• Title/Summary/Keyword: 반응 모델

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The Development of Software Teaching-Learning Model based on Machine Learning Platform (머신러닝 플랫폼을 활용한 소프트웨어 교수-학습 모형 개발)

  • Park, Daeryoon;Ahn, Joongmin;Jang, Junhyeok;Yu, Wonjin;Kim, Wooyeol;Bae, Youngkwon;Yoo, Inhwan
    • Journal of The Korean Association of Information Education
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    • v.24 no.1
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    • pp.49-57
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    • 2020
  • The society we are living in has being changed to the age of the intelligent information society after passing through the knowledge-based information society in the early 21st century. In this study, we have developed the instructional model for software education based on the machine learning which is a field of artificial intelligence(AI) to enhance the core competencies of learners required in the intelligent information society. This model is focusing on enhancing the core competencies through the process of problem-solving as well as reducing the burden of learning about AI itself. The specific stages of the developed model are consisted of seven levels which are 'Problem Recognition and Analysis', 'Data Collection', 'Data Processing and Feature Extraction', 'ML Model Training and Evaluation', 'ML Programming', 'Application and Problem Solving', and 'Share and Feedback'. As a result of applying the developed model in this study, we were able to observe the positive response about learning from the students and parents. We hope that this research could suggest the future direction of not only the instructional design but also operation of software education program based on machine learning.

An Analysis Acceptance Factors for the Early Diffusion of Mulberry Protected Cultivation (오디 시설재배 조기 확산을 위한 수용요인분석)

  • Kim, Woong;Lee, Ki Kwon;Yu, Young Seok;Choi, Don Woo
    • Journal of Agricultural Extension & Community Development
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    • v.21 no.2
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    • pp.29-56
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    • 2014
  • This study conduct for 200 farmhouses who didn't accept new technology like mulberry Protected Cultivation. Through research model combined Innovation diffusion theory(IDT) and Technology Acceptance Model(TAM), it analysed which factors affect for new technology acceptance and diffusion. To verify relations between external factors which affect new technology acceptance and diffusion by endogenous variables such as perceived usefulness, perceived ease of use and perceived riskiness, with external factors, mothed used to analyse it. Most of adopted variables were showed positive results except for individual innovativeness and reliability. Based on the results of these analyses, we can suggest rapid. First, technique diffusion agents should have heighten the level of expertise and technology, and build up the network to solve difficulties with technique supply with mulberry farmhouses. Secondly farmhouses of mulberry outdoor cultivation showed positive attitude protected cultivation, but negative attitude it bacause of the burden of facilities investment. Thus, it is needed to capital investment for individual farmhouse hold. Finally, through cultivation technology education, field trip about mulberry protected cultivation, we can diffuse technology receive for negative farmers.

Crystal Sinking Modeling for Designing Iodine Crystallizer in Thermochemical Sulfur-Iodine Hydrogen Production Process (열화학 황-요오드 수소 생산 공정의 요오드 결정화기 설계를 위한 결정 침강 모델링)

  • Park, Byung Heung;Jeong, Seong-Uk;Kang, Jeong Won
    • Korean Chemical Engineering Research
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    • v.52 no.6
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    • pp.768-774
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    • 2014
  • SI process is a thermochemical process producing hydrogen by decomposing water while recycling sulfur and iodine. Various technologies have been developed to improve the efficiency on Section III of SI process, where iodine is separated and recycled. EED(electro-electrodialysis) could increase the efficiency of Section III without additional chemical compounds but a substantial amount of $I_2$ from a process stream is loaded on EED. In order to reduce the load, a crystallization technology prior to EED is considered as an $I_2$ removal process. In this work, $I_2$ particle sinking behavior was modeled to secure basic data for designing an $I_2$ crystallizer applied to $I_2$-saturated $HI_x$ solutions. The composition of $HI_x$ solution was determined by thermodynamic UVa model and correlation equations and pure properties were used to evaluate the solution properties. A multiphysics computational tool was utilized to calculate particle sinking velocity changes with respect to $I_2$ particle radius and temperature. The terminal velocity of an $I_2$ particle was estimated around 0.5 m/s under considered radius (1.0 to 2.5 mm) and temperature (10 to $50^{\circ}C$) ranges and it was analyzed that the velocity is more dependent on the solution density than the solution viscosity.

