Accuracy of Wrist-Worn Heart Rate Monitors: A Comprehensive Review of Smartwatches in Exercise Monitoring
DOI:
https://doi.org/10.12775/QS.2024.32.55350Keywords
wrist-worn heart rate monitors, exercise, monitoring, heart rate, photoplethysmography, validationAbstract
Wrist-worn heart rate monitors have become integral in personal health monitoring, particularly during exercise and daily activities. This review evaluates the precision of various commercially available smartwatches in assessing heart rate, focusing on their accuracy across different physical activities, such as walking, running, cycling, and elliptical training. A systematic analysis of 29 peer-reviewed studies, encompassing over 900 participants, was conducted to compare devices like the Apple Watch, Fitbit, Garmin, and others. The results demonstrate significant variation in accuracy depending on the device, type of activity, and individual factors such as body mass index and skin tone. The Apple Watch consistently outperformed other devices, showing the lowest mean absolute percentage error (MAPE), particularly during moderate-intensity activities. In contrast, devices such as the Fitbit Blaze exhibited greater error rates, especially during high-intensity exercises or activities involving significant arm movement. Although wrist-worn heart rate monitors provide users with convenient real-time data, limitations such as motion artifacts, device placement, and external factors may affect their reliability.
References
Mackert M, Mabry-Flynn A, Champlin S, Donovan EE, Pounders K. Health Literacy and Health Information Technology Adoption: The Potential for a New Digital Divide. J Med Internet Res. 2016 Oct 4;18(10): e264.
Datereportal 2023, Digital 2023 Deep-Dive: The Rise of Wearables, Simon Kemp,
https://datareportal.com/reports/digital-2023-deep-dive-the-rise-of-wearables
Ramezani R, Cao M, Earthperson A, Naeim A. Developing a smartwatch-based healthcare application: notes to consider. Sensors 2023;23(15):6652.
Chong KPL, Guo JZ, Deng X, Woo BKP. Consumer Perceptions of Wearable Technology Devices: Retrospective Review and Analysis. JMIR Mhealth Uhealth. 2020 Apr 20;8(4):e17544.
Bin K, Pretto L, Sanchez F, Battistella L. Digital platform to continuously monitor patients using a smartwatch: preliminary report. JMIR Formative Research 2022;6(9):e40468.
Chang B. Application of heart rate acceleration motion wireless sensor fusion in individual special competitive sports. Journal of Sensors 2021;2021(1).
Belinchón-deMiguel P, Ruisoto P, Clemente-Suárez V. Psychophysiological stress response of a paralympic athlete during an ultra-endurance event. a case study. Journal of Medical Systems 2019;43(3).
Anley C, Noakes T, Collins M, Schwellnus M. A comparison of two treatment protocols in the management of exercise-associated postural hypotension: a randomised clinical trial. British Journal of Sports Medicine 2010;45(14):1113-1118.
Khaliq A, Awan M, UmairSaleh M, HusnulMaab M, Khan S. Real time wireless health monitoring system. IOSR Journal of Electrical and Electronics Engineering 2014;9(3):31-38.
Park H, Pei J, Shi M, Xu Q, Fan J. Designing wearable computing devices for improved comfort and user acceptance. Ergonomics 2019 Nov 03;62(11):1474-1484.
Saquib N, Papon M, Ahmad I, Rahman A. Measurement of heart rate using photoplethysmography. 2015 International Conference on Networking Systems and Security (NSysS) 2015.
Bent B, Goldstein BA, Kibbe WA, Dunn JP. Investigating sources of inaccuracy in wearable optical heart rate sensors. NPJ Digit Med 2020;3:18.
Green E, Mourik R, Wolfus C, Heitner S, Dur O, Semigran M. Machine learning detection of obstructive hypertrophic cardiomyopathy using a wearable biosensor. NPJ Digital Medicine 2019;2(1).
De Pinho Ferreira N, Gehin C, Massot B. Ambient light contribution as a reference for motion artefacts reduction in photoplethysmography. Proceedings of the 13th International Joint Conference on Biomedical Engineering Systems and Technologies 2020.
Leader N, Dorian P, Lam J, Lee C, Woo A, Chow C. Evaluation of heart rate trackers in patients with atrial fibrillation. Can J Cardiol 2018 Oct;34(10):152-153.
