Improvement in Multi-resident Activity Recognition System in a Smart Home Using Activity Clustering

E Ramanujam, S Kalimuthu, BV Harshavardhan… - … International Internet of …, 2023 - Springer
Abstract Human Activity Recognition (HAR) integrates ambient assisted living (AAL), leading
to smart home automation for monitoring activities, healthcare, fall detection, etc. Various …

Sequential neural networks for multi-resident activity recognition in ambient sensing smart homes

A Natani, A Sharma, T Perumal - Applied Intelligence, 2021 - Springer
Advances in smart home technology and IoT devices had made us capable of monitoring
human activities in a non-intrusive way. This data, in turn, enables us to predict the health …

Multioccupant activity recognition in pervasive smart home environments

A Benmansour, A Bouchachia, M Feham - ACM Computing Surveys …, 2015 - dl.acm.org
Human activity recognition in ambient intelligent environments like homes, offices, and
classrooms has been the center of a lot of research for many years now. The aim is to …

Human activity recognition based on multienvironment sensor data

Y Li, G Yang, Z Su, S Li, Y Wang - Information Fusion, 2023 - Elsevier
With the development of artificial intelligence and the broad application of sensors, human
activity recognition (HAR) technologies based on noninvasive environmental sensors have …

[PDF][PDF] Multi resident complex activity recognition in smart home: A literature review

R Mohamed, T Perumal, MN Sulaiman… - Int. J. Smart Home, 2017 - gvpress.com
This paper presents an overview of state of art of multi resident activity recognition in smart
home environment. Generally wearable sensors as well as bespoke sensors are used for …

Towards multi-resident activity monitoring with smarter safer home platform

SN Tran, Q Zhang - Smart Assisted Living: Toward An Open Smart-Home …, 2020 - Springer
This chapter demonstrates a system that can turn a normal house to a smart house for daily
activity monitoring with the use of ambient sensors. We first introduce our smarter safer …

Analysis and effects of smart home dataset characteristics for daily life activity recognition

I Fatima, M Fahim, YK Lee, S Lee - The Journal of Supercomputing, 2013 - Springer
Over the last few years, activity recognition in the smart home has become an active
research area due to the wide range of human centric-applications. With the development of …

Human Activity Recognition based on Transformer in Smart Home

X Huang, S Zhang - Proceedings of the 2023 2nd Asia Conference on …, 2023 - dl.acm.org
With the advancement of artificial intelligence, smart home has attracted much attention from
scholars. Human Activity Recognition (HAR) is a crucial foundation for various applications …

Locally weighted ensemble-detection-based adaptive random forest classifier for sensor-based online activity recognition for multiple residents

D Chen, S Yongchareon, EMK Lai… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
In recent years, various approaches for multiresident human activity recognition (HAR) in a
smart indoor environment have been developed and improved along with the rapid …

MLMO-HSM: Multi-label Multi-output Hybrid Sequential Model for multi-resident smart home activity recognition

E Ramanujam, T Perumal - Journal of Ambient Intelligence and …, 2023 - Springer
Smart home automation is protective and preventive measures that are taken to monitor
elderly people in a non-intrusive manner using simple and pervasive sensors termed …