TY - JOUR
T1 - A fuzzy-similarity-based self-organized network inspired by immune algorithm for three-mixture-fragrance recognition
AU - Widyanto, Muhammad R.
AU - Kusumoputro, Benyamin
AU - Nobuhara, Hajime
AU - Kawamoto, Kazuhiko
AU - Hirota, Kaoru
PY - 2006/2
Y1 - 2006/2
N2 - A fuzzy-similarity-based self-organized network inspired by immune algorithm (F-SONIA) is proposed in order to develop an artificial odor discrimination system for three-mixture-fragrance recognition. It can deal with an uncertainty in frequency measurements, which is inherent in odor acquisition devices, by employing a fuzzy similarity. Mathematical analysis shows that the use of the fuzzy similarity results on a higher dissimilarity between fragrance classes, therefore, the recognition accuracy is improved and the learning time is reduced. Experiments show that F-SONIA improves recognition accuracy of SONIA by 3% - 9% and the previously developed artificial odor discrimination system by 14% - 25%. In addition, the learning time of F-SONIA is three times faster than that of SONIA.
AB - A fuzzy-similarity-based self-organized network inspired by immune algorithm (F-SONIA) is proposed in order to develop an artificial odor discrimination system for three-mixture-fragrance recognition. It can deal with an uncertainty in frequency measurements, which is inherent in odor acquisition devices, by employing a fuzzy similarity. Mathematical analysis shows that the use of the fuzzy similarity results on a higher dissimilarity between fragrance classes, therefore, the recognition accuracy is improved and the learning time is reduced. Experiments show that F-SONIA improves recognition accuracy of SONIA by 3% - 9% and the previously developed artificial odor discrimination system by 14% - 25%. In addition, the learning time of F-SONIA is three times faster than that of SONIA.
KW - Artificial odor discrimination
KW - Fuzzy similarity
KW - Immune algorithm
KW - Self-organized network
KW - Three-mixture-fragrance problem
UR - https://www.scopus.com/pages/publications/32644454150
U2 - 10.1109/TIE.2005.862212
DO - 10.1109/TIE.2005.862212
M3 - Article
AN - SCOPUS:32644454150
SN - 0278-0046
VL - 53
SP - 313
EP - 321
JO - IEEE Transactions on Industrial Electronics
JF - IEEE Transactions on Industrial Electronics
IS - 1
ER -