• Title/Summary/Keyword: discriminant function analysis (DFA)

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Assessment of Physicochemical Characteristics among Different Types of Pale Ale Beer (Pale ale류에 속하는 맥주 신제품의 이화학적 특성 평가)

  • Kim, Ki Hwa;Park, Sue Jee;Kim, Jee Eun;Dong, Hyemin;Park, In Seon;Lee, JaeHwan;Hyun, So Yang;Noh, Bong Soo
    • Korean Journal of Food Science and Technology
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    • v.45 no.2
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    • pp.142-147
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    • 2013
  • This study was conducted to evaluate and compare new beer (NB) with market beers, e.g., New castle brown ale (NC), Victoria bitter (VB), and Coopers pale ale (CP) using physicochemical parameters. In addition, pattern recognition analyses were carried out using an electronic nose based on mass spectrometry (MS-E nose) and an electronic tongue (E-tongue) for differentiation of the different types of beer. The measured alcohol content of NB was 4.37%. NB was not significantly different compared with other types of beer with regard to bitterness unit, color, and polyphenol content (p<0.05). On the basis of the flavor pattern determined by the MS-E nose, NB was separated by DF1 (first score from discriminant function analysis), while NC, VB, and CP were located in the same group. The result of the E-tongue showed that the different samples could be clearly discriminated; NB was less sour. It was suggested that the discriminant function analysis (DFA) given by the MS-E nose and E-tongue could be used for evaluations during new product development. Furthermore, because of its simplicity, it might be possible to use the validated method for the evaluation of beer.

Analysis of Melamine in Melamine-added Foods Using Mass Spectrometry-based Electronic Nose (멜라민을 함유시킨 식품에서의 MS-전자코를 이용한 멜라민 분석)

  • Hong, Eun-Jeung;Noh, Bong-Soo
    • Korean Journal of Food Science and Technology
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    • v.42 no.6
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    • pp.676-681
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    • 2010
  • Melamine has been used to increase the protein contents of powdered foods by adding a nitrogen source. Samples were prepared by blending melamine with powdered products such as powdered milk and coffee whitener. Melamine was added at ratios of 100:0, 80:20, 50:50, 30:70, and 0:100 (w/w), respectively. A Mass Spectrometry-based Electronic Nose and DFA (discriminant function analysis) were used to determine the amount of melamine. The electronic nose results were completely separated by the mixing ratios of melamine.

Characterization of Ethanol Fermentation with Wild Type Yeast Strains (야생 효모 종류에 따른 알코올 발효 특성)

  • Baek, Seong Yeol;Lee, You Jung;Kim, Myoung-Dong;Yi, Jae-Hyoung;Mun, Ji-Young;Yeo, Soo-Hwan
    • Microbiology and Biotechnology Letters
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    • v.43 no.3
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    • pp.227-235
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    • 2015
  • The objective of this study was to improve the quality of Korean rice wine with wild type yeast strains isolated from various traditional Korean fermented foods. Herein the fermentation and sensory characterization of wild yeast, for the purposes of brewing Korean rice wine, was investigated. 12 yeast strains were examined for their ethanol and glucose tolerance. In addition, the pH, soluble solids, acidity, amino acidity, ethanol content, organic acids, and volatile compounds were also studied for the alcoholic beverages made with the wild yeasts. Almost all Saccharomyces genera yeasts were showed to have a tolerance at 10% ethanol, but non-Saccharomyces genera yeasts displayed a low tolerance. The alcoholic beverages fermented by non-Saccharomyces yeasts demonstrated higher levels of soluble solids, titratable acidity, amino acids, and lower ethanol content, when compared with the alcoholic beverages fermented by Saccharomyces genera yeasts. The organic acid content, such as malic acid, acetic acid, and succinic acid, was seen to also be higher. The electronic nose was analyzed, and discriminant function analysis (DFA) was used for discriminating wild yeast strains. The DFA plots indicated a significant separation of Saccharomyces genera and non-Saccharomyces yeast strains. For volatile compounds, ethyl acetate from non-Saccharomyces yeasts, and ethanol from Saccharomyces genera yeast, a high area ratio was observed.

in Economically Motivated Authentication Food Using Electronic Nose Based on Mass Spectrometer (유사 식품인 오징어 젓갈과 한치 젓갈의 판별을 위한 MS-전자코 분석)

  • Hong, Eun Jeung;Kim, Ki Hwa;Park, Sue Jee;Kang, Jee Won;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.122-129
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    • 2011
  • In this study, discrimination of salted cuttle fish and salted mitra squid was carried out using electronic nose based on mass spectrometer. Intensities of each fragment from salted cuttlefish by electronic nose were completely different from those of salted mitra squid. Each sample was analyzed, and discriminant function analysis (DFA) was used for the discrimination of similar products. DFA plot indicated a significant separation of each salted cuttlefish and mitra squid ($r^2$= 0.8789, F= 162.13). Electronic nose based on mass spectrometer could be used as an efficient method for discrimination of Economically Motivated Authentication (EMA) foods.