Parallel clustering technology for real-time LWIR band image processing (실시간 LWIR 밴드 영상 처리를 위한 병렬 클러스터링 기술)

  • Cho, Yongjin;Lee, Kyou-seung;Hong, Seongha;Oh, Jong-woo;Lee, DongHoon
    • Proceedings of the Korean Society for Agricultural Machinery Conference
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    • 2017.04a
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    • pp.158-158
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    • 2017
  • 비닐포장 하부에 위치한 콩의 생장 초기에 발생한 초엽을 인식하기 위한 연구를 수행중이다. 선행 연구에서 비닐포장에 접촉한 콩 초엽으로 인해 비닐포장 상부 표면의 열 반응 분포에 변화가 있음을 발견하였다. 현장에서 주행 중에 콩 초엽의 위치를 실시간으로 인식하고 연동된 선형 또는 회전형 엑츄에이터를 제어하여 정확한 위치에 천공을 수행하기 위해서는 계측 시스템과 제어 시스템간의 시간적 차이를 최소할 수 있는 실시간 신호 처리 기술이 필수적이다. 선행 연구에서 사용한 다중 IR 센서의 분해능은 $16{\times}4pixel$이며 주파수는 3 Hz로, 폭이 30cm 내외인 비닐포장 상부의 정밀 분석에 한계가 있음을 발견하였다. 이를 해결하기 위하여 분해능과 계측 주기를 개선할 수 있는 초소형 ($1cm{\times}1cm{\times}1cm$) 열화상 센서를 이용하였다. LWIR(Longwave infrared)영역에 해당하는 $8{\mu}m{\sim}14{\mu}m$의 영역에서 $0.05^{\circ}C$의 분해능을 보이는 $ Lepton^{TM}$ (500-0690-00, FLIR, Goleta, CA)모델을 사용하였다. 프레임당 $80{\times}60$ 픽셀의 정보가 2 Byte의 단위로 계측이 되며 9 Hz의 주파수로 대상면의 열 분포를 측정할 수 있다. 이론적으로 초당 정보 전송량은 86,400 Byte ($80{\times}60{\times}2{\times}9$)이며, 1 m를 진행하는 주행형 천공기에 적용할 경우 1 프레임당 10cm 정도의 면적을 측정하므로, 최대 위치 판정 분해능은 약 10 cm / 60 pixel = 0.17 cm/pixel로 상대적으로 정밀한 위치 판별이 가능하다. $80{\times}60{\times}2Byet$의 정보를 0.1초 이내에 분석해야 하는 기술적 과제를 해결하기 위하여 천공 작업기에 적합한 상용 SBC(Single board computer)의 클럭 속도(1 Ghz)로 처리 가능한 공간 분포 분석 알고리즘을 개발하였다. 전체 이미지 도메인을 한 번에 분석하는데 소요되는 시간을 최소화하기 위하여 공간정보 행렬을 균등히 배분하고 별도의 프로세서에서 Feature를 분석한 후 개별 프로세서의 결과를 경합식으로 판정하는 기술을 연구하였다. 오픈 소스인 MPICH(www.mpich.org) 라이브러리를 이용하여 개발한 신호 분석 프로그램을 클러스터링으로 연동된 개별 코어에 설치/수행 하였다. 2D 행렬인 열분포 정보를 공간적으로 균등 분배하여 개별 코어에서 행렬의 Spatial domain analysis를 수행하였다. $20{\times}20$의 클러스터링 단위를 이용할 경우 총 12개의 코어가 필요하였으며, 초당 10회의 연산이 가능함을 확인하였다. 병렬 클러스터링 기술을 이용하여 1m/s 내외의 주행 속도에 대응이 가능한 비닐포장 상부 열 분포 분석 시스템을 구현하였다.

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CFD Analysis to Suppress Condensate Water Generated in Gas Sampling System of HANARO (하나로 기체시료채취계통에서 생성된 응축수 억제를 위한 CFD 해석)

