Artificial olfactory system with fault-tolerant sensor array. (July 2016)

• Record Type: Journal Article
• Authors: Lotfivand, Nasser; Abdolzadeh, Vida; Hamidon, Mohd Nizar
• Is Part Of: ISA transactions. Volume 63(2016:Jul.)
• Page Start: 425
• Page End: 435
• Publication Date: 2016-07
• Subjects: Gas sensor array architecture -- Artificial olfactory system -- Electronic nose -- Fault-tolerant sensor array; Engineering instruments -- Periodicals; Engineering instruments; Periodicals; Electronic journals; 629.805
• DOI: 10.1016/j.isatra.2016.03.012
• Languages: English
• ISSNs: 0019-0578

Abstract

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. Highlights: We offer an architecture that is able to tolerate failures in the sensors of the array of artificial olfactory systems. To our knowledge, this is the first time that a fault tolerant architecture introduces for artificial olfactory systems. The classifier based on the fault tolerant architecture in the healthy situation has good performance in comparison with the classifiers based on the classic architecture. The performance of artificial olfactory system in the faulty situation by the use of fault tolerant architecture strongly increases.