• Title/Summary/Keyword: Electronic Nose

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Combined Features with Global and Local Features for Gas Classification

  • Choi, Sang-Il
    • Journal of the Korea Society of Computer and Information
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    • v.21 no.9
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    • pp.11-18
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    • 2016
  • In this paper, we propose a gas classification method using combined features for an electronic nose system that performs well even when some loss occurs in measuring data samples. We first divide the entire measurement for a data sample into three local sections, which are the stabilization, exposure, and purge; local features are then extracted from each section. Based on the discrimination analysis, measurements of the discriminative information amounts are taken. Subsequently, the local features that have a large amount of discriminative information are chosen to compose the combined features together with the global features that extracted from the entire measurement section of the data sample. The experimental results show that the combined features by the proposed method gives better classification performance for a variety of volatile organic compound data than the other feature types, especially when there is data loss.

Discrimination of Floral Scents and Metabolites in Cut Flowers of Peony (Paeonia lactiflora Pall.) Cultivars

  • Ahn, Myung Suk;Park, Pue Hee;Kwon, Young Nam;Mekapogu, Manjulatha;Kim, Suk Weon;Jie, Eun Yee;Jeong, Jae Ah;Park, Jong Taek;Kwon, Oh Keun
    • Korean Journal of Plant Resources
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    • v.31 no.6
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    • pp.641-651
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    • 2018
  • Floral scents and metabolites from cut flowers of 14 peony cultivars (Paeonia lactiflora Pall.) were analyzed to discriminate different cultivars and to compare the Korean cultivar with the other cut peonies imported to Korea using electronic nose (E-nose) and Fourier transform infrared (FT-IR) spectroscopy combined with multivariate analysis, respectively. Principal component analysis (PCA) and discriminant function analysis (DFA) dendrogram of peony floral scents were not precisely same but there were 3 groups including same cultivars. PCA and partial least squares-discriminant analysis (PLS-DA) dendrograms of peony metabolites showed that different cut peony cultivars were clustered into two major groups including same cultivars. Fragrance pattern of Korean 'Taebaek' was classified to same group with 'Jubilee' on the PCA and DFA results and its metabolite pattern was clearly discriminated by the PCA and PLS-DA compared to the other cultivars. These results show that the 14 peony cut flowers could be discriminated corresponding to their chemical relationship and the metabolic profile of Korean 'Taebaek' has distinctive characteristics. Furthermore, we suggest that these results could be used as the preliminary data for breeding new cut peony cultivars and for improving the availability of Korean cut peony in cosmetic industry.

A Study on the Comparative Analysis of Scent and Oleic Acid of Different Part of Horse and Beef Meat (말고기와 쇠고기의 부위별 향기와 올레산 비교 분석 연구)

  • Jin Soo Youk;Chang Soo Kang;Yong Soo Park
    • Journal of Practical Agriculture & Fisheries Research
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    • v.25 no.2
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    • pp.30-35
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    • 2023
  • Horse meat is a low-fat and high-protein food with more essential amino acids and less fat than other meat, but the horse meat has not been popularized in Korea due to stereotypes about horse meat. In this study, a comparative analysis of horse meat and beef was conducted using electronic nose device and gas chromatography, and as a result, there was no significant difference in the scent. However, the oleic acid content of beef is significantly higher than that of horse meat(p<0.05). Therefore, the possibility of popularizing horse meat processed products in the domestic meat processing market is expected to be sufficient.

Olfactory Interaction based on ISO/IEC 23005 Standard

  • Choi, Jang-Sik;Chang, Sung-June;Lee, Hae-Ryong;Byun, Hyung-Gi
    • Journal of Sensor Science and Technology
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    • v.26 no.5
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    • pp.297-300
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    • 2017
  • Realistic media comprised of metadata of the five senses to provide enhanced experiences by stimulating our memory and sensations have had an increasingly pervading effect in our daily lives. Many researchers and companies are in the process of developing their own authoring systems running on different platforms to serve realistic media, resulting in compatibility issues among the systems. To tackle these issues, the International Organization for Standardization have standardized the interface, data format, protocol, API, etc. required to provide the realistic media. In particular, the ISO/IEC 23005 standard, which is called MPEG-V in SC29/WG 11, has defined XML schemas for olfaction interaction based on electronic nose (E-Nose), and scent display. In this paper, the MPEG-V standard for olfaction interaction is reviewed, and a data flow diagram that can be used for olfactory interaction based on the MPEG-V standard was designed. In addition, the necessary schemas related to the E-Nose sensor for olfactory interaction was provided.

Discrimination of Shreds of Frozen and Dried Alaska Pollack, Dried Pollack, and Cod using Electronic Nose (황태채, 북어채 및 대구채 판별을 위한 전자코 분석)

  • Hong, Eun Jeung;Kim, Ki Hwa;Park, Sue Jee;Kim, Ji Eun;Kim, Dong-Sul;Lee, Hwa Jung;Kim, Eun Jeong;Lee, Jae Hwang;Kim, Seung-Hee;Lee, Kwang-Ho;Noh, Bong Soo
    • Food Engineering Progress
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    • v.15 no.2
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    • pp.162-168
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    • 2011
  • In this study, discrimination of shred of frozen and dried Alaska pollack, shred of dried pollack and shred of cod using electronic nose based on mass spectrometer was carried out. Intensities of each fragment from shred of frozen and dried Alaska pollack by e-nose were completely different from those of dried pollack and cod. Each sample was analyzed, and discriminant function analysis was used for the discrimination of similar products. DFA plot indicated a significant separation of each shred of frozen and dried Alaska pollack, shred of dried pollack and shred of cod ($r^2$= 0.7787, F = 185.2). E-nose based on MS system could be used as an efficient method for discriminant of EMA foods.

Analysis of Characteristics and Aroma Pattern of Powdered Chungkookjang from Hot-Air and Freeze Drying (열풍 및 동결 건조 분말 청국장의 특성 및 향기 패턴 분석)

  • Lee, Hyo-Suk;Nam, Ha-Young;Lee, Ki-Teak
    • Journal of the East Asian Society of Dietary Life
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    • v.16 no.6
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    • pp.724-730
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    • 2006
  • Two types of powdered chungkookjang, were prepared by a hot air-drying process, and the freeze-drying, and composition and aroma patterns were examined. The fresh chungkookjang was composed of 53.8% moisture, while the hot air-dried and freeze-dried powdered chungkookjang contained 5.2% moisture, $39.3{\sim}39.4%$ crude protein, $18.6{\sim}18.7%$ crude lipid, $4.7{\sim}5.0%$ crude ash, and $31.7{\sim}32.2%$ carbohydrate. The pH of the each powered chungkookjang was similar, ranging from 6.5 to 6.7. The freeze-dried powdered chungkookjang showed the highest lightness (67.30), yellowness (59.37) while the highest redness (43.1) was observed in the hot air-dried chungkookjang. Each chungkookjang was analysed by an electronic nose with metal oxide 12 sensors and SPME-GC/MS. The response by the electronic nose was analysed by principal component analysis (PCA). The proportion of the first principal component was 90.47%, suggesting that each aroma pattern of the prepared chungkookjang was discriminated. SPME-GC/MS was used to identify the pyrazines. The percentage of pyrazines observed in the fresh chungkookjang, freeze-dried powdered chungkookjang, and hot air-dried powdered chungkookjang was 6.6, 3.8 and 15.9%, respectively. A higher overall preference was obtained from the hot air-dried powdered chungkookjang than with the freeze-dried powdered chungkookjang.

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