• Title/Summary/Keyword: 중량감모율

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Development of machine learning prediction model for weight loss rate of chestnut (Castanea crenata) according to knife peeling process (밤의 칼날식 박피공정에 따른 머신 러닝 기반 중량감모율 예측 모델 개발)

  • Tae Hyong Kim;Ah-Na Kim;Ki Hyun Kwon
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.17 no.4
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    • pp.236-244
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    • 2024
  • A representative problem in domestic chestnut industry is the high loss of flesh due to excessive knife peeling in order to increase the peeling rate, resulting in a decrease in production efficiency. In this study, a prediction model for weight loss rate of chestnut by stage of knife peeling process was developed as undergarment study to optimize conditions of the machine. 51 control conditions of the two-stage blade peeler used in the experiment were derived and repeated three times to obtain a total of 153 data. Machine learning(ML) models including artificial neural network (ANN) and random forest (RF) were implemented to predict the weight loss rate by chestnut peel stage (after 1st peeling, 2nd peeling, and after final discharge). The performance of the models were evaluated by calculating the values of coefficient of determination (R), normalized root mean square error (nRMSE), and mean absolute error (MAE). After all peeling stages, RF model have better prediction accuracy with higher R values and low prediction error with lower nRMSE and MAE values, compared to ANN model. The final selected RF prediction model showed excellent performance with insignificant error between the experimental and predicted values. As a result, the proposed model can be useful to set optimum condition of knife peeling for the purpose of minimizing the weight loss of domestic chestnut flesh with maximizing peeling rate.

Choosing quality indicators for quality prediction of egg in circulation (계란의 유통 중 품질예측을 위한 품질지표 선정)

  • Lee, Hye-Ok;Kim, Ji-Young;Kim, Byeong-Sam
    • Food Science and Preservation
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    • v.21 no.5
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    • pp.609-617
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    • 2014
  • This study was conducted to identify quality indicators of the freshness of chicken eggs circulating in domestic markets. We first stored freshly-laid eggs at temperatures of 0, 10, 20, and $30^{\circ}C$, investigated their weight-loss rate, specific gravity, color, york index, albumen index, Haugh unit (HU), pH, and sensory evaluation, and finally analyzed the correlation between each quality characteristic and the sensory preference. At all the storage temperatures, the quality characteristics of the weight-loss rate, specific gravity, yolk index, albumen index, and HU showed significant correlations (p<0.05) with the preference. In particular, the temperature-dependent correlation between the quality characteristics and the sensory preference was significantly higher with increasing storage temperatures and weight-loss rates (r = -0.78; r = -0.93; r = -0.95; and r = -0.99), albumen index (r = 0.66; r = 0.89; r = 0.89; and r = 0.93), and HU values (r = 0.64; r = 0.92; r = 0.96; and r = 0.98) at 0, 10, 20, and $30^{\circ}C$, respectively (p<0.01). The Color and pH examinations yielded disparate results, and further research is needed to determine the methods of using the characteristics as quality indicators. We believe that the changes in the weight-loss rate, specific gravity, yolk index, albumen index, and HU are adequate quality indicators of the freshness of egg in circulation.

포장재료에 따른 검은비늘버섯의 선도유지효과

  • 김기식;주선종;윤향식;김민아;박성규;김태수
    • Proceedings of the Korean Society of Postharvest Science and Technology of Agricultural Products Conference
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    • 2003.04a
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    • pp.131.1-131
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    • 2003
  • 충청북도 청원군 농가에서 재배한 검은비늘버섯((CBPM-6호)의 저장온도(1, 3, 6$^{\circ}C$) 및 포장 재료 (Wrap, PE, PP, AF)에 따른 선도유지 효과를 알아보기 위하여 중량감모율, 색도, 경도 및 신선도를 측정하였다. 그 결과, 저장온도와 포장재에 따른 선도유지효과에 대한 유의성 검정을 실시한 결과 고도의 유의차가 인정되었다(P<0.01). 중량감모율은 저장 18일 후 1$^{\circ}C$에서, AF필름은 1.08%, 랩포장에서는 3.17%를 나타내었고 6$^{\circ}C$에서는 AF 필름은 1.43%, 랩포장에서는 21.94%를 나타내었다. 포장재별 저장기간 중 색도는 저장기간이 연장될수록 명도와 황색도는 약간 증가하는 반면 랩 포장에서는 감소하는 경향을 나타내었다. 버섯 저장 전 색깔은 랩포장에서는 3일, PE, PP, AF포장에서는 18일까지 유지되는 것으로 나타났다. 경도는 저장온도가 높을수록 감소하는 경향을 나타내었으며 1$^{\circ}C$에서 AF 밀봉 저장시 경도의 변화가 가장 적은 것으로 나타났다. 저장중 신선도는 1$^{\circ}C$ 저장시 신선도 8을 기준으로 랩포장은 3일, PE 밀봉은 6일, PP 밀봉은 9일, AF 밀봉으로 15일간 상품성을 유지할 수 있었다.

