Intelligent Media Center (IMC)

IMC Lab

Multimodal Biosensors Framework for Fall Detection & Healthcare

Wearable IoT Framework for Elderly Patient Safety

Ahmad Jalal Iqra Abro Aimen Sana Khan Sana Malik

Project Overview

A wearable IoT framework integrating multimodal biosensors with intelligent signal processing for fall detection and remote health monitoring of elderly patients. The system fuses accelerometer, gyroscope, and heart rate data through deep learning models to distinguish between falls and daily activities.

System Architecture

Inputs

Accel + Gyro

Heart Rate

Processing Pipeline

Signal Denoising

Feature Extraction

DL Classifier

Decision Fusion

Outputs

Fall Alert

Health Report

Related Publications (8)

Curated from publications by Professor Dr. Hafiz Ahmad Jalal

2025journal

Multimodal intelligent biosensors framework for fall disease detection and healthcare monitoring

IA Abro, SS Alharbi, NS Alshammari, A Algarni, NA Almujally, A Jalal, ...

Frontiers in Bioengineering and Biotechnology 13, 1544968, 2025

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2026journal

Multimodal Healthcare System for Human Activity Recognition using Multiple Features and Advanced Ensemble Classifier

N Fakhra, W Yanfeng, A Hanan, J Ahmad, L Hui

Digital Health, 2026

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2023journal

Biosensor-based multimodal deep human locomotion decoding via internet of healthcare things

M Javeed, M Abdelhaq, A Algarni, A Jalal

Micromachines 14 (12), 2204, 2023

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2026journal

SleepCode: A Novel Attention-Driven Multimodal Framework for Sleep Staging and Obstructive Apnea Screening

A Kamal, Y Wu, H Aljuaid, S Najam, K Alnowaiser, A Jalal, H Liu

IEEE Transactions on Consumer Electronics, 2026

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2026journal

Multimodal Neural Network Framework for Individual and Social Activity Recognition in UAV Surveillance

I Zahra, H Alsolai, B Alabdullah, F Alhayan, A Jalal, H Liu

IEEE Access, 2026

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2026journal

CrowdVoxel-Net: Voxelized Geometry and Transformer-Based Multimodal Fusion for Activity Recognition and Anomaly Detection in UAV-Based Crowded Scenes

S Harris, A Bayan, N Shaheryar, A Hadeel, A Fatimah, J Ahmad, L Hui

Egyptian Informatics Journal, 2026

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2026journal

Attention-Based Multimodal Framework for Athlete-Performance Analysis and Rehabilitation Monitoring Using Vision and Wearable Sensors

A Mohammed, A Iqra Aijaz, A Maha, A Raed, J Ahmad, L Hui

Bioengineering, 2026

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2026journal

Multimodal Human Interaction Recognition Framework Using Multi-Features and Deep Learning Approach.

TFN Bukht, H Alhaston, N Alshamrari, NA Almujally, A Jalal

International Arab Journal of Information Technology (IAJIT) 23 (1), 2026

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