  • Cho, SungHwan;Lee, JongHyeon;Kim, DaeYoung
    • Journal of Nuclear Fuel Cycle and Waste Technology(JNFCWT)
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    • v.18 no.2_spc
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    • pp.327-336
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    • 2020
  • The high-flux advanced neutron application reactor (HANARO) is a research reactor with thermal power of 30 MW applied in various research and development using neutrons generated from uranium fission chain reaction. A degasifier tank is installed in the ancillary facility of HANARO. This facility generates gas pollutants produced owing to internal environmental factors. The degasifier tank is designed to maintain the gas contaminants below acceptable levels and is monitored using an analyzer in the gas sampling panel. If condensate water is generated and flows into the analyzer of the gas sampling panel, corrosion occurs inside the analyzer's measurement chamber, which causes failure. Condensate water is generated because of the temperature difference between the degasifier tank and analyzer when the gas flows into the analyzer. A heating system is installed between the degasifier tank and gas sampling panel to suppress condensate water generation and effectively remove the condensate water inside the system. In this study, we investigated the efficiency of the heating system. In addition, the variations in the pipe temperature and the amount of average condensate water were modeled using a wall condensation model based on the changes in the fluid inlet temperature, outside air temperature, and heating cable-setting temperature.

Regulatory mechanism of Angelica Gigas extract powder on matrix metalloproteinases in vitro and in vivo model (참당귀 추출분말이 in vitro and in vivo model에서 MMPs 조절 기전)

  • Kwon, Jin-Hwan;Han, Min-Seok;Lee, Yong-Moon
    • Analytical Science and Technology
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    • v.28 no.6
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    • pp.361-369
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    • 2015
  • The precise mechanism underlying the therapeutic efficacy of an extraction powder of Angelica gigas (AGE) for the treatment of degenerative osteoarthritis was investigated in primary cultured rabbit chondrocytes and in a monosodium-iodoacetate (MIA)-induced osteoarthritis rat model. The treatment with AGE (50 μg/mL) effectively inhibited NF-B activation. The anti-inflammatory mechanism was clarified by gelatin zymography and western blotting measurements of matrix metalloproteinase-2 (MMP-2) and matrix metalloproteinase-9 (MMP-9) activities. The AGE (50 μg/mL) treatment significantly reduced MMP-9 activity. The constituents of AGE— decursinol, decursin, and decursinol angelate—were determined by LC-MS/MS after a 24 hr treatment of rabbit chondrocytes. The contents of the major products, decursin and decursinol angelate, were 3.62±0.47 and 2.14 ±0.36 μg/mg protein, respectively in AGE-treated (50 μg/mL) rabbit chondrocytes. An in vivo animal study on rats fed a diet containing 25, 50, and 100 mg/kg AGE for 3 weeks revealed a significant inhibition of the MMPs in the MIA-induced rat articular cartilage. The genetic expression of arthritic factors in the articular cartilage was examined by RT-PCR of collagen Type I, collagen Type II, aggrecan, and MMP (MMP3, MMP-9, MMP13). Specifically, AGE up-regulated the expression of collagen Type I, collagen Type II, and aggrecan and inhibited MMP levels at all tested concentrations. Collectively, AGE showed a strong specific site of action on MMP regulation and protected against the degeneration of articular cartilage via cellular regulation of MMP expression both in vitro and in vivo.

Development and Application of Teaching Materials for Geological Fieldwork in the Area of Bongwhabong, Buan-gun, Jeonbuk, Korea (전북 부안군 봉화봉 일대의 야외지질 학습자료 개발 및 적용)

  • Park, Jae-Moon;Ryang, Woo-Hun;Cho, Kyu-Seong;Kim, Seung-Bum
    • Journal of the Korean earth science society
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    • v.30 no.7
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    • pp.883-896
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    • 2009
  • This study is to develop teaching materials for geological fieldwork around Bonghwabong area in the national park of the Byeonsan Peninsula, Buangun, Jeonbuk. The developed materials are applied in the geological fieldwork of science high school students to maximize the effects of use. The sedimentary succession of the Bonghwabong area in the Cretaceous age, Mesozoic, represents large-scale and distinctive sedimentary structures on the sea cliffs, which are utilized as teaching materials for earth science fieldwork. The area of Bonghwabong also comprises various geological structures related to advanced learning programs as well as those within the curriculum of high school earth science. A five-step fieldwork model was applied to 15 students in clubs related to earth science in a science high school. This study used a qualitative methodology to analyze students' responses that were gathered about the process of fieldwork. During the activity, a qualitative analysis was carried out by using discussions and interviews both with the students and the teacher. Results indicated that the fieldwork activity using teaching materials was effective in helping the students improve their self-directed learning and practical understanding of earth science.