Koshy AN, Sajeev JK, Nerlekar N, Brown AJ, Rajakariar K, Zureik M, et al. Utility of photoplethysmography for heart rate estimation among inpatients. Intern Med J 2018 May 02;48(5):587-591.
Nazarian S, Lam K, Darzi A, Ashrafian H. Diagnostic Accuracy of Smartwatches for the Detection of Cardiac Arrhythmia: Systematic Review and Meta-analysis. J Med Internet Res. 2021 Aug 27;23(8):e28974.
Mühlen JM, Stang J, Lykke Skovgaard E, Judice PB, Molina-Garcia P, Johnston W et al. Recommendations for determining the validity of consumer wearable heart rate devices: expert statement and checklist of the INTERLIVE Network. Br J Sports Med. 2021 Jul;55(14):767-779.
Stahl SE, An H, Dinkel DM, et al. How accurate are the wrist-based heart rate monitors during walking and running activities? Are they accurate enough? BMJ Open Sport & Exercise Medicine 2016;2:e000106.
Dooley EE, Golaszewski NM, Bartholomew JB. Estimating Accuracy at Exercise Intensities: A Comparative Study of Self-Monitoring Heart Rate and Physical Activity Wearable Devices. JMIR Mhealth Uhealth. 2017 Mar 16;5(3):e34.
Gillinov S, Etiwy M, Wang R, Blackburn G, Phelan D, Gillinov AM et al. Variable Accuracy of Wearable Heart Rate Monitors during Aerobic Exercise. Medicine & Science in Sports & Exercise 49(8):p 1697-1703, August 2017.
Pasadyn SR, Soudan M, Gillinov M, Houghtaling P, Phelan D, Gillinov N et al. Accuracy of commercially available heart rate monitors in athletes: a prospective study. Cardiovasc Diagn Ther. 2019 Aug;9(4):379-385.
Shcherbina A, Mattsson CM, Waggott D, Salisbury H, Christle JW, Hastie T et al. Accuracy in Wrist-Worn, Sensor-Based Measurements of Heart Rate and Energy Expenditure in a Diverse Cohort. J Pers Med. 2017 May 24;7(2):3.
Wallen MP, Gomersall SR, Keating SE, Wisløff U, Coombes JS. Accuracy of Heart Rate Watches: Implications for Weight Management. PLoS One. 2016 May 27;11(5):e0154420.
Claes J, Buys R, Avila A, Finlay D, Kennedy A, Guldenring D et al. Validity of heart rate measurements by the Garmin Forerunner 225 at different walking intensities. J Med Eng Technol. 2017 Aug;41(6):480-485.
Hendrikx J, Ruijs LS, Cox LG, Lemmens PM, Schuijers EG, Goris AH. Clinical Evaluation of the Measurement Performance of the Philips Health Watch: A Within-Person Comparative Study. JMIR Mhealth Uhealth. 2017 Feb 2;5(2):e10.
Khushhal A, Nichols S, Evans W, Gleadall-Siddall DO, Page R, O'Doherty AF et al. Validity and Reliability of the Apple Watch for Measuring Heart Rate During Exercise. Sports Med Int Open. 2017 Oct 18;1(6):E206-E211.
Müller AM, Wang NX, Yao J, Tan CS, Low ICC, Lim N et al. Heart Rate Measures From Wrist-Worn Activity Trackers in a Laboratory and Free-Living Setting: Validation Study. JMIR Mhealth Uhealth. 2019 Oct 2;7(10):e14120.
Sañudo B, De Hoyo M, Muñoz-López A, Perry J, Abt G. Pilot Study Assessing the Influence of Skin Type on the Heart Rate Measurements Obtained by Photoplethysmography with the Apple Watch. J Med Syst. 2019 May 22;43(7):195.
Parak J, Uuskoski M, Machek J, Korhonen I. Estimating Heart Rate, Energy Expenditure, and Physical Performance With a Wrist Photoplethysmographic Device During Running. JMIR Mhealth Uhealth. 2017 Jul 25;5(7):e97.
Parak J, Korhonen I. Evaluation of wearable consumer heart rate monitors based on photopletysmography. Annu Int Conf IEEE Eng Med Biol Soc. 2014;2014:3670-3.
Støve MP, Haucke E, Nymann ML, Sigurdsson T, Larsen BT. Accuracy of the wearable activity tracker Garmin Forerunner 235 for the assessment of heart rate during rest and activity. J Sports Sci. 2019 Apr;37(8):895-901.
