• Title/Summary/Keyword: 실험 연구

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Development of deep learning network based low-quality image enhancement techniques for improving foreign object detection performance (이물 객체 탐지 성능 개선을 위한 딥러닝 네트워크 기반 저품질 영상 개선 기법 개발)

  • Ki-Yeol Eom;Byeong-Seok Min
    • Journal of Internet Computing and Services
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    • v.25 no.1
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    • pp.99-107
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    • 2024
  • Along with economic growth and industrial development, there is an increasing demand for various electronic components and device production of semiconductor, SMT component, and electrical battery products. However, these products may contain foreign substances coming from manufacturing process such as iron, aluminum, plastic and so on, which could lead to serious problems or malfunctioning of the product, and fire on the electric vehicle. To solve these problems, it is necessary to determine whether there are foreign materials inside the product, and may tests have been done by means of non-destructive testing methodology such as ultrasound ot X-ray. Nevertheless, there are technical challenges and limitation in acquiring X-ray images and determining the presence of foreign materials. In particular Small-sized or low-density foreign materials may not be visible even when X-ray equipment is used, and noise can also make it difficult to detect foreign objects. Moreover, in order to meet the manufacturing speed requirement, the x-ray acquisition time should be reduced, which can result in the very low signal- to-noise ratio(SNR) lowering the foreign material detection accuracy. Therefore, in this paper, we propose a five-step approach to overcome the limitations of low resolution, which make it challenging to detect foreign substances. Firstly, global contrast of X-ray images are increased through histogram stretching methodology. Second, to strengthen the high frequency signal and local contrast, we applied local contrast enhancement technique. Third, to improve the edge clearness, Unsharp masking is applied to enhance edges, making objects more visible. Forth, the super-resolution method of the Residual Dense Block (RDB) is used for noise reduction and image enhancement. Last, the Yolov5 algorithm is employed to train and detect foreign objects after learning. Using the proposed method in this study, experimental results show an improvement of more than 10% in performance metrics such as precision compared to low-density images.

The Differentiation Process of the Soul and the Opposites in God in The Red Book (『레드 북』에 나타나는 심혼의 분화 과정과 신의 대극성의 문제)

  • Ki-Hwan Kim
    • Sim-seong Yeon-gu
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    • v.36 no.2
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    • pp.105-159
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    • 2021
  • The Red Book is a personal record that contains Jung's psychological self-experiment and describes his own experiences of the individuation process. Throughout The Red Book, Jung describes how he got caught by the spirit of the depths and dethroned the spirit of this time, how he regained his lost soul by getting to the bottom of inner processes, how he differentiated the soul upon encountering the various aspects of his soul, and finally how he confronted God approaching Jung in the form of the divine opposites. The spirit of the depths as a personification of the collective unconscious caught up with Jung and launched him into the individuation process. The spirit of the depths was "the God yet to come". Jung realized that he had been driven by the collective spirit of his time and then set off on a journey into a new territory of life under the guidance of the spirit of the depths. Jung first encountered his lost soul, afterwards experiencing various aspects of the soul-spirit duo such as Salome-Elijah, Helena-Simon, and Baucis-Philemon. In the process of individuation, the initial experience of the soul can appear to the ego as a Satanic force which darkens the consciousness. The Red Book describes how Jung consciously integrated the Satanic force and came to realize the meaning of it. Jung's experience of emotionally gripping aspects of the soul led him to the awareness of the dark side of God, Satan, while the insights he gained from that Satanic emotionality led him to the awareness of the bright side of God, Christ. Through this process, he finally encountered the opposites in God. Jung also referred to the Self as an image of God which manifests itself in the psyche. Jung later discovered God as a phenomenal psychic reality which incarnates itself from the unconscious into the conscious. He did it in terms of strict empirical science. Although the incarnation process of the deity is the main cause of psychological conflict and distress of a human being, if accepted consciously, we come to realize that the incarnation process of the deity in the psyche is the ultimate teleology and meaning of our life as well.

