Electronic Nose and Its Applications: a Survey

dc.contributor.author Karakaya, Diclehan
dc.contributor.author Ulucan, Oguzhan
dc.contributor.author Turkan, Mehmet
dc.date.accessioned 2023-06-16T12:48:13Z
dc.date.available 2023-06-16T12:48:13Z
dc.date.issued 2020
dc.description.abstract In the last two decades, improvements in materials, sensors and machine learning technologies have led to a rapid extension of electronic nose (EN) related research topics with diverse applications. The food and beverage industry, agriculture and forestry, medicine and health-care, indoor and outdoor monitoring, military and civilian security systems are the leading fields which take great advantage from the rapidity, stability, portability and compactness of ENs. Although the EN technology provides numerous benefits, further enhancements in both hardware and software components are necessary for utilizing ENs in practice. This paper provides an extensive survey of the EN technology and its wide range of application fields, through a comprehensive analysis of algorithms proposed in the literature, while exploiting related domains with possible future suggestions for this research topic. en_US
dc.description.sponsorship Artificial intelligence machine learning pattern recognition electronic nose (EN) sensors technology publisher-imprint-name Institute of Automation, Chinese Academy of Sciences, co-published with Springer article-contains-esm No article-numbering-style Unnumbered article-registration-date-year 2019 article-registration-date-month 12 article-registration-date-day 27 article-toc-levels 0 journal-product ArchiveJournal numbering-style ContentOnly article-grants-type OpenChoice metadata-grant OpenAccess abstract-grant OpenAccess bodypdf-grant OpenAccess bodyhtml-grant OpenAccess bibliography-grant OpenAccess esm-grant OpenAccess online-first true pdf-file-reference BodyRef/PDF/11633_2019_Article_1212.pdf pdf-type Typeset target-type OnlinePDF article-type ReviewPaper journal-subject-primary Engineering journal-subject-secondary Control, Robotics, Mechatronics journal-subject-secondary Computer Applications journal-subject-secondary Computer-Aided Engineering (CAD, CAE) and Design journal-subject-collection Engineering open-access true Recommended by Associate Editor Jyh-Horng Chon Diclehan Karakaya received the B. Sc. degree (with high honors) in electrical and electronics engineering from Izmir University of Economics, Turkey in 2017. She is currently a master student in electrical and electronics engineering at Izmir University of Economics, Turkey. Her research interests include image processing, computer vision, machine learning and artificial intelligence. Oguzhan Ulucan received the B. Sc. degree (with honors) in electrical and electronics engineering from Izmir University of Economics, Turkey in 2017. He is currently a master student in electrical and electronics engineering at Izmir University of Economics, Turkey. His research interests include image processing, computer vision, machine learning and artificial intelligence. Mehmet Turkan received the B. Sc. (Hhons) degree in electrical and electronics engineering from Eskisehir Osmangazi University, Turkey in 2004, received the M. Sc. degree in electrical and electronics engineering from Bilkent University, Turkey in 2007. He received the Ph. D. degree in computer science from Bretagne Atlantique Research Center (INRIA) and University of Rennes 1, France in 2011. He is currently an assistant professor of electrical and electronics engineering at the Faculty of Engineering, Izmir University of Economics, Turkey. From January 2013 to July 2015, he was a full-time researcher at Technicolor Research & Innovation Center, Cesson-Sevigne, France, where he was a post-doctoral researcher between November 2011 and December 2012. He was involved with the European Commission (EC) 6th Framework Program (FP6) Multimedia Understanding through Semantics, Computation and Learning Network of Excellence (MUSCLE-NoE), EC FP6 Integrated Three-Dimensional Television-Capture, Transmission, and Display Network of Excellence (3-DTV-NoE), and European UltraHD-4U research projects. He was the recipient of the HUAWEI Best Student Paper Award in the 2010 IEEE International Conference on Image Processing (IEEE-ICIP) and was a nominee for the Best Student Paper Award in the 2011 IEEE-ICIP. His research interests include signal processing with an emphasis on image and video processing and compression, pattern recognition and classification, computer vision, machine learning and artificial intelligence.
dc.description.sponsorship 6th Framework Program, (FP6); Computation and Learning Network of Excellence; Display Network of Excellence, (3-DTV-NoE); EC FP6 Integrated Three-Dimensional Television-Capture; European Commission, EU
dc.identifier.doi 10.1007/s11633-019-1212-9
dc.identifier.issn 1476-8186
dc.identifier.issn 1751-8520
dc.identifier.scopus 2-s2.0-85077159793
dc.identifier.uri https://doi.org/10.1007/s11633-019-1212-9
dc.identifier.uri https://hdl.handle.net/20.500.14365/980
dc.language.iso en en_US
dc.publisher Springernature en_US
dc.relation.ispartof Internatıonal Journal of Automatıon And Computıng en_US
dc.rights info:eu-repo/semantics/openAccess en_US
dc.subject Artificial intelligence en_US
dc.subject machine learning en_US
dc.subject pattern recognition en_US
dc.subject electronic nose (EN) en_US
dc.subject sensors technology en_US
dc.subject Quartz-Crystal-Microbalance en_US
dc.subject Artificial Neural-Networks en_US
dc.subject Partial Least-Squares en_US
dc.subject Gas Sensor Arrays en_US
dc.subject Bioelectronic Nose en_US
dc.subject Mycobacterium-Tuberculosis en_US
dc.subject Olfactory System en_US
dc.subject Roasting Degree en_US
dc.subject Learning-Method en_US
dc.subject Quality-Control en_US
dc.title Electronic Nose and Its Applications: a Survey en_US
dc.type Article en_US
dspace.entity.type Publication
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gdc.author.id Ulucan, Oguzhan/0000-0003-2077-9691
gdc.author.id Karakaya, Diclehan/0000-0002-7059-302X
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gdc.description.department İEÜ, Mühendislik Fakültesi, Elektrik-Elektronik Mühendisliği Bölümü en_US
gdc.description.departmenttemp [Karakaya, Diclehan; Ulucan, Oguzhan; Turkan, Mehmet] Izmir Univ Econ, Dept Elect & Elect Engn, TR-35330 Izmir, Turkey en_US
gdc.description.endpage 209 en_US
gdc.description.issue 2 en_US
gdc.description.publicationcategory Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı en_US
gdc.description.scopusquality N/A
gdc.description.startpage 179 en_US
gdc.description.volume 17 en_US
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gdc.virtual.author Türkan, Mehmet
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