Affiliations 

  • 1 Department of Electronic Engineering, Tabriz Branch, Islamic Azad University, Tabriz, Iran. Electronic address: [email protected]
  • 2 Young Researchers and Elite club, Tabriz Branch, Islamic Azad University,Tabriz, Iran. Electronic address: [email protected]
  • 3 Institute of Advanced Technology, University Putra Malaysia,43400 Serdang, Selangor, Malaysia. Electronic address: [email protected]
ISA Trans, 2016 Jul;63:425-435.
PMID: 27038885 DOI: 10.1016/j.isatra.2016.03.012

Abstract

Numerous applications of artificial olfaction resulting from research in many branches of sciences have caused considerable interest in the enhancement of these systems. In this paper, we offer an architecture which is suitable for critical applications, such as medical diagnosis, where reliability and precision are deemed important. The proposed architecture is able to tolerate failures in the sensors of the array. In this study, the discriminating ability of the proposed architecture in detecting complex odors, as well as the performance of the proposed architecture in encountering sensor failure, were investigated and compared with the generic architecture. The results demonstrated that by applying the proposed architecture in the artificial olfactory system, the performance of system in the healthy mode was identical to the classic structure. However, in the faulty situation, the proposed architecture implied high identification ability of odor samples, while the generic architecture showed very poor performance in the same situation. Based on the results, it was possible to achieve high odor identification through the developed artificial olfactory system using the proposed architecture.

* Title and MeSH Headings from MEDLINE®/PubMed®, a database of the U.S. National Library of Medicine.