Wearable Healthcare and Continuous Vital Sign Monitoring with IoT Integration
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Technical and accessibility issues in hospitals often prevent patients from receiving optimal mental and physical health care, which is essential for independent living, especially as societies age and chronic diseases like d... | Find, read and cite all the research you need on Tech Science Press
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When integrated with wearable health trackers, smart home sensors, or telehealth platforms, smart speakers can serve as intuitive voice-based hubs that gather, communicate, and respond to real-time health data.
“When integrated with wearable health trackers, smart home sensors, or telehealth platforms, smart speakers can serve as intuitive voice-based hubs that gather, communicate, and respond to real-time health data [76].”
From Smart Speakers for Health and Well-Being of Older Adults: A Mixed-Methods Review (2025) · cites this paper as [76]
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Evolution of Bluetooth Technology: BLE in the IoT Ecosystem
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“Case studies have shown that BLE-enabled devices significantly enhance remote patient monitoring, reducing hospital readmissions and improving chronic disease management by ensuring consistent communication between patients and care teams [51–53].”
Pepito, J. A., Acaso, N. J., Merioles, R., & Ismael, J. D. (2025) · JMIR Nursing · doi:10.2196/72674 · Cited by 33 · see citing works
IoT-Based Smart Wearable Belt for Tracking Fetal Kicks and Movements in Expectant Mothers
Ahmad, S. G., Arif, M. A., Hassan, A., Ayyub, K., Munir, E. U., & Ramzan, N. (2025) · IEEE Sensors Journal · doi:10.1109/jsen.2025.3571818 · Cited by 19 · see citing works
“First, it meets the need for continuous objective movement tracking between clinical visits [32].”
Hossain, A., Manik, M. H., Rakib, M. S., Mahmud, N., Khan, S., Ahsan, Z., Md, S. I., Hossain, N., & Akter, M. A. (2025) · Biosensors and Bioelectronics X · doi:10.1016/j.biosx.2025.100678 · Cited by 9 · see citing works
Maged, R., El‑Hameed, A. S. A., & Hamad, E. K. I. (2025) · Sensors and Actuators A Physical · doi:10.1016/j.sna.2025.117132 · Cited by 8 · see citing works
Smart Speakers for Health and Well-Being of Older Adults: A Mixed-Methods Review
Dino, M. J., Leinbach, C., Dino, G., Thiamwong, L., Villafuerte, C. M., Shattell, M., Pimentel, J., Zamora, M. A., Bautista, A., Vitug, J. P., et al. (2025) · Healthcare · doi:10.3390/healthcare13212772 · Cited by 5 · see citing works
“When integrated with wearable health trackers, smart home sensors, or telehealth platforms, smart speakers can serve as intuitive voice-based hubs that gather, communicate, and respond to real-time health data [76].”
A survey on intelligent secure and distributed frameworks for Healthcare 5.0
Hassan, S. R., Hassan, A., Maqsood, A., & Hijab, S. (2025) · Discover Artificial Intelligence · doi:10.1007/s44163-025-00572-7 · Cited by 5 · see citing works
“IoT complements AI by continuously feeding data from wearables and sensor networks into predictive models [30, 31].”
Integrated IoT Solution for Continuous Patient Vital Sign Monitoring and Alerting
Ganesh, C. S. S., Sai Krishna mohan Gupta, S., Sheron Jeno, R., Bharath Kumar Reddy, G., & Hakkim, M. (2025) · International Conference Inventive Material Science Applications · doi:10.1109/icima64861.2025.11074242 · Cited by 5 · see citing works
“Taherdoost [1] emphasizes the role of wearable devices in facilitating real-time, continuous health monitoring through IoT-enabled systems, contributing to improved patient outcomes and efficient clinical decision-making.”
Fairness-Aware Graph Neural Networks for ICU Length of Stay Prediction in IoT-Enabled Environments
Maroudis, A.-C., Karathanasopoulou, K. N., Stylianides, C., Dimitrakopoulos, G. J., & Panayides, A. S. (2025) · IEEE Access · doi:10.1109/access.2025.3560180 · Cited by 4 · see citing works
“One major challenge with IoT in healthcare is the lack of standardized frameworks [52] for data integration across multiple devices, which can result in fragmented datasets that hinder comprehensive analyses.”