Characterization of Superoxide-dependent Endothelial Relaxing Factor(s) (Superoxide에 의존하여 내피세포에서 유리되는 이완성 물질의 특성에 대한 실험적 연구)

  • Lee, Gi-Nam;Lee, Won-Suk;Rhim, Byung-Yong;Hong, Ki-Whan
    • The Korean Journal of Pharmacology
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    • v.26 no.2
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    • pp.145-152
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    • 1990
  • We recently reported a development of an experimental system which can identify the release of a superoxide-dependent vasorelaxant factor from endothelial cells using a two-bath system. In the present work, we further exploited the above system and observed whether the superoxide-dependent relaxing factor(s), released from the porcine coronary artery (PCA) endothelium, was similar in relaxation to those obtained from cat thoracic aortic endothelium and cultured endothelial cells of bovine aorta. However, there was observed a novel difference among the former one and the latter two relaxing factors; the release of relaxing factor from PCA endothelium can be inhibited either by catalase or by superoxide dismutase (SOD), whereas the latter two can be inhibited only by SOD. It was further attempted to characterize the synthetic mechanisms of the relaxing factors: (1) They were readily inhibited by various lipoxygenase inhibitors (gossypol, nordihydroguaiaretic acid, AA 861, and eicosatetraynoic acid). (2) They were not inhibited by cyclooxygenase inhibitor (indomethacin) and by cytochrome P-450 monooxygenease inhibitors (proadifen and cimetidine). Thus, it is likely that these relaxing factors, although obtained from different species, show common functional roles of arteriolar relaxation. It is suggested that they are related to pathophysiological involvement of various tissue ischemia-reperfusion injuries.

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Effects of Low-Dose Fractionated Total Body Irradiation on Murine Immune System (마우스에서 전신 저선량 분할 방사선 조사에 의한 면역학적 변화 평가)

  • Kim, Mi-Hyoung;Rhu, Sang-Young;Lim, Dae-Seog;Song, Jie-Young
    • Journal of Radiation Protection and Research
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    • v.39 no.3
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    • pp.134-141
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    • 2014
  • Along with the wide use of radiotherapy in cancer treatment, there is growing interest in beneficial effect of low-dose irradiation (LDI) in cancer therapy. Therefore, we investigate how LDI affects immune responses in mice model. Total body irradiation (TBI) on C57BL/6 mice was given at low-dose rate of $1mGy{\cdot}min^{-1}$ using $^{137}Cs$ source at three times for consecutive three days. Hematological examination, total cell numbers of spleen, populations and characteristics of splenocytes were determined. Total numbers of RBC or platelet in irradiated mice showed no significant changes. WBC counts were decreased in a dose-dependent manner 2 days after TBI, however, these differences are gradually waned until 28 days. Dose-dependent decrease in the number of splenocytes of TBI mice at day 2 was also improved as time progressed. While the level of Foxp3 mRNA was decreased, the frequency of $CD4^+$ T cells and $CD69^+$ cells in spleen was increased at day 2 and 14. Fractionated low-dose TBI on mice exhibited normal body weight with no distinguishable behavior during whole experimental periods. These results suggest that some parameters of immune system could be altered and evaluated by fractionated low-dose TBI and be used to broaden boundary of low dose radiation research.

A Phenomenological Approach to Experiences of Young Children's Mothers on Respected Parents & Respected Children Parent Education Program (유아기 자녀를 둔 어머니들의 부모존경-자녀존중 부모교육 참가 경험에 대한 현상학적 접근)

  • Song, Seung Min;Doh, Hyun-Sim;Kim, Min Jung;Kim, Soo Jee;Yun, Ki Bong;Kim, Jung Eun
    • Korean Journal of Childcare and Education
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    • v.10 no.4
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    • pp.133-158
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    • 2014
  • The purpose of this study was to understand the experiences of the young children's mothers who participated in Respected Parents & Respected Children(RPRC) through a phenomenological approach. Data were collected from 9 mothers of preschool children using weekly journals, self-reported worksheets, observer's descriptive notes and reflective notes, and semi-structured pre-interviews and post-interviews to share their experiences regarding their participation in the program. From a phenomenological study, that is one of the qualitative analysis methods, 7 theme categories and 16 lower categories emerged. Theme categories were (1) the intrinsic motivation for participation in parent education program, (2) the beginning of change: mother, (3) the beginning of change: children, (4) the lasting conflicts, (5) the absence of positive parent's role model and intergenerational transmission of parenting, (6) the raising parenting efficacy, (7) the emotional supporting experience from parent education program and expectations of the continuous education course. Discussions and the implications for support practices and interventions were provided.