Fuzzy c-means based support vector machines classifier for perfume recognition

作者: Engin Esme , Bekir Karlik

DOI: 10.1016/J.ASOC.2016.05.030

关键词:

摘要: Display Omitted Detection of perfumes by using machine learning algorithms.Fuzzy clustering c-mean: type-1 (FCM).Support vector machines (SVM).Soft computing techniques.Electronic (or artificial) nose. Identification more than three is very difficult for the human It also a problem to recognize patterns perfume odor with an electronic nose that has multiple sensors. For this reason, new hybrid classifier been presented identify type from closely similar data set 20 different odors perfumes. The structure technique combination unsupervised fuzzy c-mean (FCM) and supervised support (SVM). On other hand proposed soft was compared well-known algorithms. results show algorithm's accuracy 97.5% better others.

参考文章(25)
Bekir KARLIK, Müh. Saul . SARLI CEMEL, Yapay Sinir Ağları ile Ağız Kokusundan Diyabet Tanısı Turkiye Klinikleri Tip Bilimleri Dergisi. ,vol. 32, pp. 331- 336 ,(2012) , 10.5336/MEDSCI.2011-22770
Bekir Karlık, Kemal Yüksek, Fuzzy Clustering Neural Networks for Real-Time Odor Recognition System Journal of Automated Methods & Management in Chemistry. ,vol. 2007, pp. 38405- 38405 ,(2007) , 10.1155/2007/38405
A. Voss, K. Witt, C. Fischer, S. Reulecke, W. Poitz, V. Kechagias, R. Surber, H. Figulla, Smelling heart failure from human skin odor with an electronic nose international conference of the ieee engineering in medicine and biology society. ,vol. 2012, pp. 4034- 4037 ,(2012) , 10.1109/EMBC.2012.6346852
James C. Bezdek, Robert Ehrlich, William Full, FCM: The fuzzy c-means clustering algorithm Computers & Geosciences. ,vol. 10, pp. 191- 203 ,(1984) , 10.1016/0098-3004(84)90020-7
Taner Danisman, Adil Alpkocak, Speech vs Nonspeech Segmentation of Audio Signals Using Support Vector Machines signal processing and communications applications conference. pp. 1- 4 ,(2007) , 10.1109/SIU.2007.4298688
S. Borah, E. L. Hines, M. S. Leeson, D. D. Iliescu, M. Bhuyan, J. W. Gardner, Neural network based electronic nose for classification of tea aroma Sensing and Instrumentation for Food Quality and Safety. ,vol. 2, pp. 7- 14 ,(2008) , 10.1007/S11694-007-9028-7