Changes in antioxidant activities and flavor patterns of Coffea arabica beans during roasting (아라비카 커피의 배전 중 항산화 및 향기패턴의 변화)

  • Suh, Yeon-Soo;Lee, Seung-Heon;Shang, Yafang;Yoon, Jung-Ro;Lee, Won-Jong
    • Food Science and Preservation
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    • v.21 no.2
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    • pp.224-230
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    • 2014
  • Brazil (Monte Alegro) and Ethiopia (Sidamo) coffee beans were roasted at three different roasting levels(light, medium, and dark), and were analyzed for color, total phenolic compound, caffeine, and chlorogenic acid contents. The total phenolic and caffeine contents remained unchanged during roasting. The chlorogenic acid levels of the Brazil and Ethiopia samples decreased with roasting. The antioxidant activities were measured using DPPH and ABTS. The radical scavenging activities of the light-roasted and dark-roasted coffee beans were similar. The flavor patterns of roasted coffee beans were analyzed using an electronic nose system based on gas chromatography. The data revealed that the flavor patterns of the roasted coffee beans could be separated via discriminant function analysis (DFA) method. The taste of the roasted coffee beans was analyzed using an electronic tongue system. The sourness and sweetness were decreased with roasting.

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.

Pattern Recognition Analysis for Volatile Compounds of the Whole, Skim, UHT-, HTST-, and LTLT-Milk under LED Irradiations (여러 가지 LED를 처리한 전지유, 무지방 우유, LTLT, UHT, HTST 처리 우유의 휘발성분 패턴 분석)

  • Kim, Ki-Hwa;Hong, Eun-Jeung;Park, Sue-Jee;Kang, Jee-Won;Noh, Bong-Soo
    • Food Science of Animal Resources
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    • v.31 no.4
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    • pp.596-602
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    • 2011
  • The objective of this study was to analyze the pattern recognition of volatile compounds from different types of milk under LED (Light Emitting Dioxide) irradiation for 6 d. Yellow, red, blue, dark, and fluorescent light were produced using LED equipment. A mass spectrometry-based electronic nose and DFA (discriminant function analysis) were used to determine the change in volatiles from different types of milk under LED irradiation. As the LED exposure time was increased, DF1 of whole milk changed considerably under blue light, while that of skim milk changed significantly under red and yellow light irradiation. Among the types of milk tested, the most light-induced oxidation sample was LTLT milk under blue light. The volatile compounds that were shown to increase due to LED treatment in the electronic nose analysis, which was based on MS, were mainly acetaldehyde, propanal, pentanal, hexanal, heptanal, nonanal, 3-methyl butanal, 2-methyl propanal, 2-butanone, 2-pentanone, 2-hexanone, and 2-heptanaone and 2-nonanone.

Characteristics of Fish Fauna in the Lower Geum River and Identification of Trophic Guilds using Stable Isotopes Analysis (금강하류의 어류상 및 안정동위원소 분석을 이용한 섭식길드 파악)

  • Yoon, Ju-Duk;Park, Sang-Hyeon;Chang, Kwang-Hyeon;Choi, Jong-Yun;Joo, Gea-Jae;Nam, Gui-Sook;Yoon, Johee;Jang, Min-Ho
    • Korean Journal of Environmental Biology
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    • v.33 no.1
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    • pp.34-44
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    • 2015
  • Fish fauna, difference of stable isotope ratio between freshwater and seawater, and trophic guilds of freshwater fishes were investigated in the lower Geum River. The study was conducted in 2011, and total study area was about 30 km of 20 km upstream and 10 km downstream from the Geum River estuary barrage. Only freshwater fishes were used for analyzing trophic guilds, and discriminant function analysis (DFA) was utilized to reclassify trophic guilds based on stable isotope ratio. Fish fauna in freshwater and seawater areas were entirely different each other, but small number of migratory species such as Coilia nasus and Chelon haematocheilus occurred both areas. Other species were not collected in the different areas because they did not have physiological ability to adapt different salinity concentrations. Stable isotope ration of two areas were different considerably due to food sources. Estuary and seawater fishes uptake food sources originated from marine, and freshwater fishes were from freshwater and terrestrial. Some migratory species showed reverse stable isotope ratio. Even though they collected in freshwater, they showed stable isotope ratio of seawater. This is because ecological characteristics of each species. Trophic guilds of freshwater fishes were reclassified by DFA, and showed slight difference with literatures. However, because this result is related with ontogenetic shift of species, more studies are needed to explain exact and correct trophic guilds. Stable isotope ratio can be changed among regions, seasons and ontogenetic stage, thus we always consider these aspects when analyzing results to get a right answer.