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Storage Enhancement of Grape through Precooling Process (예냉처리를 통한 포도의 저장성 향상)

  • Park, Shin
    • Korean Journal of Food Science and Technology
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    • v.35 no.6
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    • pp.1093-1097
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    • 2003
  • The aim of this study was to investigate the benefits of storing grapes through precooling, which is easier and more economical than the existing methods of storage. According to the analysis on the weight loss ratio, which is considered an important indicator of grape storage, the time at which the grapes reached 7% weight loss was prolonged by 5 to 10 days by the precooling method. Moreover, the percentage of abnormality on the 31st day of storage was at most 25% less in the precooled grapes than in the non-precooled grapes. In addition, the total bacterial count and the hardness of the precooled grapes were superior to those of the non-precooled grapes. Therefore, the precooling process markedly improved the commercial value of grapes.

Effect of trimming type and storage temperature after harvest on shelf life of Pleurotus eryngii (큰느타리버섯 포장형태에 따른 신선도에 미치는 영향)

  • Lee, Yun-Hae;Lee, Han-Bum;Jang, Myoung-Jun;Ju, Young-Cheoul;Jhune, Chang-Sung
    • Journal of Mushroom
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    • v.10 no.4
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    • pp.198-202
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    • 2012
  • Recently, Pleurotus eryngii, King oyster mushroom, is main item of exportation in South Korea. For safe transportation to Europe and USA, it is necessary to elucidate suitable conditions of storage and treatment of post-harvest during long shipping period. For the selection of suitable package type, P. eryngii were stored at $0^{\circ}C$ and $4^{\circ}C$ after trimming and non-trimming package. Whole mushroom were packed with polypropylene anti-fog film about 400g. The weight loss ratio and elongation of pileus were increased with increasing storage time and temperature. There were little differences between trimming and non-trimming type in freshness at low temperature storage, $0^{\circ}C$ and $4^{\circ}C$. However, the freshness of non-trimming type P. eryngii at room temperature after low temperature storage is longer than that of trimming type. It was found that the optimum storage temperature and post-harvest treatment of P. eryngii were $4^{\circ}C$ and non-trimming type, respectively.

A study on the deterioration phenomenon of stored rice during the decomposition process of polysaccharide carbohydrates (다당류 탄수화물의 분해과정을 통한 보관 벼의 감모현상에 관한 연구)

  • Yong-Sik Youn;Jae-Min An;Wang-Taek Hwang;Hyungmin Roh;Hae-Min Park;Kyeongseok Oh
    • Journal of Applied Biological Chemistry
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    • v.66
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    • pp.289-298
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    • 2023
  • Stored rice grain undergoes physical and chemical deteriorations over time. As temperature and moisture content are important factors affecting to the denaturation of rice, it is important to store rice at a low temperature and hermetic condition. From a microscopic point of view, many studies have already reported how proteins and lipids were denatured within rice grain. Meanwhile, the weight loss of rice is currently observed at actual storage sites and can occur for diverse reasons. In this study, it was assumed that the decomposition process of polysaccharides, known as the main component of rice, plays an important role in its weight loss. In specific, the roles of enzymes were also evaluated. Our interest is in the major polysaccharides within a rice grain such as starch as well as within a rice endosperm cell wall. It is suspected that the weight loss of rice grains during storage seems to associate with the degradation of amylose and amylopectin. Nevertheless, it should be also speculated the correlating effect of other components such as proteins and lipids.

Effects of Storage Methods on the Rhizome Quality of Rehmannia glutinosa L. (저장방법이 지황 종근 품질에 미치는 영향)

  • 김인재;김민자;남상영;이철희;김홍식
    • Food Science and Preservation
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    • v.11 no.2
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    • pp.282-285
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    • 2004
  • This experiment was carried out to investigate the cost reduction of rhizome through the stable storage of Jiwhang #1(Rehmannia glutinosa Libosch). The growth characteristics of Jiwhang #1 are different from those of local Rehmannia glutinosa L. varieties in Korea. Various storage methods was introduced and analyzed for 120 days. Among storage methods, changes in mean daily temperature in storage location were the least from 7.2 to 13.8$^{\circ}C$ in underground storage, while those were wide in styrofoam box filled with soil, and changes in mean daily relative humidity were the highest 98.2% in underground storage. As the storage period increased, the rhizome brix and the rate of rhizome loss and spoiled rhizome increased. The brix and loss rate of rhizome were higher in net sack filled with hull and styrofoam box filled with hull, but the rate of spoiled rhizome was the greatest in underground storage among storage methods. As the storage period increased, the hardness of rhizome epidermis increased, while that of rhizome endodermis decreased.

