedings of the Human Factors and Ergonomics Society Annual Meeting
  57. Measuring resting heart rate during daily life using wearable technology: Examining the impact of behavioral context and methodological criteria
    F. Elizabeth Godkin, Karen Van Ooteghem, Kit B. Beyer, Kyle S Weber, Benjamin F. Cornish, Ada Tang, Kaylena A. Ehgoetz Martens, William Evans McIlroy · 2025 · Digital Health
  58. Smart Ring in Clinical Medicine: A Systematic Review (Preprint)
    Eun Jeong Gong, Chang Seok Bang, Jae Jun Lee, Gwang Ho Baik · 2025
  59. Cognitive performance measurements and the impact of sleep quality using wearable and mobile sensors
    Aku Visuri, Heli Koskimäki, Niels van Berkel, Andy Alorwu, Ella Peltonen, Saeed Abdullah, Simo Johannes Hosio · 2025 · Personal and Ubiquitous Computing
  60. Computer-Based Wearable Devices for Remote Patient Monitoring
    Anji Anura, Debashis Maji · 2025 · Springer eBooks
  61. Spontaneous epidermal stimulation briefly and diffusely enhances skin spatial acuity in shooting athletes: Evidence from event-related potentials
    Jingzhe Xiao, Xinge Liu, Chengzhe Ma, Guifang Zhang, Zheng Xiong · 2025 · Medicine
  62. Dairy farmers working in seasonal calving systems do not improve their sleep in late lactation compared with the spring calving period
    Hall, L. S., Eastwood, C. R., Dela Rue, B. T., Dale, K., Kuhn-Sherlock, B., Edwards, J. P. · 2026 · Animal Production Science
  63. Resilience to ghosting? A randomized controlled trial examining the consequences of ghosting on sleep quality in potential romantic relationships
    Michael R. Langlais, Anabelen Pons, Olivia Dechert, Anna M. Murvich, Jeremy A. Bigalke · 2026 · Frontiers in Psychology
  64. Dynamic Sleep-Derived Heart Rate and Heart Rate Variability Features Associated with Glucose Metabolism Status: An Exploratory Feature-Selection Study Using Consumer Wearables
    Li Li, Syarifah Nabilah Syed Taha, Yoshiyuki Nishinaka, Yufeng Tan, Hajime Ohtsu, Sinyoung LEE, Ken Kiyono · 2026 · Sensors
  65. The Feasibility of an Integrative Online Tai Chi Easy Intervention Plus a Diabetes Self-Management Education and Support Program
    Ruth E. Taylor‐Piliae, Meghan B. Skiba, Carlie M. Felion, Elise Dando, Shravan G. Aras, Chiu‐Hsieh Hsu, Julio Loya · 2026 · The Science of Diabetes Self-Management and Care
  66. Heart Rate Measurement using an Earphone-Type Wearable Device Equipped with Biodegradable Piezoelectric Sensors
    Keitaro Nonaka, Shumma Jomyo, Hideki Aiko, Shuichi Tasaka, Harutoyo Hirano, Toshio Tsuji · 2026 · IEEE/SICE International Symposium on System Integration (SII)
  67. Using an Adult-Designed Wearable for Pediatric Monitoring: Practical Tutorial and Application in School-Aged Children With Obesity
    Alessandra Angelucci, Andréa Aliverti, Matteo Vandoni, Daniela Lucini, Cristiana Larizza, Vittoria Carnevale Pellino, G V Zuccotti, Valeria Calcaterra · 2026 · Journal of Medical Internet Research
  68. Vagus nerve stimulation in Crohn’s disease: long-term outcomes, mechanistic insights, and the promise of non-invasive approaches
    Valérie Sinniger, Sonia Pellissier A, Bruno L. Bonaz · 2026 · Bioelectronic Medicine
  69. Mobile Apps for Heart Rate Variability: App Store Search and Content Analysis
    Eline de Jager, Brian Caulfield, Evgenia Angelidi, Sinéad Holden · 2026 · JMIR Cardio
  70. How has the Oura Ring been used in research? A Scoping Review (Preprint)
    Justin Jackson, In-Whi Hwang, Anel Hurtado, Eduardo E. Bustamante, Lauretta T. Quinn, Krista A Varady, Rrita Zejnullahi, Paul R. Hibbing · 2026