Choi, S. (2025) · Advanced Energy and Sustainability Research · doi:10.1002/aesr.202500352 · Cited by 3 · see citing works
Thanigaivel, S., Sundaram, V., Infant, S. S., Saravanan, A., Anbarasu, K., & Bhavani Sowndharya, B. (2026) · TrAC Trends in Analytical Chemistry · doi:10.1016/j.trac.2026.118732 · Cited by 3 · see citing works
The Concept of an Innovative System for Monitoring Physiological Parameters Under Extreme Conditions
Sobotnicka, E., Mocha, J., Badura, G., Sobotnicki, A., & Dziuda, Ł. (2025) · Electronics · doi:10.3390/electronics14050889 · Cited by 3 · see citing works
Alanazi, A. (2025) · Cureus · doi:10.7759/cureus.85847 · Cited by 3 · see citing works
“This finding is similar to a study conducted by Taherdoost who noted that wearable and implantable IoT devices enable the continuous tracking of vital signs and other health indicators in patients with chronic diseases such as diabetes, hypertension, and cardiovascular conditions [22].”
Smart Wearable Antennas for Industrial Worker Safety and Health Monitoring
Mallavarapu, S., Choudhury, S. S., Farooq, U., & Alekhya, B. (2025) · International Conference on Intelligent Algorithms for Computational Intelligence Systems (IACIS) · doi:10.1109/iacis65746.2025.11211308 · Cited by 2 · see citing works
“Smart wearable antennas capable of wireless transmission of health data facilitate real-time monitoring and furnish critical information to medical experts and safety inspectors[5].”
Heat waves and health crises: The unseen threat of heat stress on multiple organ systems
Jaswal, P., Rana, D., Chaudhary, R., Basu, J., Bansal, N., Gupta, S., & Bansal, S. (2026) · Journal of Thermal Biology · doi:10.1016/j.jtherbio.2026.104375 · Cited by 2 · see citing works
Yang, L., Wang, X., & Jiao, Y. (2025) · Sustainability · doi:10.3390/su17209020 · Cited by 1 · see citing works
Mazzi, M., Aboueljinane, L., & Lebbar, M. (2025) · IFAC-PapersOnLine · doi:10.1016/j.ifacol.2025.09.504 · Cited by 1 · see citing works
Smart Wearable Technologies for Chronic Disease Monitoring and Management
Kulkarni, P. B., Molawade, M. H., kulkarni, D. B. P., & Lokare, R. (2025) · International Conference on Future Technologies (ICFT) · doi:10.1109/icft66708.2025.11336801 · Cited by 1 · see citing works
“Hamed Taherdoost has described issues and approaches in wearable healthcare technology in tabular form [18].”
Monita, V., Lutfianto, N. H., Irawati, I. D., & Karnyoto, A. S. (2026) · Engineering Technology & Applied Science Research · doi:10.48084/etasr.16554 · Cited by 1 · see citing works
“Previous studies show that multimodal signals collected from smartwatches and smartphones, such as motion, heart rate, body temperature, and Electrodermal Activity (EDA), provide important information for identifying stress-related responses and health conditions [1-4].”
Beloualid, S., Sahl, S., Bouali, K., Benzzine, H., Essamri, H., Semako, E., Morino, I., Bouayyadi, R. E., & Bajit, A. (2026) · Array · doi:10.1016/j.array.2026.101022 · Cited by 1 · see citing works
Pepito, J. A., & Acaso, N. J. (2025) · doi:10.2196/preprints.72674
Gupta, G., Khan, M., Manaullah, M., & Sherwani, K. I. K. (2025) · International Conference on Cognitive Computing in Engineering, Communications, Sciences and Biomedical Health Informatics (IC3ECSBHI) · doi:10.1109/ic3ecsbhi63591.2025.10990577
“Ongoing observation of vital signs is crucial for evaluating health and detecting potential issues [1].”
Designing a Smart Device for Personal Assistance based on Artificial Intelligence
Danescu, C., Enescu, F. M., Bizon, N., Ștefania-Alexandra, S. E. B. E., & SELEA, M. (2025) · International Conference on Electronics, Computers and Artificial Intelligence (ECAI) · doi:10.1109/ecai65401.2025.11095453
“These intelligent systems are used to ensure more personalized treatments and to intervene quickly in case of emergency [20].”
