Elderly care: activities of daily living classification with an S band radar

被引：4

作者：

Shrestha, Aman ^{[1
]}

Le Kernec, Julien ^{[1
,2
]}

Fioranelli, Francesco ^{[1
]}

Lin, Yier ^{[2
]}

He, Qian ^{[2
]}

Lorandel, Jordane ^{[3
]}

Romain, Olivier ^{[3
]}

机构：

[1] Univ Glasgow, Sch Engn, Commun Sensing & Imaging Grp, Glasgow, Lanark, Scotland

[2] Univ Elect Sci & Technol China, Sch Informat & Elect, Chengdu, Sichuan, Peoples R China

[3] Univ Cergy Pontoise, ETIS ASTRE, Cergy Pontoise, France

来源：

JOURNAL OF ENGINEERING-JOE | 2019年 / 2019卷 / 21期

基金：

英国工程与自然科学研究理事会;

关键词：

geriatrics; pattern classification; data privacy; health care; radar; feature selection; elderly care; daily living classification; privacy; activity detection; human movement classification; S band radar; FALL DETECTION; RECOGNITION; SENSORS;

D O I：

10.1049/joe.2019.0561

中图分类号：

T [工业技术];

学科分类号：

08 ;

摘要：

Falls in the elderly represent a serious challenge for the global population. To address it, monitoring of daily living has been suggested, with radar emerging to be a useful platform for it due to its various benefits with acceptance and privacy. Here, we show results from the use of an S band radar for activity detection and the importance of selecting specific frequency bins to improve its suitability for human movement classification. The use of feature selection to improve detection of key activities such as falls has been presented. Initial results of 65% are improved to 85% and further to 90% with the aforementioned methods.

引用

页码：7601 / 7606

页数：6

共 50 条

[31] A new measurement of activities of daily living for Thai elderly with dementia
Senanarong, V
Harnphadungkit, K
Prayoonwiwat, N
Poungvarin, N
Sivasariyanonds, N
Printarakul, T
Udompunthurak, S
Cummings, JL
INTERNATIONAL PSYCHOGERIATRICS, 2003, 15 (02) : 135 - 148
[32] Detecting Abnormal Patterns of Daily Activities for the Elderly Living Alone
Zhao, Tingzhi
Ni, Hongbo
Zhou, Xingshe
Qiang, Lin
Zhang, Daqing
Yu, Zhiwen
HEALTH INFORMATION SCIENCE, HIS 2014, 2014, 8423 : 95 - 108
[33] Kinematic analysis of activities of daily living performance in frail elderly
Stephanie Schmidle
Philipp Gulde
Sophie Herdegen
Georg-Eike Böhme
Joachim Hermsdörfer
BMC Geriatrics, 22
[34] Assessment of Affect of Geriatric Conditions on Activities of Daily Living in the Elderly
Undela, Krishna
Varghese, Ancy
Gurumurthy, Parthasarathi
Mg, Narahari
PHARMACOEPIDEMIOLOGY AND DRUG SAFETY, 2014, 23 : 434 - 435
[35] SCREENING THE ELDERLY - A BRIEF INSTRUMENTAL ACTIVITIES OF DAILY LIVING MEASURE
FILLENBAUM, GG
JOURNAL OF THE AMERICAN GERIATRICS SOCIETY, 1985, 33 (10) : 698 - 706
[36] Impact of mental health on daily living activities of Japanese elderly
Kondo, Naoki
Kazama, Mari
Suzuki, Kohta
Yamagata, Zentaro
PREVENTIVE MEDICINE, 2008, 46 (05) : 457 - 462
[37] Relationship Between Activities Of Daily Living And Mental Health In The Elderly
Kitabatake, Yoshinori
Nagamatsu, Toshiya
MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2008, 40 (05): : S453 - S453
[38] Kinematic Analyses of Activities of Daily Living Performance in Frail Elderly
Schmidle, S.
Gulde, P.
Hermsdoerfer, J.
ZEITSCHRIFT FUR GERONTOLOGIE UND GERIATRIE, 2021, 54 (SUPPL 1): : S45 - S45
[39] Benzodiazepines and risk of autonomy loss for activities of daily living in the elderly
Hucteau, Emilie
Pariente, Antoine
Mathieu, Clement
Noize, Pernelle
Peres, Karine
Helmer, Catherine
PHARMACOEPIDEMIOLOGY AND DRUG SAFETY, 2019, 28 : 287 - 287
[40] Disparities of the Chinese Elderly: Activities of Daily Living and Socioeconomic Characteristics
Ji, Jianjun
ACTIVITIES ADAPTATION & AGING, 2013, 37 (01) : 19 - 46

← 1 2 3 4 5 →