  71. Toward Calibration-Free Wearable Heart Rate Variability Monitoring: Integrating Signal Quality and Motion Context Across Daily Activities (Preprint)
    Jaehyuk Lee, Dogyu Han, Yeunwoong Kyung · 2026
  72. The Representation of Different Populations in Studies Assessing the Validity of Consumer Wearable Photoplethysmography-Based Measurements: Scoping Review
    Rebecca M. Schipper, Fatime Oumar Djibrillah, Meyke Roosink, Laura H.H. Winkens, Arlene John, Eric J. Hazebroek, Annemieke Witteveen, Agnes A. M. Berendsen · 2026 · JMIR mhealth and uhealth
  73. Deep learning for heart disease anomaly detection: performance factors and algorithms
    Hong Zhou, Duc-Anh Nguyen, Nhien‐An Le‐Khac · 2026 · Artificial Intelligence Review
  74. Photoplethysmography-derived Heart Rate Variability as a Marker of Physiological Stress in Korean American Home Care Workers Providing Dementia Care
    Hyejin Kim, Endian Liu, Manasi Parmar, Jaehyuk Song, Olimpia Paun, Myunghee Kim · 2026 · CIN Computers Informatics Nursing
  75. A Computational Framework for Deep Phenotyping of Maternal Autonomic Resilience Using 65 Months of Continuous Wearable Biometric Data
    Chandler N. Buckingham, Kyle Johnson · 2026 · ACM International Conference on Bioinformatics, Computational Biology, and Health Informatics (ACM-BCB)
  76. Effects of PeptiSleep™ on sleep modification and biometrics in adults with sleep impairment: A randomised, placebo-controlled pilot study
    Niamh Máire Mohan, Brian Keogh, Alessandro Adelfio, Ricardo Maldonado, Amanda Rao, Marco Altini, Nora Khaldi, Andrew Franklyn‐Miller · 2026 · Sleep Medicine X
  77. Outils connectés : où en est-on pour le diagnostic des troubles du sommeil ?
    Sylvie Royant‐Parola · 2025 · Elsevier eBooks
  78. From wearable data to policy decisions: a framework-driven review of consumer wearables for scalable health promotion and physical activity programmes
    Chang-Ha Im, Minjung Woo · 2026 · Health Policy and Technology
  79. Slow-Wave Sleep and Post-Exercise Cardiac Autonomic Recovery: A Hypothesis-Generating Systems Physiology Framework
    Teodora Dominteanu, Amelia Elena Stan, Andreea Voinea · 2026 · Physiologia
  80. Severity of depression and anxiety symptoms is reflected in physiological and behavioral metrics collected from a consumer-grade wearable ring
    Saeid Azadifar, Alireza Sameh, Laura Nauha, Mikko Kärmeniemi, Maisa Niemelä, Vahid Farrahi · 2026 · BMC Medicine
  81. Competition-Related alterations in nighttime sleep and heart rate metrics: A longitudinal study in NCAA division 1 women's volleyball athletes
    Jesse David Cook, Tiki Zhai, Jennifer L. Sanfilippo, Jessica J. Love, David Thomas Plante, Andrew M. Watson · 2026 · International Journal of Sports Science & Coaching
  82. Pulse vs. R-R Interval: Validity and Reliability of the Garmin Elevate v4 Sensor for Ultra-Short HR and HRV Monitoring in Healthy Adults
    Antonio Casanova‐Lizón, José Manuel Sarabia, Adolfo Aracil‐Marco, Mario Martínez-García, Manuel Moya‐Ramón, Agustín Manresa‐Rocamora · 2026 · Sensors
  83. Next‐Generation Brain Health Monitoring Enabled by Integrated Wearable AI Infrastructure
    M. Abul Masrur, Bangul Khan, Rana Talha Khalid, Sumaira, Saad Abdullah · 2026 · Smart Medicine
  84. Rising temperatures – deteriorating productivity: An examination into day-to-day dynamics of temperature, sleep, and perceived productivity
    Christian Rominger, Martha Schneider, Gerald Schweiger, Katja Čeplak, Kristina Kirschner, Julia T. Aulehner, Ruth Höpler, Christian Peer, Andreas Richard Schwerdtfeger · 2026 · Journal of Environmental Psychology