A Serious Game System for Upper Limb Motor Function Assessment of Hemiparetic Stroke Patients

被引:1
|
作者
Jiang, Yuanbo [1 ]
Liu, Zhen [1 ]
Liu, Tingting [2 ]
Ma, Minhua
Tang, Min [3 ]
Chai, Yanjie [1 ]
机构
[1] Ningbo Univ, Fac Informat Sci & Technol, Ningbo 315211, Peoples R China
[2] Ningbo Univ, Coll Sci & Technol, Cixi 315300, Peoples R China
[3] Ningbo Rehabil Hosp, Ningbo 315040, Peoples R China
关键词
Index Terms- Stroke; serious game; fuzzy Inference; motor function assessment; upper extremity assessment; UPPER EXTREMITY; RECOVERY;
D O I
10.1109/TNSRE.2023.3281408
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Stroke often results in hemiparesis, impairing the patient's motor abilities and leading to upper extremity motor deficits that require long-term training and assessment. However, existing methods for assessing patients' motor function rely on clinical scales that require experienced physicians to guide patients through target tasks during the assessment process. This process is not only time-consuming and labor-intensive, but the complex assessment process is also uncomfortable for patients and has significant limitations. For this reason, we propose a serious game that automatically assesses the degree of upper limb motor impairment in stroke patients. Specifically, we divide this serious game into a preparation stage and a competition stage. In each stage, we construct motor features based on clinical a priori knowledge to reflect the ability indicators of the patient's upper limbs. These features all correlated significantly with the Fugl-Meyer Assessment for Upper Extremity (FMA-UE), which assesses motor impairment in stroke patients. In addition, we design membership functions and fuzzy rules for motor features in combination with the opinions of rehabilitation therapists to construct a hierarchical fuzzy inference system to assess the motor function of upper limbs in stroke patients. In this study, we recruited a total of 24 patients with varying degrees of stroke and 8 healthy controls to participate in the Serious Game System test. The results show that our Serious Game System was able to effectively differentiate between controls, severe, moderate, and mild hemiparesis with an average accuracy of 93.5%.
引用
收藏
页码:2640 / 2653
页数:14
相关论文
共 50 条
  • [21] Quantitative Assessment of Motor Function for Patients with a Stroke by an End-Effector Upper Limb Rehabilitation Robot
    Liu, Yali
    Song, Qiuzhi
    Li, Chong
    Guan, Xinyu
    Ji, Linhong
    [J]. BIOMED RESEARCH INTERNATIONAL, 2020, 2020
  • [22] Clinical overview of upper limb dysfunction in hemiparetic stroke
    Schweighofer, Nicolas
    Han, Cheol E.
    Wolf, Steven L.
    Arbib, Michael A.
    Winstein, Carolee J.
    [J]. NEUROSCIENCE RESEARCH, 2010, 68 : E44 - E44
  • [23] Upper-Limb Function Assessment Using VBBTs for Stroke Patients
    Cho, Sungmin
    Kim, Won-Seok
    Paik, Nam-Jong
    Bang, Hyunwoo
    [J]. IEEE COMPUTER GRAPHICS AND APPLICATIONS, 2016, 36 (01) : 70 - 78
  • [24] Quantitative Evaluation System of Upper Limb Motor Function of Stroke Patients Based on Desktop Rehabilitation Robot
    Zhang, Mingliang
    Chen, Jing
    Ling, Zongquan
    Zhang, Bochao
    Yan, Yanxin
    Xiong, Daxi
    Guo, Liquan
    [J]. SENSORS, 2022, 22 (03)
  • [25] Motor-imagery ability and function of hemiplegic upper limb in stroke patients
    Morioka, Shu
    Osumi, Michihiro
    Nishi, Yuki
    Ishigaki, Tomoya
    Ishibashi, Rintaro
    Sakauchi, Tsukasa
    Takamura, Yusaku
    Nobusako, Satoshi
    [J]. ANNALS OF CLINICAL AND TRANSLATIONAL NEUROLOGY, 2019, 6 (03): : 596 - 604
  • [26] The relationship between rehabilitation motivation and upper limb motor function in stroke patients
    Li, Wenxi
    Zhu, Guangyue
    Lu, Yang
    Wu, Jinglei
    Fu, Zhuoxin
    Tang, Junyi
    Zhang, Guohui
    Xu, Dongsheng
    [J]. FRONTIERS IN NEUROLOGY, 2024, 15
  • [27] Evidence of motor resonance in stroke patients with severe upper limb function impairments
    Craighero, Laila
    Mele, Sonia
    Gaifas, Valentina
    Bonaguri, Emma
    Straudi, Sofia
    [J]. CORTEX, 2023, 159 : 16 - 25
  • [28] Clinical overview of upper limb dysfunction in hemiparetic stroke
    Miyai, Ichiro
    [J]. NEUROSCIENCE RESEARCH, 2010, 68 : E44 - E44
  • [29] MEASUREMENT OF RECOVERY OF FUNCTION IN THE HEMIPARETIC UPPER LIMB FOLLOWING STROKE - A PRELIMINARY-REPORT
    LOUGH, S
    WING, AM
    FRASER, C
    JENNER, JR
    [J]. HUMAN MOVEMENT SCIENCE, 1984, 3 (03) : 247 - 256
  • [30] Analyzing Distance Measures for Upper Limb Activity Measurement in Hemiparetic Stroke Patients
    Datta, Shreyasi
    Karmakar, Chandan K.
    Yan, Bernard
    Palaniswami, Marimuthu
    [J]. 42ND ANNUAL INTERNATIONAL CONFERENCES OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY: ENABLING INNOVATIVE TECHNOLOGIES FOR GLOBAL HEALTHCARE EMBC'20, 2020, : 3735 - 3738