Skip to content
Review

A Clinically Informed ML-IEMS Architecture for Wearable Vital-sign Monitoring with Retrospective Simulation

Sep 2026 · SN Computer Science · Vol 7 · 0 citations · 57 references

TL;DR

The proposed architecture links literature-derived limitations and healthcare-professional needs to a simulation-supported ML-IEMS policy, improving autonomy and signal fidelity while maintaining clinical sensitivity.

View source

Similar papers

Open access Oct 2026

An Effective IoT‐ML‐Based Approach for Patient Monitoring and Disease Prediction in Smart Healthcare

The convergence of Internet of Things (IoT) and Machine Learning (ML) technologies allows for a new paradigm in smart healthcare, with real‐time, ubiquitous patient monitoring, as well as the ability to predict diseases early in order to facilitate preventative measures. Based on this, the work presented here describes...

M. Das, Proshanta Sarkar, Dr Suman Kumar Swarnkar et al. · 0 citations
Review Open access Oct 2026

Smart Bed Monitoring System for Predictive patient care: A Systematic Review of Sensor Technologies and Ai Approaches

Abstract: The need to constantly and remotely monitor patients has led to considerable progress in smart bed-based healthcare. This paper includes the systematic review of the assessment of intelligent bed activity using vital signs sensors with emphasis on the combination of sensor technologies and machine learning me...

B. Oluwalade, A. Akinwumi, E. Oluwalade et al. · 0 citations
#federated learning Review Open access Sep 2026

Intelligent Real-Time Healthcare and Biomedical Monitoring Systems: A Narrative Review of AI, IoT, and Emerging Technologies

Background: Chronic disease management, an ageing global population, and the aftermath of the COVID-19 pandemic have pushed real-time, continuous health monitoring from a research curiosity toward routine clinical practice. Artificial intelligence (AI), the Internet of Medical Things (IoMT), edge computing, and next-ge...

Abdussalam Elhanashi, Sergio Saponara · 0 citations
Open access 2026

LoRa-Based Wearable Monitoring System for Elderly Vital Signs and Emergency Alerts

This study presents a LoRa-based wearable system for monitoring the vital signs of older adults and generating emergency alerts. The system integrates a wearable node, an SX1262 LoRa link, a gateway, Google Sheets logging, a web dashboard, and LINE Messaging API caregiver notification. The urgency-aware DATA/ALERT arch...

Nisit Pukrongta, Boonyarit Kumkhet, Pubet Sangmahamad et al. · 0 citations
Open access Sep 2026

ESP32-S3-Based Multimodal Wearable for Remote Vital-Sign Acquisition with ECG-to-PPG Pulse-Arrival-Time Tracking and Functional Cloud Triage: An Engineering Proof of Concept

The work demonstrates an end-to-end low-cost remote-monitoring proof of concept spanning wearable sensing, dual-core firmware, cloud storage, role-based dashboards, and human-in-the-loop triage and supports system integration and engineering feasibility.

M. A. Torad, H. Ahmed, A. Torad et al. · 0 citations
#federated learning Review Open access Oct 2026

Internet of things-enabled biomedical engineering: current applications, challenges, and emerging directions

The internet of medical things (IoMT) is a structured integrative review of the internet of things (IoT) that focuses on the medical field, specifically on the integration of physiological sensors, medical devices, communication networks, and the clinical information systems to monitor and track patients' health and co...

H. Owida, Areen M. Arabiat · 0 citations

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.