Title :
Selection Method of Odor Components for Olfactory Display Using Mass Spectrum Database
Author :
Nakamoto, Takamichi ; Murakami, Keisuke
Author_Institution :
Grad. Sch. of Sci. & Eng., Tokyo Inst. of Technol., Tokyo
Abstract :
A variety of smells can be realized by blending multiple odor components using an olfactory display. Since a set of odor components to cover the entire range of smells has not yet been known, we studied a method of selecting odor components using a large-scale mass spectrum database. Basis vectors corresponding to odor components were extracted by the NMF (nonnegative matrix factorization) method. Then, the recipe of the target odor was obtained using the nonnegative least-squares method. The basis vectors were successfully obtained from 10,000 compounds within a tolerable error. Moreover, the mass spectra of 104 odors composed of 322 compounds could be approximated using 32-50 basis vectors.
Keywords :
least squares approximations; matrix decomposition; multimedia databases; NMF; large-scale mass spectrum database; mass spectra; nonnegative least-squares method; nonnegative matrix factorization method; odor components; olfactory display; target odor recipe; Data engineering; Databases; Displays; Educational institutions; Mass spectroscopy; Olfactory; Solenoids; Valves; Virtual reality; Weight control; H.5.1 [Information Interfaces and Presentation]: Multimedia Information Systems ¿Artificial, Augmented, and Virtual Realities; Mass spectrometry; NMF method; Olfactory display; nonnegative least squares;
Conference_Titel :
Virtual Reality Conference, 2009. VR 2009. IEEE
Conference_Location :
Lafayette, LA
Print_ISBN :
978-1-4244-3943-0
Electronic_ISBN :
1087-8270
DOI :
10.1109/VR.2009.4811016