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Non-Invasive Data Acquisition and IoT Solution for Human Vital Signs Monitoring: Applications, Limitations and Future
Mahmoud Salem1, Ahmed Elkaseer1,2,3, Islam A M El-Maddah4
1Institute for Automation and Applied Informatics, Karlsruhe Institute of Technology, 76344 Eggenstein-Leopoldshafen, Germany.
This review explores smart healthcare technologies, focusing on non-invasive vital data acquisition and the Internet of Things (IoT). It highlights challenges and future directions for enhanced remote diagnostics and patient monitoring.
Area of Science:
- Biomedical Engineering
- Health Informatics
- Internet of Things
Background:
- Technological advancements are revolutionizing healthcare with smart applications in various settings.
- Smart healthcare enhances patient-provider relationships through remote diagnostics and continuous monitoring.
Purpose of the Study:
- To review non-invasive vital data acquisition and IoT in healthcare informatics.
- To identify challenges and suggest future work for IoT and non-invasive vital data acquisition.
Main Methods:
- Comprehensive literature review of non-invasive vital data acquisition.
- Analysis of Internet of Things applications in healthcare informatics.
- Identification of challenges in current systems.
Main Results:
- Challenges exist in developing multi-frequency vital IoT systems for broader reach.
- Multi-camera systems show potential for increased vital data accuracy but require further development.
- Deep learning on edge devices can enable real-time, offline analysis and decision-making.
- Integration of power management and energy harvesting in non-invasive systems is largely overlooked.
Conclusions:
- Addressing multi-frequency vital IoT systems is crucial for improved connectivity.
- Further development of multi-camera systems can enhance vital data acquisition accuracy.
- Edge-based deep learning offers potential for instant, offline health decisions.
- Integrating sustainable power solutions is key to creating robust, self-powered smart healthcare systems.
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