Smart Non-Invasive Real-Time Health Monitoring using Machine Learning and IoT DOI

A P Jyothi,

Anirudh Shankar,

Ashwath Narayan

et al.

2021 IEEE International Symposium on Smart Electronic Systems (iSES), Journal Year: 2023, Volume and Issue: unknown, P. 437 - 440

Published: Dec. 18, 2023

The paper explores a novel approach to health care using Machine Learning and the Internet of Things (IoT) create non-invasive real-time monitoring system. system uses IoT devices like wearable sensors, smart medical devices, mobile applications collect health-related data, including vital signs, activity levels, sleep patterns, environmental factors. This data is integrated into centralized cloud-based platform for accessibility security. algorithms are used process interpret detecting anomalies predicting potential issues. allows personalized insights early intervention in preventive healthcare. supports user-friendly interfaces, allowing individuals actively engage their own management. Patients, caregivers, healthcare professionals can access intuitive dashboards receive notifications or alerts when abnormalities detected, promoting informed decision-making timely interventions. Smart Non-Invasive Real-Time Health Monitoring has transform industry by changing emphasis from responding illnesses after they occur preventing them beforehand.

Language: Английский

Recent progress of bio-based smart wearable sensors for healthcare applications DOI Creative Commons
Seyedeh Nooshin Banitaba, Sanaz Khademolqorani, Vijaykumar V. Jadhav

et al.

Materials Today Electronics, Journal Year: 2023, Volume and Issue: 5, P. 100055 - 100055

Published: Aug. 11, 2023

As personal portable devices, wearable sensors supply a leading-edge pathway to diagnose various diseases through actuating biological, physical, and chemical sensing capabilities. This could be commonly carried out via recording continuous real-time of the patient's physiological statuses, as well pathophysiological information. Although sensor technology is in infancy stage, tremendous attempts have been devoted approaching flexible polymeric sensors. Among polymer candidates applicable for synthesizing sensors, bio-based ones piqued more interest due their biocompatibility, biodegradability, eco-friendly features, cost-effectiveness. Additionally, several fabrication techniques professed architect efficient frameworks, such films, hydrogels, aerogels, ferrogels, 3D layers, electrospun mats, textiles. In this review, different mechanisms declared engineer are overviewed. Then, regarding advantages observed polymers, focused studies on natural-based described. Notably, cellulose, chitosan, silk, gelatin, alginate's role functionality highlighted. Accordingly, review has opened new window ahead opportunities based natural polymers. It hoped that generation will launched by combining emerging achievements obtained from employing sustainable green elements miniaturized structures.

Language: Английский

Citations

71

Optical Microfiber Intelligent Sensor: Wearable Cardiorespiratory and Behavior Monitoring with a Flexible Wave-Shaped Polymer Optical Microfiber DOI
Zhuo Wang, Ziyang Chen, Lin Ma

et al.

ACS Applied Materials & Interfaces, Journal Year: 2024, Volume and Issue: 16(7), P. 8333 - 8345

Published: Feb. 7, 2024

With the advantages of high flexibility, strong real-time monitoring capabilities, and convenience, wearable devices have shown increasingly powerful application potential in medical rehabilitation, health monitoring, Internet Things, human–computer interaction. In this paper, we propose a novel optical microfiber intelligent sensor based on wavy-shaped polymer (WPOMF) for cardiorespiratory behavioral humans. The fibers materials are prepared into microfibers, fully using material microfibers. is designed flexible wave-shaped structure, which enables WPOMF to higher tensile properties detection sensitivity. Cardiorespiratory experiments successfully performed, demonstrates sensitivity stability when performing tasks. Further, success AI-assisted keyword pronunciation recognition experiment feasibility integrating AI technology with sensor, can effectively improve intelligence as device. As an offers broad prospects disease rehabilitation medicine, other fields.

Language: Английский

Citations

43

Material and structural considerations for high-performance electrodes for wearable skin devices DOI Creative Commons
Kyeonghee Lim, Hunkyu Seo, Won Gi Chung

et al.

Communications Materials, Journal Year: 2024, Volume and Issue: 5(1)

Published: April 11, 2024

Abstract Wearable skin-contacting devices are extensively studied for their ability to provide convenient and safe health monitoring. A key aspect that controls performance the properties of device electrodes. Optimizing electrode structure, materials they made from, can improve functionality. Here, we discuss various required optimal performance, including mechanical, electrical, biocompatible factors. To address these challenges, consider alteration development flexible or soft conductive materials, creation hybrid structures. Additionally, integration artificial intelligence is proposed as a promising direction achieve smart devices. As well outlining essential characteristics high-performance wearable skin also offer insight into possible future applications.

Language: Английский

Citations

16

Neural Network-Assisted Carbon Nanotube Hydrogel-Based Dual-modal Sensors for Material Perception DOI

Sizhi Zeng,

Yihan Qiu,

Qinglu Peng

et al.

Journal of Alloys and Compounds, Journal Year: 2025, Volume and Issue: unknown, P. 178534 - 178534

Published: Jan. 1, 2025

Language: Английский

Citations

2

Recent advances in the material design for intelligent wearable devices DOI
Yuhang Wu,

Yuwen Li,

Tao Ye

et al.