Bai Y, Hibbing P, Mantis C, Welk GJ. Comparative evaluation of heart rate-based monitors: Apple Watch vs Fitbit Charge HR. J Sports Sci. 2018 Aug;36(15):1734-1741.
Reddy RK, Pooni R, Zaharieva DP, Senf B, El Youssef J, Dassau E et al. Accuracy of Wrist-Worn Activity Monitors During Common Daily Physical Activities and Types of Structured Exercise: Evaluation Study. JMIR Mhealth Uhealth. 2018 Dec 10;6(12):e10338.
Boudreaux BD, Hebert EP, Hollander DB, Williams BM, Cormier CL, Naquin MR et al. Validity of Wearable Activity Monitors during Cycling and Resistance Exercise. Med Sci Sports Exerc. 2018 Mar;50(3):624-633.
Cadmus-Bertram L, Gangnon R, Wirkus EJ, Thraen-Borowski KM, Gorzelitz-Liebhauser J. The Accuracy of Heart Rate Monitoring by Some Wrist-Worn Activity Trackers. Ann Intern Med. 2017 Apr 18;166(8):610-612.
Martín-Escudero P, Cabanas AM, Dotor-Castilla ML, Galindo-Canales M, Miguel-Tobal F, Fernández-Pérez C et al. Are Activity Wrist-Worn Devices Accurate for Determining Heart Rate during Intense Exercise? Bioengineering (Basel). 2023 Feb 15;10(2):254.
Chow HW, Yang CC. Accuracy of Optical Heart Rate Sensing Technology in Wearable Fitness Trackers for Young and Older Adults: Validation and Comparison Study. JMIR Mhealth Uhealth. 2020 Apr 28;8(4):e14707
Düking P, Giessing L, Frenkel MO, Koehler K, Holmberg HC, Sperlich B. Wrist-Worn Wearables for Monitoring Heart Rate and Energy Expenditure While Sitting or Performing Light-to-Vigorous Physical Activity: Validation Study. JMIR Mhealth Uhealth. 2020 May 6;8(5):e16716
Wang R, Blackburn G, Desai M, Phelan D, Gillinov L, Houghtaling P et al. Accuracy of Wrist-Worn Heart Rate Monitors. JAMA Cardiol. 2017 Jan 1;2(1):104-106.
Delgado-Gonzalo R, Parak J, Tarniceriu A, Renevey P, Bertschi M, Korhonen I. Evaluation of accuracy and reliability of PulseOn optical heart rate monitoring device. Annu Int Conf IEEE Eng Med Biol Soc. 2015 Aug;2015:430-3.
Mead WF. Maximal exercise testing--Bruce protocol. J Fam Pract. 1979 Sep;9(3):479-90.
Thomson EA, Nuss K, Comstock A, Reinwald S, Blake S, Pimentel RE et al. Heart rate measures from the Apple Watch, Fitbit Charge HR 2, and electrocardiogram across different exercise intensities. J Sports Sci. 2019 Jun;37(12):1411-1419.
Horton JF, Stergiou P, Fung TS, Katz L. Comparison of Polar M600 Optical Heart Rate and ECG Heart Rate during Exercise. Med Sci Sports Exerc. 2017 Dec;49(12):2600-2607.
Pope ZC, Lee JE, Zeng N, Gao Z. Validation of Four Smartwatches in Energy Expenditure and Heart Rate Assessment During Exergaming. Games Health J. 2019 Jun;8(3):205-212.
Benedetto S, Caldato C, Bazzan E, Greenwood DC, Pensabene V, Actis P. Assessment of the Fitbit Charge 2 for monitoring heart rate. PLoS One. 2018 Feb 28;13(2):e0192691.
Thiebaud RS, Funk MD, Patton JC, et al. Validity of wrist-worn consumer products to measure heart rate and energy expenditure. DIGITAL HEALTH. 2018;4.
Takacs J, Pollock CL, Guenther JR, Bahar M, Napier C, Hunt MA. Validation of the Fitbit One activity monitor device during treadmill walking. J Sci Med Sport. 2014 Sep;17(5):496-500.
McManus AM, Masters RS, Laukkanen RM, Yu CC, Sit CH, Ling FC. Using heart-rate feedback to increase physical activity in children. Prev Med. 2008 Oct;47(4):402-8.
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