Effects of Storage Temperature and Packaging Treatment on the Quality of Leaf Lettuce (상추 저장에 미치는 온도, 포장재료 및 유공 필름 영향)

  • Lee Jung-Soo;Chung Dae-Sung;Choi Ji-Weon;Jo Mi-Ae;Lee Youn-Suk;Chun Chang-Hoo
    • Food Science and Preservation
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    • v.13 no.1
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    • pp.8-12
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    • 2006
  • The effects of packaging treatments with either low density polyethylene (LDPE) or polypropylene (PP) films on the quality of leaf lettuce were evaluated. It was also stored within a plastic bag (LDPE and PP films) with 4 pelf orated holes (6mm diameter). Changes in weight loss, color difference, anthocyanin, chlorophyll, water content, and general appearance (shape of lettuce) ware investigated Total weight of leaf lettuce packaged within non-pelf orated films decreased slowly over the storage periods at 5 and $20^{\circ}C$. The weight loss of leaf lettuce showed no significant difference between non-pelf orated and perforated films at $20^{\circ}C$. General appearance in leaf lettuce stored at $20^{\circ}C$ was not significantly affected by packaging treatments with LDPE and PP films. The shelf life of non-packaged leaf lettuce at $5^{\circ}C$ was 8 days, whereas packaging treatments with LDPE and PP films showed freshness in leaf lettuce for 30 days of storage. Total chlorophyll and water contents of leaf lettuce packaged within pelf orated and non-pelf orated films decreased gradually during storage. However, no remarkable changes in color difference, levels of chlorophyll and anthocyanin, and water contents were observed in leaf lettuce packaged within perforated and non-pelf orated films. In this experiment, leaf lettuce packaged within LDPE or PP films without any punching holes at $5^{\circ}C$ was the most desirable for extending the quality. These results suggest that non-pelf orated packaging treatment in combination with low storage temperature could be effective in prolonging the shelf life of leaf lettuce

Effects on Storage with Various Films and Storage Temperature of Pholiota adiposa (검은비늘버섯의 포장재와 저장온도에 따른 저장 효과)

  • 김기식;주선종;윤향식;김민아;박성규;김태수
    • Food Science and Preservation
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    • v.10 no.3
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    • pp.284-287
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    • 2003
  • This study was earned out to develop storage method for the keeping freshness with various packing film(Wrap, PE, PP and AF) and storage temperature(l, 3 and 6$^{\circ}C$) of Pholiota adiposa(CBPM-no6) mushroom. The rate of weight loss packed with Wrap film was 3.17%, but AF film was 1.08% after 18days. As the storage periods, lightness and yellowness of mushroom packed with PE, PP and AF were slightly increased, while Wrap film was decreased. The color of original raw mushroom preserved 3days using Wrap film and 18 days using PE, PP and AF. As storage temperature high, the rigidity of mushroom decreased. Rigidity of mushroom packed with AF film was less change compared with the other film. Freshness degree of mushroom(refer to Minamide method) could preserve for 3 days using Wrap, 6 days using PE, 9 days using PP and 15days using AF film at 1$^{\circ}C$.

Selection of Quality Indicator to Determine the Freshness of Muskmelon (Cucumis melo L.) during Distribution (머스크멜론의 유통 중 신선도 판정을 위한 품질 지표 선정)

  • Kim, Ji-Young;Kwon, Ki-Hyun;Gu, Kyung-Hyung;Kim, Byeong-Sam
    • Food Science and Preservation
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    • v.18 no.6
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    • pp.824-829
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    • 2011
  • This study was conducted to identify quality indicators to determine freshness of muskmelon during distribution. The correlation between each quality characteristic and organoleptic preference was analyzed after examining weight loss, firmness, soluble solid content, chromaticity, and respiration rate of and changes in the organoleptic characteristics during storage at 0, 10, 20 and $30^{\circ}C$ after harvesting. The correlation between weight loss and preference according to the storage temperature was shown to be significant (p<0.01). The correlation between firmness and preference was shown to be highly significant (R=0.74, 0.78, 0.88, and 0.83 at 0, 10, 20, and $30^{\circ}C$) under all temperature conditions, and was shown to be especially highly significant (p<0.01) when the temperature was high. In the case of storage at 20 and $30^{\circ}C$, a significant correlation between soluble-solid content and preference was shown. Therefore, it is right to apply the change in weight loss and firmness that indicated a high correlation with organoleptic preference as a quality indicator at all storage temperatures.