Revolutionizing Diagnostics: Biosensors, Nanoprobes, and Imaging Agents Powered by Nanomaterials
Hait, M., Patel, D., Sahu, P., Diwakar, S., Kashyap, N. K., Barman, B., Banjare, M. K., & Chaturwedi, A. K. (2025) · Engineering materials · doi:10.1007/978-981-96-8023-8_8
Enhancing Patient Outcomes With Machine Learning in Healthcare Predictive Analytics
Ghosh, M., & Das, D. (2025) · IGI Global eBooks · doi:10.4018/979-8-3373-2545-3.ch006
Blockchain-Based Model for Monitoring Employees Vital Signs
Maleshkov, V., Aleksieva, V., & Valchanov, H. (2025) · International Conference on Communications, Information, Electronic and Energy Systems (CIEES) · doi:10.1109/ciees66347.2025.11300147
“A technical overview of wearable technologies integrated with Internet of Things (IoT) and continuous monitoring is presented in [3].”
Assessing the role of wearable devices and Internet of Things in enhancing remote patient monitoring
Agrawal, P., & Wadekar, A. (2026) · Elsevier eBooks · doi:10.1016/b978-0-443-38299-4.00007-2
Healthcare-Based IoB-Driven Continuous Monitoring, Early Prediction, and Better Outcomes
Ayyaswamy, K. (2026) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-8247-0.ch005
Nanomaterials in Wound Healing and Its Role in Advancing Regenerative Medicine
Varshney, P. K., & Chandra, P. (2026) · Macromolecular Symposia · doi:10.1002/masy.70324
IoT-Based Industrial Wastewater Monitoring System using ESP32 and Blynk
Chia, K. S., & Choong, J. J. (2026) · Journal of Engineering Technology and Applied Physics · doi:10.33093/jetap.2026.8.1.15
Valdehueza, J. S. B., Ocay, N. B. M., Aratea, D. R. A., & Castro, N. K. G. (2026) · International Journal of Information technology and Computer Engineering · doi:10.55529/ijitc.61.33.45
Low-Power Embedded IoT System for Smart Health and Vital Signs Tracking
Manoj, M. S., Aakash, S., & Bivinraj, S. (2026) · International Conference on Emerging Smart Computing and Informatics (ESCI) · doi:10.1109/esci68015.2026.11493311
“Taherdoost [12] reviewed the role of IoT-integrated wearable devices in enabling continuous monitoring of vital signs such as blood pressure, temperature, oxygen saturation, and heart rate.”
Digital twins to improve clinical trial design and patient satisfaction in oncology
Taherdoost, H. (2026) · Intelligent Hospital · doi:10.1016/j.inhs.2026.100075
Self-citationThe Role of IoT in Wearable Devices
Saxena, C., & Verma, V. (2026) · Health informatics · doi:10.1007/978-3-032-23933-4_11
Hybrid Deep Learning-Based Edge Computing System with Multi-Vital Sensing for Health Monitoring
Mukherjee, A., Giri, S., Julián, R., & Kolangiammal, S. (2026) · International Conference on Recent Advances in Electrical, Electronics, Ubiquitous Communication, and Computational Intelligence (RAEEUCCI) · doi:10.1109/raeeucci67649.2026.11504555
“Alsabah et al. and Taherdoost presented extensive reviews of IoT healthcare system but they were concentrated on the classification of architectural aspects as opposed to real-time predictive performance [1], [2].”
