Classification of Emg Signals Using Neuro-Fuzzy System and Diagnosis of Neuromuscular Diseases

被引：33

作者：

Kocer, Sabri ^{[1
]}

机构：

[1] Gazi Univ, Dept Elect & Comp Educ, Fac Tech Educ, Ankara, Turkey

来源：

JOURNAL OF MEDICAL SYSTEMS | 2010年 / 34卷 / 03期

关键词：

EMG; Neuro-Fuzzy classification (NEFCLASS); Autoregressive (AR); IDENTIFICATION; NETWORKS; RULES;

D O I：

10.1007/s10916-008-9244-7

中图分类号：

R19 [保健组织与事业（卫生事业管理）];

学科分类号：

摘要：

This work investigates the performance of neuro-fuzzy system for analyzing and classifying EMG signals recorded from normal, neuropathy, and myopathy subjects. EMG signals were obtained from 177 subjects, 60 of them had suffered from neuropathy disorder, 60 of them had suffered from myopathy disorder, and rest of them had been normal. Coefficients that were obtained from the EMG signals using Autoregressive (AR) analysis was applied to neuro-fuzzy system. The classification performance of the feature sets was investigated for three classes.

引用

页码：321 / 329

页数：9

共 50 条

[21] Expert System for Diagnosis of Multiple Neuromuscular Disorders using EMG Signals
Khan, Muhammad Umar
Hanbali, Raneem
Sharma, Siddhant
Iqtidar, Khushbakht
Aziz, Sumair
Farooq, Adil
2022 14TH INTERNATIONAL CONFERENCE ON MATHEMATICS, ACTUARIAL SCIENCE, COMPUTER SCIENCE AND STATISTICS (MACS), 2022,
[22] The classification of EEG signals using discretization-based entropy and the adaptive neuro-fuzzy inference system
Hekim, Mahmut
TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2016, 24 (01) : 285 - 297
[23] Classification of Emboli and Artifact by Neuro-Fuzzy in Transcranial Doppler Signals
Hashemi, S. R.
Rahati, S.
Azarpazhooh, M. R.
4TH KUALA LUMPUR INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING 2008, VOLS 1 AND 2, 2008, 21 (1-2): : 149 - +
[24] Neuro-fuzzy system for prostate cancer diagnosis
Benecchi, Luigi
UROLOGY, 2006, 68 (02) : 357 - 361
[25] Using symbolic data in neuro-fuzzy classification
Nauck, D
18TH INTERNATIONAL CONFERENCE OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY - NAFIPS, 1999, : 536 - 540
[26] Optimization of Neuro-Fuzzy System Using Genetic Algorithm for Chromosome Classification
Sarosa, M.
Ahmad, A. S.
Riyanto, B.
Noer, A. S.
JOURNAL OF ICT RESEARCH AND APPLICATIONS, 2007, 1 (01) : 56 - 69
[27] CNC tool wear detection using neuro-fuzzy classification system
Moavenian, M
Moghaddam, ET
Soft Computing with Industrial Applications, Vol 17, 2004, 17 : 471 - 476
[28] Partial Discharge Defects Classification Using Neuro-Fuzzy Inference System
Fard, M. Azizian
Akbari, Asghar
Shojaee, Reza
Mirzaei, H. Reza
Naderi, Peyman
PROCEEDINGS OF THE 2010 IEEE INTERNATIONAL CONFERENCE ON SOLID DIELECTRICS (ICSD 2010), 2010,
[29] Ontology and context based recommendation system using Neuro-Fuzzy Classification
Sulthana, A. Razia
Ramasamy, Subburaj
COMPUTERS & ELECTRICAL ENGINEERING, 2019, 74 : 498 - 510
[30] Adaptive neuro-fuzzy inference system for diagnosis of the heart valve diseases using wavelet transform with entropy
Harun Uğuz
Neural Computing and Applications, 2012, 21 : 1617 - 1628

← 1 2 3 4 5 →