A Threshold-based Algorithm of Fall Detection Using a Wearable Device with Tri-axial Accelerometer and Gyroscope

被引：0

作者：

Guo, Han Wen ^{[1
]}

Hsieh, Yi Ta ^{[1
]}

Huang, Yu Shun ^{[1
]}

Chien, Jen Chien ^{[1
]}

Haraikawa, Koichi ^{[1
]}

Shieh, Jiann Shing ^{[2
]}

机构：

[1] Cal Comp Inc, Healthcare & Beauty Res Ctr, New Taipei, Taiwan

[2] Yuan Ze Univ, Dept Mech Engn, Taoyuan, Taiwan

来源：

2015 INTERNATIONAL CONFERENCE ON INTELLIGENT INFORMATICS AND BIOMEDICAL SCIENCES (ICIIBMS) | 2015年

关键词：

fall detection; accelerometer; gyroscopes; wearable system;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Fall events are the external causes of injury in the elderly adults, even leading to disability and death. In this study, we used a weightless and wearable device with built-in tri-axial accelerometer and gyroscope to record 8 types of stimulated-falls and 6 types of different activities of daily living (ADL) preformed by 6 health young subjects. A threshold-based algorithm using our device was developed to determine a fall event. Using our fall detection system, falls could be distinguished from ADL successfully for a total data set.

引用

页码：54 / 57

页数：4

共 50 条

[21] A comparison of accuracy of fall detection algorithms (threshold-based vs. machine learning) using waist-mounted tri-axial accelerometer signals from a comprehensive set of falls and non-fall trials
Aziz, Omar
Musngi, Magnus
Park, Edward J.
Mori, Greg
Robinovitch, Stephen N.
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2017, 55 (01) : 45 - 55
[22] A NEW METHOD FOR MEASURING ANGULAR INCREMENTS BASED ON A TRI-AXIAL ACCELEROMETER AND A TRI-AXIAL MAGNETOMETER
Zhu, X. N.
Ma, M.
Cheng, D. F.
Zhou, Zh. J.
ARTIFICIAL SATELLITES-JOURNAL OF PLANETARY GEODESY, 2018, 53 (01): : 47 - 53
[23] CMFALL: A Cascade and Parallel Multi-State Fall Detection Algorithm Using Waist-Mounted Tri-Axial Accelerometer Signals
Wang, Gaojing
Li, Qingquan
Wang, Lei
Zhang, Yuanshi
Liu, Zheng
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2020, 66 (03) : 261 - 270
[24] Detection of foaling using a tail-attached device with a thermistor and tri-axial accelerometer in pregnant mares
Aoki, Takahiro
Shibata, Makoto
Violin, Guilherme
Higaki, Shogo
Yoshioka, Koji
PLOS ONE, 2023, 18 (06):
[25] Assessment of Waist-worn Tri-axial Accelerometer Based Fall-detection Algorithms using Continuous Unsupervised Activities
Bourke, Alan K.
van de Ven, Pepijn
Gamble, Mary
O'Connor, Raymond
Murphy, Kieran
Bogan, Elizabeth
McQuade, Eamonn
Finucane, Paul
O'Laighin, Gearoid
Nelson, John
2010 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2010, : 2782 - 2785
[26] Supervised Machine Learning Scheme for Tri-axial Accelerometer-based Fall Detector
Leone, Alessandro
Rescio, Gabriele
Siciliano, Pietro
2013 IEEE SENSORS, 2013, : 1561 - 1564
[27] Fall Detection System: Signal Analysis in Reducing False Alarms using Built-in Tri-axial Accelerometer
Abd Aziz, Nur Syazarin Natasha
Daud, Salwani Mohd
Abas, Hafiza
Shariff, Sya Azmeela
Noor, Nur Qamarina Mohd
2018 2ND INTERNATIONAL CONFERENCE ON BIOSIGNAL ANALYSIS, PROCESSING AND SYSTEMS (ICBAPS 2018), 2018, : 76 - 80
[28] Optimization of an Accelerometer and Gyroscope-Based Fall Detection Algorithm
Huynh, Quoc T.
Nguyen, Uyen D.
Irazabal, Lucia B.
Ghassemian, Nazanin
Tran, Binh Q.
JOURNAL OF SENSORS, 2015, 2015
[29] Design of the Wearable Device for Hemiplegic Gait Detection Using an Accelerometer and a Gyroscope
Park, Sooji
Lee, Jun Seok
Kwak, Jaekyung
Shin, Hangsik
2017 39TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2017, : 1409 - 1412
[30] Human Gait Classification Using a Tri-axial Accelerometer
Lotfi, Ahmad
Minh Nguyen
Langensiepen, Caroline
8TH ACM INTERNATIONAL CONFERENCE ON PERVASIVE TECHNOLOGIES RELATED TO ASSISTIVE ENVIRONMENTS (PETRA 2015), 2015,

← 1 2 3 4 5 →