Medical Diagnosis of Rheumatoid Arthritis Disease From Right and Left Hand Ulnar Artery Doppler Signals Using Adaptive Network Based Fuzzy Inference System (ANFIS) and MUSIC Method
Yükleniyor...
Dosyalar
Tarih
2010
Dergi Başlığı
Dergi ISSN
Cilt Başlığı
Yayıncı
ELSEVIER SCI LTD
Erişim Hakkı
info:eu-repo/semantics/openAccess
Özet
Rheumatoid arthritis (RA) is a multi-systemic autoimmune disease that leads to substantial morbidity and mortality. In this paper, as spectral analysis methods of Multiple Signal Classification (MUSIC) method is used in order to extract the significant features from the right and left hand Ulnar artery Doppler signals for the diagnosis of RA disease. The MUSIC method has been used as subspace method. To extract features from Doppler signals obtained from the right and left hand Ulnar arterial the MUSIC method model degrees of 5, 10, 15, 20, and 25 were used. Then, an adaptive network based fuzzy inference system (ANFIS) was applied to features extracted from the right and left hand Ulnar artery Doppler signals for classifying RA disease. The methods are not new, but the study has a novelty in that the application area of these methods is new. In the hybrid model, the combination of MUSIC and ANFIS yielded classification accuracies of 95% (for a model degree of 20) using the right hand Ulnar artery and classification accuracies of 91.25% (for a model degree of 10) using left hand Ulnar artery Doppler signals in the diagnosis of RA disease. The proposed approach has potential to help with the early diagnosis of RA disease for the specialists who study this subject.
Açıklama
Anahtar Kelimeler
Rheumatoid Arthritis Disease, Ulnar Artery, MUSIC Method, Adaptive Network Based Fuzzy Inference System (ANFIS), Doppler Ultrasound
Kaynak
Advances in Engineering Software
WoS Q Değeri
Q3
Scopus Q Değeri
Q1
Cilt
41
Sayı
12
Künye
Güneş, S., Özkan, A. O., Kara, S., Şallı, A., Sakarya, M. E., (2010). Medical Diagnosis of Rheumatoid Arthritis Disease From Right and Left Hand Ulnar Artery Doppler Signals Using Adaptive Network Based Fuzzy Inference System (ANFIS) and MUSIC Method. Advances in Engineering Software, 41(12), 1295-1301. DOI:10.1016/j.advengsoft.2010.10.001