Materials Chemistry Frontiers, Journal Year: 2023, Volume and Issue: 7(16), P. 3278 - 3297

Published: Jan. 1, 2023

A flexible sensor is a key part of intelligent wearable devices. The design micro–nano structured materials in sensors crucial. Therefore, the recent application devices summarized.

Language: Английский

Citations

35

Self-Repairing and Energy-Harvesting Triboelectric Sensor for Tracking Limb Motion and Identifying Breathing Patterns DOI
Jagan Singh Meena, Tran Duc Khanh, Seung‐Boo Jung

et al.

ACS Applied Materials & Interfaces, Journal Year: 2023, Volume and Issue: 15(24), P. 29486 - 29498

Published: June 9, 2023

The increasing prevalence of health problems stemming from sedentary lifestyles and evolving workplace cultures has placed a substantial burden on healthcare systems. Consequently, remote wearable monitoring systems have emerged as essential tools to track individuals' well-being. Self-powered triboelectric nanogenerators (TENGs) exhibited significant potential for use emerging detection devices capable recognizing body movements breathing patterns. However, several challenges remain be addressed in order fulfill the requirements self-healing ability, air permeability, energy harvesting, suitable sensing materials. These materials must possess high flexibility, lightweight, excellent charging effects both electropositive electronegative layers. In this work, we investigated self-healable electrospun polybutadiene-based urethane (PBU) positive layer titanium carbide (Ti3C2Tx) MXene negative fabrication an energy-harvesting TENG device. PBU consists maleimide furfuryl components well hydrogen bonds that trigger Diels–Alder reaction, contributing its properties. Moreover, incorporates multitude carbonyl amine groups, which create dipole moments stiff flexible segments polymer. This characteristic positively influences qualities by facilitating electron transfer between contacting materials, ultimately resulting output performance. We employed device applications monitor human motion pattern recognition. soft fibrous-structured generates stable open-circuit voltage up 30 V short-circuit current 4 μA at operation frequency 4.0 Hz, demonstrating remarkable cyclic stability. A feature our is allows restoration functionality performance after sustaining damage. been achieved through utilization fibers, can repaired via simple vapor solvent method. innovative approach enables maintain optimal continue functioning effectively even multiple uses. After integration with rectifier, charge various capacitors power 120 LEDs. self-powered active sensor, attaching it purposes. Additionally, demonstrates capability recognize patterns real time, offering valuable insights into individual's respiratory health.

Language: Английский

Citations

22

Hierarchically Structured Carbon Nanofiber-Enabled Skin-Like Strain Sensors with Full-Range Human Motion Monitoring and Autonomous Self-Healing Capability DOI
Guang Yang, Haojun Luo, Yunpeng Ding

et al.

ACS Applied Materials & Interfaces, Journal Year: 2023, Volume and Issue: 15(5), P. 7380 - 7391

Published: Jan. 26, 2023

Flexible strain sensors that mimic the properties of human skin have recently attracted tremendous attention. However, integrating multiple functions into one sensor, e.g., stretchability, full-range motion response, and self-healing capability, is still an enormous challenge. Herein, a skin-like sensor was presented by construction hierarchically structured carbon nanofibers (CNFs), followed encapsulation elastic polyurethane (PU). The hierarchical sensing structure composed diversified CNFs with orientations from highly aligned to randomly oriented, their different fracture mechanisms enabled resultant successfully integrate key including high sensitivity (gauge factor 90), wide range (∼80% strain), fast response (52 ms). These properties, combined stretchability (870%) excellent stability (>2000 cycles), allowed precisely detect motions large joint subtle physiological signals. Moreover, had spontaneous capability at room temperature healing efficiencies 97.7%, while process could substantially be accelerated natural sunlight (24 h → 0.5 h). healed possessed comparable performance, accurate monitoring ability body signals original sensor. biomimetic functionality along makes it attractive for next-generation wearable electronics.

Language: Английский

Citations

16

Triboelectric nanogenerator based on well-dispersed and oxide-free liquid metal-doped conductive hydrogel as self-powered wearable sensor for respiratory and thyroid cartilage signal monitoring DOI

Qiannian Yang,

Maolin Yu, Hongyi Zhang

et al.

Nano Energy, Journal Year: 2024, Volume and Issue: 134, P. 110530 - 110530

Published: Nov. 29, 2024

Language: Английский

Citations

4

Biosensors for implantable applications DOI
Anashwara Babu, Gomathi Sivakumar, Samarendra Maji

et al.

Elsevier eBooks, Journal Year: 2025, Volume and Issue: unknown, P. 349 - 376

Published: Jan. 1, 2025

Language: Английский

Citations

0

Emerging views of biomechanics via embedded sensors in model tissues: pathways to the clinic DOI Creative Commons

Alejandro Forigua,

Benjamin E. Campbell,

Christopher Moraes

et al.

Current Opinion in Biomedical Engineering, Journal Year: 2025, Volume and Issue: unknown, P. 100587 - 100587

Published: March 1, 2025

Language: Английский

Citations

0