Time-frequency coherence of categorized sEMG data during dynamic contractions of biceps, triceps, and brachioradialis as an approach for spasticity detection

被引:13
作者
Becker, Sebastian [1 ]
von Werder, S. C. F. A. [1 ]
Lassek, A. -K. [1 ]
Disselhorst-Klug, C. [1 ]
机构
[1] RWTH Univ, Inst Appl Med Engn, Dept Rehabil & Prevent Engn, Pauwelsstr 20, D-52074 Aachen, Germany
关键词
Time-frequency analysis; Coherence; Categorization; sEMG; Spasticity; MODIFIED ASHWORTH SCALE; EMG POWER SPECTRUM; ACTIVATION PATTERNS; TARDIEU SCALE; MOVEMENT; FORCE; ELBOW; RELIABILITY; POTENTIALS; SIGNAL;
D O I
10.1007/s11517-018-1911-3
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The assessment of muscular interactions between biceps, triceps, and brachioradialis can be used asan approach for the detection of spasticity inthe upper limbs. A crucial prerequisite for the aforementioned validation of muscular interactions is the calculation of time frequencies due to the non-stationary characteristics of electromyographic (EMG) signals and thus the estimation of coherences. Adding biomechanical parameters increases the validity of the assessment process and simplifies the comparison of EMG data as a result of categorization. In this numerical-experimental study, a method will be introduced by using the smoothed pseudo Wigner-Ville distribution and a categorization algorithm to estimate and categorize coherences between biceps, triceps, and brachioradialis during dynamic contractions. The categorization will be performed according to the type of contraction, external load, joint angle, and angular velocity and will be used to assess10 healthy subjects and 6 patients with spasticity. Generally, the introduced method shows the velocity dependence of coherence during spasticity in extension movements as well as much stronger muscular co-activation between triceps, biceps, and brachioradialis in spastic patients in comparison to healthy subjects. Furthermore, the influence of variables e.g.as joint angle, angular velocities, and type of contraction on the coherence is quantified.
引用
收藏
页码:703 / 713
页数:11
相关论文
共 32 条
[1]   Post-stroke movement disorders:: report of 56 patients [J].
Alarcón, F ;
Zijlmans, JCM ;
Dueñas, G ;
Cevallos, N .
JOURNAL OF NEUROLOGY NEUROSURGERY AND PSYCHIATRY, 2004, 75 (11) :1568-1574
[2]   INTERRATER RELIABILITY OF A MODIFIED ASHWORTH SCALE OF MUSCLE SPASTICITY [J].
BOHANNON, RW ;
SMITH, MB .
PHYSICAL THERAPY, 1987, 67 (02) :206-207
[3]   Time-frequency parameters of the surface myoelectric signal for assessing muscle fatigue during cyclic dynamic contractions [J].
Bonato, P ;
Roy, SH ;
Knaflitz, M ;
De Luca, CJ .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2001, 48 (07) :745-753
[4]   ACTION POTENTIALS IN PATHOLOGICAL POSTURAL REFLEX ACTIVITY (SPASTICITY AND RIGIDITY) [J].
Buchthal, Fritz ;
Clemmesen, Svend .
ACTA PSYCHIATRICA ET NEUROLOGICA, 1946, 21 (1-3) :151-175
[5]   GENERALIZED PHASE-SPACE DISTRIBUTION FUNCTIONS [J].
COHEN, L .
JOURNAL OF MATHEMATICAL PHYSICS, 1966, 7 (05) :781-&
[6]   DESIGN OF TIME-FREQUENCY REPRESENTATIONS USING A MULTIFORM, TILTABLE EXPONENTIAL KERNEL [J].
COSTA, AH ;
BOUDREAUXBARTELS, GF .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1995, 43 (10) :2283-2301
[7]   Functional corticomuscular connection during reaching is weakened following stroke [J].
Fang, Yin ;
Daly, Janis J. ;
Sun, Jiayang ;
Hvorat, Ken ;
Fredrickson, Eric ;
Pundik, Svetlana ;
Sahgal, Vinod ;
Yue, Guang H. .
CLINICAL NEUROPHYSIOLOGY, 2009, 120 (05) :994-1002
[8]   AGONIST AND ANTAGONIST EMG ACTIVATION DURING ISOMETRIC TORQUE DEVELOPMENT AT THE ELBOW IN SPASTIC HEMIPARESIS [J].
FELLOWS, SJ ;
KAUS, C ;
ROSS, HF ;
THILMANN, AF .
ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1994, 93 (02) :106-112
[9]   New feature extraction approach for epileptic EEG signal detection using time-frequency distributions [J].
Guerrero-Mosquera, Carlos ;
Malanda Trigueros, Armando ;
Iriarte Franco, Jorge ;
Navia-Vazquez, Angel .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2010, 48 (04) :321-330
[10]   Development of recommendations for SEMG sensors and sensor placement procedures [J].
Hermens, HJ ;
Freriks, B ;
Disselhorst-Klug, C ;
Rau, G .
JOURNAL OF ELECTROMYOGRAPHY AND KINESIOLOGY, 2000, 10 (05) :361-374