A comparative study on human activity recognition using inertial sensors in a smartphone

A Wang, G Chen, J Yang, S Zhao… - IEEE Sensors …, 2016 - ieeexplore.ieee.org
Activity recognition plays an essential role in bridging the gap between the low-level sensor
data and the high-level applications in ambient-assisted living systems. With the aim to …

Energy-efficient motion related activity recognition on mobile devices for pervasive healthcare

Y Liang, X Zhou, Z Yu, B Guo - Mobile Networks and Applications, 2014 - Springer
Activity recognition plays an important role for pervasive healthcare such as health
monitoring, assisted living and pro-active services. Despite of the continuous and …

Human daily and sport activity recognition using a wearable inertial sensor network

YL Hsu, SC Yang, HC Chang, HC Lai - IEEE Access, 2018 - ieeexplore.ieee.org
This paper presents a wearable inertial sensor network and its associated activity
recognition algorithm for accurately recognizing human daily and sport activities. The …

Analyzing the effectiveness and contribution of each axis of tri-axial accelerometer sensor for accurate activity recognition

AR Javed, MU Sarwar, S Khan, C Iwendi, M Mittal… - Sensors, 2020 - mdpi.com
Recognizing human physical activities from streaming smartphone sensor readings is
essential for the successful realization of a smart environment. Physical activity recognition …

A robust human activity recognition system using smartphone sensors and deep learning

MM Hassan, MZ Uddin, A Mohamed… - Future Generation …, 2018 - Elsevier
In last few decades, human activity recognition grabbed considerable research attentions
from a wide range of pattern recognition and human–computer interaction researchers due …

Human activity recognition using inertial sensors in a smartphone: An overview

W Sousa Lima, E Souto, K El-Khatib, R Jalali, J Gama - Sensors, 2019 - mdpi.com
The ubiquity of smartphones and the growth of computing resources, such as connectivity,
processing, portability, and power of sensing, have greatly changed people's lives. Today …

Orientation independent activity/gesture recognition using wearable motion sensors

J Wu, R Jafari - IEEE Internet of Things Journal, 2018 - ieeexplore.ieee.org
Activity/gesture recognition using wearable motion sensors, also known as inertial
measurement units (IMUs), provides an important context for many ubiquitous sensing …

User, device and orientation independent human activity recognition on mobile phones: Challenges and a proposal

YE Ustev, O Durmaz Incel, C Ersoy - … of the 2013 ACM conference on …, 2013 - dl.acm.org
Smart phones equipped with a rich set of sensors are explored as alternative platforms for
human activity recognition in the ubiquitous computing domain. However, there exist …

Human daily activity recognition performed using wearable inertial sensors combined with deep learning algorithms

CT Yen, JX Liao, YK Huang - Ieee Access, 2020 - ieeexplore.ieee.org
This study proposed a wearable device capable of recognizing six human daily activities
(walking, walking upstairs, walking downstairs, sitting, standing, and lying) through a deep …

Exploratory data analysis of acceleration signals to select light-weight and accurate features for real-time activity recognition on smartphones

AM Khan, MH Siddiqi, SW Lee - Sensors, 2013 - mdpi.com
Smartphone-based activity recognition (SP-AR) recognizes users' activities using the
embedded accelerometer sensor. Only a small number of previous works can be classified …