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Razvoj in uporaba elektronskih nosov za zaznavanje hlapnih organskih spojin
ID Furlan, Valentina (Author), ID Ravnik, Miha (Mentor) More about this mentor... This link opens in a new window

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Abstract
V magistrskem delu se osredotočamo na razvoj in uporabo elektronskih nosov, ki služijo kot imitacije olfaktornih sistemov. V začetnem delu naloge se posvetimo motivom za uporabo elektronskih nosov, katerih zaznava temelji na absorpciji hlapnih organskih molekul na površini senzorjev. Nato si podrobneje pogledamo delovanje elektronskega nosu, na katerem so bile izvedene meritve predstavljene v magistrskem delu. V okviru naloge se osredotočamo na testiranje občutljivosti senzorjev na biološke vzorce, ko analiziramo izdihan zraka na tešče in po kajenju. Pred tem z meritvami destilirane vode testiramo še ustreznost delovanja sistema. Cilj naloge je preveriti, ali sistem lahko razlikuje med destilirano vodo in človeškim izdihom, nato pa še med različnimi izdihi. Rezultate obravnavamo statistično, tako da na podlagi povprečnih vrednosti meritev opravimo test Welcheve ANOVA, ki nam bo povedal, ali so povprečja meritev vzorcev na posameznem senzorju različna ali ne. Nazadnje preverimo še ločevanje vzorcev s pomočjo analize glavnih komponent.

Language:Slovenian
Keywords:elektronski nos, VOC, PCA, statistična analiza, Welcheva ANOVA, olfaktorni sistem
Work type:Master's thesis/paper
Typology:2.09 - Master's Thesis
Organization:FMF - Faculty of Mathematics and Physics
Year:2026
PID:20.500.12556/RUL-182007 This link opens in a new window
COBISS.SI-ID:275996419 This link opens in a new window
Publication date in RUL:22.04.2026
Views:225
Downloads:153
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Secondary language

Language:English
Title:Development and applications of electronic noses for the detection of volatile organic compounds
Abstract:
In this master’s thesis, we focus on the development and application of electronic noses, which serve as imitations of olfactory systems. In the first part of the thesis, we examine the motivations for using electronic noses, whose detection is based on the absorption of volatile organic molecules on the surface of sensors. We then examine in detail the operation of a specific electronic nose on which the measurements presented in this thesis were performed. As part of the thesis, we focus on testing the sensitivity of the sensors to biological samples, analyzing exhaled air both on an empty stomach and after smoking. Prior to this, we test the system’s operational suitability based on measurements of distilled water. The objective of the project is to verify whether the system can distinguish between distilled water and human exhaled breath, and subsequently between different types of exhaled breath. We analyze the results statistically by performing Welch’s ANOVA based on the average measurement values, which will tell us whether the sample averages for each sensor differ or not. We then also verify the separation of the samples using principal component analysis (PCA).

Keywords:electronic nose, VOC, PCA statistical analysis, Welch ANOVA, olfactory system

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