Riaz, M. S. (2025) · Axis Journal of Scientific Innovations · doi:10.67129/kh3x4r55
Smart Hospital Oxygen Management System using IoT, AI, and Predictive Analytics
Priya, A. V. V., K, V. B., Rishi, R., S, S. D., & Vishnu Baalan, B. (2026) · International Conference on Trends in Electronics and Informatics (ICOEI) · doi:10.1109/icoei68323.2026.11542185
“…analytics, most existing solutions focus on isolated functionalities such as wearable health tracking (Wan et al., 2018 and Valsalan et al., 2020; Taherdoost, 2024) or general environmental sensing (Flores-Cortez et al., 2021) rather than providing a comprehensive framework for medical gas…”
A Self-Adaptive Edge–Cloud Framework for Continuous Remote Vital Sign Monitoring
Bharath, M. V., Vishruth Odeyar, K., A, M. B., Chirag, C. S., Shashank, N., & Roopith, K. U. (2026) · International Conference on Trends in Electronics and Informatics (ICOEI) · doi:10.1109/icoei68323.2026.11541633
Avula, B., Bhimireddi, R., Kumar, A., Pandey, S., Tungala, K., Eraganaboyina, S., Ravi, G., & Singh, A. K. (2026) · Journal of the Iranian Chemical Society · doi:10.1007/s13738-026-03481-3
“While IoMT improves real-time monitoring and patient care, issues related to data security, interoperability, and system reliability remain major challenges [ 51].”
Empowering patients: the role of blockchain in secure and interoperable electronic health records
Ahamed, N. N., & Murugan, T. (2026) · Elsevier eBooks · doi:10.1016/b978-0-443-45875-0.00021-1
Sensor and Actuator Materials in Advanced Industries
Arghyarupa, S., & Behera, A. (2026) · Lecture notes on multidisciplinary industrial engineering · doi:10.1007/978-3-032-21139-2_2
Rethinking Energy Harvesters as Sensors: A new Paradigm for Continuous Motion Tracking
Ghalwash, Y. (2026) · IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops) · doi:10.1109/percomworkshops68308.2026.11585191
“In health-care, continuous monitoring enables timely medical interventions [1], while in athletic training and industrial safety, it enhances safety and optimises performance [2].”
Leveraging Emerging Assistive Technologies to Enhance Inclusive and Accessible Learning Environments
Ramaila, S. M. (2026) · IGI Global eBooks · doi:10.4018/979-8-3373-9250-9.ch005
Continuous Monitoring, Early Prediction, and Public Health Policy Using IOB
Ayyaswamy, K., & Kathirvel, N. (2026) · IGI Global eBooks · doi:10.4018/979-8-2600-3043-1.ch006
Wearables in der Patientenversorgung: Vernetzt, personalisiert, durchgängig
Wehrli, S., Kunz, D., Durrer, A., Hirsch, S., Leifke, M., Hölz, B., Eckstein, J., Eckstein, J., Perrot, G., Gujer, C., et al. (2026) · Edition HMD · doi:10.1007/978-3-658-51795-3_24
Das, M. K., Sarkar, P., Swarnkar, S. K., Rathore, Y. K., Deb, P., & De, I. (2026) · Concurrency and Computation Practice and Experience · doi:10.1002/cpe.70930
Ibrahim, I. M., Elkomy, R. A., Mohamed, M. A., Farok, F. A., Emam, R. E., kamel, S. A., & Asem, R. M. (2026) · npj Digital Medicine · doi:10.1038/s41746-026-03291-0
“Integrationof several sensingtechnologiesintooneformathas produced sophisticated monitoring systems, which ultimately can engage patients by providing complete health metrics in real-time 16 .”
- Authors
- Taherdoost, H.
- Affiliations
- University Canada West (CA)
- Corresponding author
- Taherdoost, Hamed
- ORCID
- Taherdoost, Hamed
- Venue
- Computers, Materials & Continua
- Publisher
- Tech Science Press
- Published
- 2024
- Volume
- 81
- Issue
- 1
- Pages
- 79-104
- ISSN
- 1546-2218 (ISSN-L)
- 1546-2226
- OpenAlex
- W4402888108
- Cited by
- 47
- References
- 101
- Citations by year
- 2026: 24 · 2025: 23
- FWCI
- 5.18
- Type
- journal article
- Language
- en
- Open access
- diamond
- doi.org
- Locations
- Computers, materials & continua/Computers, materials & continua (Print) (publishedVersion, cc-by)
- Topics
- Physical Sciences › Engineering › Biomedical Engineering › Non-Invasive Vital Sign Monitoring
- Physical Sciences › Computer Science › Information Systems › Internet of Things and AI
- Physical Sciences › Engineering › Biomedical Engineering › Wireless Body Area Networks
- Keywords
- wearable healthcare, continuous vital sign monitoring, Internet of Things, remote patient monitoring, chronic disease, independent living, population aging
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