Analysis of feature space for monitoring persons with Parkinson's disease with application to a wireless wearable sensor system

被引:0
|
作者
Patel, Shyamal [1 ]
Lorincz, Konrad [1 ]
Hughes, Richard [1 ]
Huggins, Nancy [1 ]
Growdon, John H. [1 ]
Welsh, Matt [1 ]
Bonato, Paolo [1 ]
机构
[1] Harvard Univ, Sch Med, Dept Phys Med & Rehabil, Spaulding Rehabil Hosp, Boston, MA 02114 USA
基金
美国国家卫生研究院;
关键词
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We present work to develop a wireless wearable sensor system for monitoring patients with Parkinson's disease (PD) in their homes. For monitoring outside the laboratory, a wearable system must not only record data, but also efficiently process data on-board. This manuscript details the analysis of data collected using tethered wearable sensors. Optimal window length for feature extraction and feature ranking were calculated, based on their ability to capture motor fluctuations in persons with PD. Results from this study will be employed to develop a software platform for the wireless system, to efficiently process on-board data.
引用
收藏
页码:6291 / +
页数:2
相关论文
共 50 条
  • [21] Wireless Body Area Sensor Network for Posture and Gait Monitoring of Individuals with Parkinson's Disease
    Dong, Ziqian
    Gu, Huanying
    Wan, Yu
    Zhuang, Wenjie
    Rojas-Cessa, Roberto
    Rabin, Ely
    2015 IEEE 12th International Conference on Networking, Sensing and Control (ICNSC), 2015, : 81 - 86
  • [22] Sensor validation for wearable monitoring system in ambulatory monitoring: application to textile electrodes
    Andreoni, G.
    Fanelli, A.
    Witkowska, I.
    Perego, P.
    Fusca, M.
    Mazzola, M.
    Signorini, M. G.
    PROCEEDINGS OF THE 2013 7TH INTERNATIONAL CONFERENCE ON PERVASIVE COMPUTING TECHNOLOGIES FOR HEALTHCARE AND WORKSHOPS (PERVASIVEHEALTH 2013), 2013, : 169 - 175
  • [23] Application of wireless sensor networks in power monitoring system
    Huang, Xuyong
    Liu, Pei
    Miao, Shihong
    Wu, Xin
    Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2007, 31 (07): : 99 - 103
  • [24] Application of Wireless Sensor Network in the Monitoring System of Boiler
    Wu, Gang
    Wu, Chengdong
    Xu, Shichun
    26TH CHINESE CONTROL AND DECISION CONFERENCE (2014 CCDC), 2014, : 1751 - 1754
  • [25] Wearable Wireless Inertial Sensors for Long-Time Monitoring of Specific Motor Symptoms in Parkinson's Disease
    Lorenzi, P.
    Rao, R.
    Suppa, A.
    Kita, A.
    Parisi, R.
    Romano, G.
    Berardelli, A.
    Irrera, F.
    BIODEVICES: PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON BIOMEDICAL ELECTRONICS AND DEVICES, 2015, : 168 - 173
  • [26] Using a wireless inertial sensor system to characterize gait abnormalities in Parkinson's disease
    Tien, I.
    Aminoff, M. J.
    MOVEMENT DISORDERS, 2012, 27 : S142 - S142
  • [27] Characterization of Gait Abnormalities in Parkinson's Disease Using a Wireless Inertial Sensor System
    Tien, Iris
    Glaser, Steven D.
    Aminoff, Michael J.
    2010 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2010, : 3353 - 3356
  • [28] Advanced analysis of wearable sensor data to adjust medication intake to patients with Parkinson's disease
    Sherrill, DM
    Hughes, R
    Salles, SS
    Lie-Nemeth, T
    Akay, M
    Standaert, DG
    Bonato, P
    2005 2ND INTERNATINOAL IEEE/EMBS CONFERENCE ON NEURAL ENGINEERING, 2005, : 202 - 205
  • [29] Design of a Wearable Wireless Multi-Sensor Monitoring System and Application for Activity Recognition Using Deep Learning
    Ascioglu, Gokmen
    Senol, Yavuz
    IEEE ACCESS, 2020, 8 : 169183 - 169195
  • [30] Wearable sensor-based therapy titration for Parkinson's disease
    Schmidt, R.
    Heldman, D.
    Hadley, A.
    Riley, D.
    MOVEMENT DISORDERS, 2017, 32