Changes in physiologically active ingredients and anti-inflammatory properties of underutilized wild vegetables by complex fermentation using beneficial microorganisms (유용미생물에 의한 저이용 산채류의 복합발효 중 생리활성 성분 및 항염증 변화)

  • Sang-Hyeob Sim;Ha KyoungChoi;Da Eun Lee;Soo Chang Na;Dae Il Hwang;Hyo Bin Oh;Yi Teak Lim;Tae-Young Kim;Dae-Woon Kim
    • Food Science and Preservation
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    • v.31 no.2
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    • pp.287-297
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    • 2024
  • It was confirmed that complex fermentation (CF) was more efficient than single-strain fermentations in inducing changes in the contents of phenolic compounds of Maclura tricuspidate and Pyrus Montana Nakai. A mixture of Maclura tricuspidata, Pyrus montana Nakai, Platycodon grandiflorum and Codonopsis lanceolata were fermented in CF using Aspergillus shirousamii (koji), yeast, and lactic acid bacteria (LAB) for 24 days, and the pH, °Brix, total acidity, anti-oxidant activity, polyphenol content, nitric oxide (NO), and Western blotting of inducible nitric oxide synthase (iNOS), cyclo-oxygenase-2 (COX-2), and tumor necrosis factor-𝛼 (TNF-𝛼) of the sample were determined. There was no significant change in pH and total acidity. °Brix significantly decreased from day 6 onwards. HPLC confirmed that the concentrations of chlorogenic acid, 4-hydrobenzoic acid, vanillic acid, and caffeic acid significantly increased from day 18 during the fermentation. Additionally, DPPH, ABTS radical scavenging activity, total phenol, and total flavonoid were confirmed to be increased until 18 days. NO was significantly inhibited from day 6, along with significant inhibition of iNOS, COX-2, and TNF-a. In conclusion, this study confirmed that CF of low-use (or underutilized) wild vegetables enhances phenolic compounds. It effectively suppresses NO, iNOS, COX-2, and TNF-𝛼, markers of inflammation-related pathogenesis. Altogether, our results suggest that CF of the above plants has a potential anti-inflammatory effect.

Quantification of the Elastic Property of Normal Thigh Muscles Using MR Elastography: Our Initial Experience (자기 공명 탄성 검사를 이용한 대퇴 근육의 탄성도의 정량화: 초기 경험)

  • Junghoon Kim;Jeong Ah Ryu;Juhan Lee
    • Journal of the Korean Society of Radiology
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    • v.82 no.6
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    • pp.1556-1564
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    • 2021
  • Purpose This study aimed to apply MR elastography (MRE) to achieve in vivo evaluation of the elastic properties of thigh muscles and validate the feasibility of quantifying the elasticity of normal thigh muscles using MRE. Materials and Methods This prospective study included 10 volunteer subjects [mean age, 32.5 years, (range, 23-45 years)] who reported normal activities of daily living and underwent both T2-weighted axial images and MRE of thigh muscles on the same day. A sequence with a motion-encoding gradient was used in the MRE to map the propagating shear waves in the muscle. Elastic properties were quantified as the shear modulus of the following four thigh muscles at rest; the vastus medialis, vastus lateralis, adductor magnus, and biceps femoris. Results The mean shear modulus was 0.98 ± 0.32 kPa and 1.00 ± 0.33 kPa for the vastus medialis, 1.10 ± 0.46 kPa and 1.07 ± 0.43 kPa for the vastus lateralis, 0.91 ± 0.41 kPa and 0.93 ± 0.47 kPa for the adductor magnus, and 0.99 ± 0.37 kPa and 0.94 ± 0.32 kPa for the biceps femoris, with reader 1 and 2, respectively. No significant difference was observed in the shear modulus based on sex (p < 0.05). Aging consistently showed a statistically significant negative correlation (p < 0.05) with the shear modulus of the thigh muscles, except for the vastus medialis (p = 0.194 for reader 1 and p = 0.355 for reader 2). Conclusion MRE is a quantitative technique used to measure the elastic properties of individual muscles with excellent inter-observer agreement. Age was consistently significantly negatively correlated with the shear stiffness of muscles, except for the vastus medialis.

