DiscHAR: A Discrete Approach to Enhance Human Activity Recognition in Cyber Physical Systems: Smart Homes

DiscHAR: A Discrete Approach to Enhance Human Activity Recognition in Cyber Physical Systems: Smart Homes

The main challenges in smart home systems and cyber-physical systems come from not having enough data and unclear interpretation; thus, there is still a lot to be done in this field. In this work, we propose a practical approach called Discrete Human Activity Recognition (DiscHAR) based on prior res...

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Bibliographic Details
Main Authors: Ishrat Fatima, Asma Ahmad Farhan, Maria Tamoor, Shafiq ur Rehman, Hisham Abdulrahman Alhulayyil, Fawaz Tariq
Format: Article
Language:English
Published: MDPI AG 2024-11-01
Series:Computers
Subjects:
human activity recognition (HAR)
data augmentation
K-means
vector quantization
convolutional neural network (CNN)
R-Frame sampling
Online Access:https://www.mdpi.com/2073-431X/13/11/300
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