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Author:

Yang, Xiaodong (Yang, Xiaodong.) | Shah, Syed Aziz (Shah, Syed Aziz.) | Ren, Aifeng (Ren, Aifeng.) | Zhao, Nan (Zhao, Nan.) | Zhang, Zhiya (Zhang, Zhiya.) | Fan, Dou (Fan, Dou.) | Zhao, Jianxun (Zhao, Jianxun.) | Wang, Weigang (Wang, Weigang.) | Ur-Rehman, Masood (Ur-Rehman, Masood.)

Indexed by:

SCIE EI Scopus

Abstract:

A novel study on monitoring and analysis of the debilitating condition of patients suffering from the neurological disorder is presented. Parkinson's disease is characterized by limited motor ability of a patient. Freezing of gait is a major nonmotor condition among aging patients and its evaluation can reduce the chances of any secondary disorders. In this paper, amplitude and phase information of the radio signals observed for a fixed period of time are used to differentiate the motor and nonmotor symptoms. The amplitude information is classified using a support vector machine, while the linear transformation is applied to obtain sanitized phase information for detection. The proposed method is very handy with the minimum deployment overhead. The analysis shows that this method also offers a high-accuracy level of around 99% based on the observation of a number of patients. These features make it an attractive solution for real-time patient monitoring systems.

Keyword:

Antennas freezing of gait (FOG) leaky wave cable (LWC) Parkinson's disease (PD) radio propagation

Author Community:

  • [ 1 ] [Yang, Xiaodong; Ren, Aifeng; Zhao, Nan; Zhang, Zhiya; Fan, Dou; Zhao, Jianxun] Xidian Univ, Sch Elect Engn, Xian 710071, Shaanxi, Peoples R China
  • [ 2 ] [Shah, Syed Aziz] Xidian Univ, Sch Int Educ, Xian 710071, Shaanxi, Peoples R China
  • [ 3 ] [Shah, Syed Aziz] Univ Glasgow, Sch Engn, Glasgow G12 8QQ, Lanark, Scotland
  • [ 4 ] [Wang, Weigang] Xi An Jiao Tong Univ, Northwest Womens & Childrens Hosp, Xian 710061, Shaanxi, Peoples R China
  • [ 5 ] [Ur-Rehman, Masood] Univ Essex, Sch Comp Sci & Elect Engn, Colchester CO4 3SQ, Essex, England
  • [ 6 ] [Yang, Xiaodong]Xidian Univ, Sch Elect Engn, Xian 710071, Shaanxi, Peoples R China
  • [ 7 ] [Ren, Aifeng]Xidian Univ, Sch Elect Engn, Xian 710071, Shaanxi, Peoples R China
  • [ 8 ] [Zhao, Nan]Xidian Univ, Sch Elect Engn, Xian 710071, Shaanxi, Peoples R China
  • [ 9 ] [Zhang, Zhiya]Xidian Univ, Sch Elect Engn, Xian 710071, Shaanxi, Peoples R China
  • [ 10 ] [Fan, Dou]Xidian Univ, Sch Elect Engn, Xian 710071, Shaanxi, Peoples R China
  • [ 11 ] [Zhao, Jianxun]Xidian Univ, Sch Elect Engn, Xian 710071, Shaanxi, Peoples R China
  • [ 12 ] [Shah, Syed Aziz]Xidian Univ, Sch Int Educ, Xian 710071, Shaanxi, Peoples R China
  • [ 13 ] [Shah, Syed Aziz]Univ Glasgow, Sch Engn, Glasgow G12 8QQ, Lanark, Scotland
  • [ 14 ] [Wang, Weigang]Xi An Jiao Tong Univ, Northwest Womens & Childrens Hosp, Xian 710061, Shaanxi, Peoples R China
  • [ 15 ] [Ur-Rehman, Masood]Univ Essex, Sch Comp Sci & Elect Engn, Colchester CO4 3SQ, Essex, England

Reprint Author's Address:

  • Xidian Univ, Sch Elect Engn, Xian 710071, Shaanxi, Peoples R China.

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Source :

IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION

ISSN: 0018-926X

Year: 2019

Issue: 1

Volume: 67

Page: 554-561

4 . 3 7 1

JCR@2019

4 . 3 8 8

JCR@2020

ESI Discipline: ENGINEERING;

ESI HC Threshold:83

JCR Journal Grade:2

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 32

SCOPUS Cited Count: 57

ESI Highly Cited Papers on the List: 1 Unfold All

  • 2020-03

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 5

Affiliated Colleges:

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