Evaluation of Genetic Safety in Genome-editing Rice Through Comparative Analysis of Genetic and Agronomic Traits (유전적 특성과 농업형질의 비교분석을 통한 유전자 교정 벼의 안전성 평가)

  • Seung-Kyo Jeong;Dohyeong Gwon;Bae-Hyeon Lee;Jeong-Hwan Suh;Rahmatullah Jan;Jae-Ryoung Park;Taehun Ryu;Kyung-Min Kim
    • Journal of Life Science
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    • v.34 no.8
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    • pp.567-575
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    • 2024
  • New breeding techniques (NBT) recognize specific DNA sequences and remove, modify, or insert DNA at a desired location, and can be used to treat genetic diseases in humans or to improve the traits of livestock or crops. In this study, we conducted a comparative analysis of various agricultural traits and assessed the safety of gene transferability in third-generation genome-editing rice (OsCKq1-G3) with T and G nucleotide insertions developed using the CRISPR/Cas9 SDN-1 method, in comparison to its parental line (Oryza sativa L., cv Ilmi). The analyzed traits included heading date, culm length, panicle length, tiller number, yield, germination rate, viviparous germination rate, shattering, after wintering seed viability, the presence of toxins and allergens. The target trait, heading date, exhibited a high significant difference of approximately 5 days. Culm length, panicle length, tiller number, yield showed no significant differences compared to the parental line. No T-DNA bands indicating gene transfer were detected. In the third generation of genome-edited rice, the T-DNA was confirmed to be eliminated as successive generations advanced through self-pollination. Through the analysis of germination rate, viviparous germination rate, shattering, and after wintering viability, we confirmed that the genome-editing rice has no potential for weediness. The ORF and amino acid sequences of the genome-editing rice did not reveal any toxins and allergens. The results of this study can be utilized as important data for the environmental risk assessment of genome-editing rice.

Exhibition Hall Lighting Design that Fulfill High CRI Based on Natural Light Characteristics - Focusing on CRI Ra, R9, R12 (자연광 특성 기반 고연색성 실현 전시관 조명 설계 - CRI Ra, R9, R12를 중심으로)

  • Ji-Young Lee;Seung-Teak Oh;Jae-Hyun Lim
    • Journal of Internet Computing and Services
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    • v.25 no.4
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    • pp.65-72
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    • 2024
  • To faithfully represent the intention of the work in the exhibition space, lighting that provides high color reproduction like natural light is required. Thus, many lighting technologies have been introduced to improve CRI, but most of them only evaluated the general color rendering index (CRI Ra), which considers eight pastel colors. Natural light provides excellent color rendering performance for all colors, including red and blue, expressed by color rendering index of R9 and R12, but most artificial lighting has the problem that color rendering performance such as R9 and R12 is significantly lower than that of natural light. Recently, lighting technology that provides CRI at the level of natural light is required to realistically express the colors of works including primary colors but related research is very insufficient. Therefore this paper proposes exhibition hall lighting that fulfills CRI with a focus on CRI Ra, R9, and R12 based on the characteristics of natural light. First reinforcement wavelength bands for improving R9 and R12 are selected through analysis of the actual measurement SPD of natural and artificial lighting. Afterward virtual SPDs with a peak wavelength within the reinforcement wavelength band are created and then SPD combination conditions that satisfy CRI Ra≥95, R9, and R12≥90 are derived through combination simulation with a commercial LED light source. Through this, after specifying two types of light sources with 405,630nm peak wavelength that had the greatest impact on the improvement of R9 and R12, the exhibition hall lighting applied with two W/C White LEDs is designed and a control Index DB of the lighting is constructed. Afterward experiments with the proposed method showed that it was possible to achieve high CRI at the level of natural light with average CRI Ra 96.5, R9 96.2, and R12 94.0 under the conditions of illuminance (300-1,000 Lux) and color temperature (3,000-5,000K).

