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...
Küçük Resim

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