The continuous application effect of the food waste composts on the cultivated upland soils and plants (밭에서 음식물류폐기물 활용 퇴비의 연용이 토양 및 작물에 미치는 영향)

  • Kwon, Soon-Ik;So, Kyu-Ho;Hong, Seung-Gil;Kim, Gun-Yeob;Seong, Ki-Seog;Park, Woo-Kyun;Kim, Kwon-Rae;Lee, Deog-Bae;Jung, Kwang-Yong
    • Journal of the Korea Organic Resources Recycling Association
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    • v.17 no.3
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    • pp.71-81
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    • 2009
  • Food waste has been actively used as a composting material in order to reduce the environmental pollution load and to enhance the recycling of resources. In this study, the longterm effects of continuous application of food waste compost to soils on both the crop production and the soil properties were examined to ensure the safety of food waste compost in agricultural use. In addition, we collected the preliminary data for establishing standard application rate of food waste compost for agricultural utilization. Based on conventional nitrogen application rate of chemical fertilizer for crop cultivation, pig manure compost $(24g\;N\;kg^{-1}$, $8g\;P_2O_5\;kg^{-1}$, and $10.4g\;K_2O\;kg^{-1})$ and food waste compost ($20g\;N\;kg^{-1}$, $20.1g\;P_2O_5\;kg^{-1}$, and $6.5g\;K_2O\;kg^{-1}$) were applied to the upland soil in $2{\times}2{\times}2m$ lysimeter in which lettuce (Lactuca sativa var. crispa), Chinese cabbage (Brassica campestris subsp. napus var. pekinensis), red pepper (Capsicum annuum), and potato (Solanum tuberosum) were grown continuously. The crops grown in soils to which food waste compost applied showed better growth responses than the control, whereas some variations were observed in the crops grown in chemical fertilizer treated soils. Continuous application of food waste compost increased the contents of organic matter, nitrogen, and phosphorus, which resulted in improving soil aeration.

Applicability Analysis of Constructing UDM of Cloud and Cloud Shadow in High-Resolution Imagery Using Deep Learning (딥러닝 기반 구름 및 구름 그림자 탐지를 통한 고해상도 위성영상 UDM 구축 가능성 분석)

  • Nayoung Kim;Yerin Yun;Jaewan Choi;Youkyung Han
    • Korean Journal of Remote Sensing
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    • v.40 no.4
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    • pp.351-361
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    • 2024
  • Satellite imagery contains various elements such as clouds, cloud shadows, and terrain shadows. Accurately identifying and eliminating these factors that complicate satellite image analysis is essential for maintaining the reliability of remote sensing imagery. For this reason, satellites such as Landsat-8, Sentinel-2, and Compact Advanced Satellite 500-1 (CAS500-1) provide Usable Data Masks(UDMs)with images as part of their Analysis Ready Data (ARD) product. Precise detection of clouds and their shadows is crucial for the accurate construction of these UDMs. Existing cloud and their shadow detection methods are categorized into threshold-based methods and Artificial Intelligence (AI)-based methods. Recently, AI-based methods, particularly deep learning networks, have been preferred due to their advantage in handling large datasets. This study aims to analyze the applicability of constructing UDMs for high-resolution satellite images through deep learning-based cloud and their shadow detection using open-source datasets. To validate the performance of the deep learning network, we compared the detection results generated by the network with pre-existing UDMs from Landsat-8, Sentinel-2, and CAS500-1 satellite images. The results demonstrated that high accuracy in the detection outcomes produced by the deep learning network. Additionally, we applied the network to detect cloud and their shadow in KOMPSAT-3/3A images, which do not provide UDMs. The experiment confirmed that the deep learning network effectively detected cloud and their shadow in high-resolution satellite images. Through this, we could demonstrate the applicability that UDM data for high-resolution satellite imagery can be constructed using the deep learning network.

Growth and Seedling Quality of Grafted Cucumber Seedlings by Different Cultivars and Supplemental Light Sources of Low Radiation Period and Early Yield of Cucumber after Transplanting (보광 광원 종류에 따른 약광기 품종별 오이 접목묘의 생육과 묘소질 및 정식 후 초기 과실 수량)

  • Hyeong Eun Choi;So Yeong Hwang;Ji Hye Yun;Jin Yu;Jeong Hun Hwang;Eun Won Park;Jeong Kil Koo;Hee Sung Hwang;Seung Jae Hwang
    • Journal of Bio-Environment Control
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    • v.32 no.4
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    • pp.319-327
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    • 2023
  • To harvest marketable cucumbers, high quality seedlings must be used. Producing seedlings in the greenhouse during the low radiation period decreases marketability due to insufficient light for growth. Supplemental lighting with artificial light of different quality can be used to improve low light conditions and produce high quality seedlings. Therefore, this study was conducted to select the appropriate supplemental light sources on the growth and seedling quality of grafted cucumber seedlings during the low radiation period. Three cultivars of cucumber were used as scions for grafting; 'NakWonSeongcheongjang', 'Sinsedae', and 'Goodmorning baekdadagi'. Figleaf gourd (Cucurbita ficifolia) 'Heukjong' was used as the rootstock. The seeds were sown on January 26, 2023, and grafted on February 9, 2023. After graft-taking, cucumbers in plug trays were treated with RB light-emitting diodes (LED, red and blue LED, red:blue = 8:2), W LED (white LED, R:G:B = 5:3:2), and HPS (high-pressure sodium lamp), respectively. Non-treatment was used as the control. Supplemental lighting was applied 2 hours before sunrise and 2 hours after sunset for 19 days. The stem diameter and fresh and dry weights of roots did not differ significantly by supplemental light sources. The plant height and hypocotyl length were decreased in W LED. However, the leaf length, leaf width, leaf area, and fresh and dry weights of shoots were the highest in the RB LED. Seedling qualities such as crop growth rate, net assimilation rate, and compactness were also increased in RB LED and W LED. After transplanting, most of the growth was not significant, but early yield of cucumber was higher in LED than non-treatment. In conclusion, using RB LED, W LED for supplemental light source during low radiation period in grafted cucumber seedlings improved growth, seedling quality, and early yield of cucumber.

Evaluation of a Compact Dry Method for Enumerating Bacteria in Contaminated Foods (식품 오염 미생물 분석을 위한 컴팩트 드라이법 평가)

  • Soo-Jin Jung;Sangha Han;June Gu Kang;Min Su Song;Hyewon Song;Harim Lee;Jisu Yu;Kyung Ok Lee;Sang-Do Ha
    • Journal of Food Hygiene and Safety
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    • v.39 no.4
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    • pp.304-311
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    • 2024
  • The present study aimed to compare the accuracy of the compact dry and culture plate methods for natural flora (yeasts/molds, coliforms, and total bacterial count) and artificial inoculum (Escherichia coli) in dosirak (meat-based), meal kits (seafood-based), and Doenjang (traditional food). Compact dry TC, EC, CF, and YMR were compared with culture plate methods using a suitable medium for each bacterium. The total bacterial count, coliforms, yeasts/molds, and E. coli were assessed with 3M Petrifilm (aerobic bacterial, coliform, yeast/mold, and E. coli count plates) using culture plate methods. Analysis of the recovery rates of target microorganisms in the three food samples showed that the compact dry method for total bacteria, coliforms, and E. coli exhibited recovery capabilities equivalent to those of the culture plate and Petrifilm methods, with no significant differences (P>0.05). Overall, compact dry TC, CF, and EC showed a good correlation between the methods used in this study, indicating rapid and convenient microbial enumeration by saving time and requiring less space.