• Journal of Magnetics
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• 제16권4호
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• pp.342-349
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• 2011

[ $Nd_2Fe_{14}B$ ]permanent magnetic powders ($_iH_c$ = 9.2 kOe, $B_r$ = 12.2 kG) were produced by HDDR process. Their coercivity was enhanced to 12.6 kOe through the grain boundary diffusion process with dysprosium hydride ($DyH_x$). $DyH_x$ diffusion process was optimized through rotating diffusion process, resulting in distinct phases rich in Nd and Dy observable by field emission scanning microscopy and transmission electron microscopy. The mechanism of coercivity enhancement that resulted in restrain the coupling effect between $Nd_2Fe_{14}B$ grains is also discussed.

• Journal of the Korean Society for Industrial and Applied Mathematics
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• 제28권1호
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• pp.1-21
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• 2024

This review comprehensively explores the evolution, theoretical underpinnings, variations, and applications of diffusion models. Originating as a generative framework, diffusion models have rapidly ascended to the forefront of machine learning research, owing to their exceptional capability, stability, and versatility. We dissect the core principles driving diffusion processes, elucidating their mathematical foundations and the mechanisms by which they iteratively refine noise into structured data. We highlight pivotal advancements and the integration of auxiliary techniques that have significantly enhanced their efficiency and stability. Variants such as bridges that broaden the applicability of diffusion models to wider domains are introduced. We put special emphasis on the ability of diffusion models as a crucial foundation model, with modalities ranging from image, 3D assets, and video. The role of diffusion models as a general foundation model leads to its versatility in many of the downstream tasks such as solving inverse problems and image editing. Through this review, we aim to provide a thorough and accessible compendium for both newcomers and seasoned researchers in the field.

• 보존과학회지
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• 제7권2호
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• pp.60-67
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• 1998

본 연구는 붕산염 막대(borate rod)를 이용한 고건축물 부재의 부후 구제처리에 대한 기초 연구로서, 소나무와 잣나무에서 붕산염 막대로부터 붕소의 확산시 목재 함수율과 확산기간의 영향을 조사하고자 수행하였다. 함수율이 15, 25, 40%로 조성된 목재 시험편에 1,000 mg의 붕산염 막대를 삽입한 후 상온에서 2, 4, 8, 12주간 확산시키고 붕소 성분의 수축 및 횡단방향 확산정도를 평가하였다. 붕소의 원활한 확산을 위해서는 적어도 섬유포화점 이상의 목재 함수율이 요구되었으며, 또한 확산기간의 연장될수록 붕소의 확산 정도가 증가하였다. 붕소 확산의 이방성이 관찰 되었는데, 수축방향 확산이 횡단방향보다 훨씬 우수하였으며 횡단방향에서는 방사방향 확산이 접선방향보다 우수하였다. 동일 함수율과 확산기간의 조합에서도 확산 정도는 수종간에 조금씩 상이하였는데, 모든 방향에서 잣나무를 통한 확산이 가장 용이하였다. 소나무 심재를 통한 수축방향 확산이 변재를 통한 확산보다 용이하였으며, 횡단방향 확산의 경우는 큰 차이는 없었으나 변재를 통한 확산이 심재를 통한 확산보다 약간 양호하였다. 함수율 40%와 확산기간이 12주인 시험편에 대한 결과를 기준으로 할 때, 붕산염 막대의 수축방향 적정 처리간격은 소나무 심재와 잣나무 심재의 경우는 약 120 mm, 소나무 변재의 경우는 60 mm이고, 횡단방향은 수종에 관계없이 공히 약 30 mm이었다. 그러나 보다 정확한 붕산염 막대의 적정 처리간격을 구명하기 위해서는 앞으로 붕산염 막대의 크기와 장기 확산저장이 붕소 성분의 확산에 미치는 영향에 대한 보다 심도 있는 연구가 필요하다고 생각된다.

• 펄프종이기술
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• 제34권3호
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• pp.17-24
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• 2002

An unsteady-state moisture diffusion through cellulosic fibers in paper was characterized from the moisture sorption experiment and the mathematical modeling. The sorption experiment was conducted by exposing thin dry paper specimens to a constant temperature-humidity environment. Oven dried blotting papers and filter papers were used as test samples and the gains of their weights were constantly monitored and recorded as a function of sorption time. For a mathematical approach, the moisture transport was assumed to be an one-dimensional diffusion in thickness direction through the geometrically symmetric structure of paper. The model was asymptotically simplified with a short-term approximation. It gave us a new insight into the moisture uptake phenomena as a function of square root of sorption time. The fiber-phase moisture diffusivities(FPMD) of paper samples were then determined by correlating the experimental data with the unsteady-state diffusion model obtained. Their values were found to be on the order of magnitude of $10^{-6}-10^{-7}cm^2$/min., which were equivalent to the hypothetical effective diffusion coefficients at the limit of zero porosity. The moisture sorption curve predicted from the model fairly agreed with that obtained from the experiment at some limited initial stages of the moisture uptake process. The FPMD value of paper significantly varied depending upon the current moisture content of paper. The mean FPMD was about 0.7-0.8 times as large as the short-term approximated FPMD.

• 한국연소학회지
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• 제19권4호
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• pp.28-34
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• 2014

Numerical study is conducted to grasp flame characteristics in $H_2/CO$ syngas counterflow diffusion flames diluted with He and Ar. An effective fuel Lewis number, applicable to premixed burning regime and even to moderately-stretched diffusion flames, is suggested through the comparison among fuel Lewis number, effective Lewis number, and effective fuel Lewis number. Flame characteristics with and without the suppression of the diffusivities of H, $H_2$, and He are compared in order to clarify the important role of preferential diffusion effects through them. It is found that the scarcity of H and He in reaction zone increases flame temperature whereas that of $H_2$ deteriorates flame temperature. Impact of preferential diffusion of H, $H_2$, and He in flame characteristics is also addressed to reaction pathways for the purpose of displaying chemical effects.

• 한국항행학회논문지
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• 제16권4호
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• pp.657-664
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• 2012

용질분자를 용매를 통하여 전달시키는 기법중의 하나는 확산에 의한 것이다. 이러한 기전은 각개 용질분자의 열운동에 의한 것이다. 유체는 정지해 있는 상태로서 용질 전달의 핵심기전은 농도차에 의하여 결정된다. 인체 내에서 각종 하전 이온을 포함한 입자나 분자들은 체내의 농도차에 의해서 또는 외부 전계에 의해서 영향을 받아 고농도에서 저농도쪽으로 확산되어간다. 이러한 현상은 픽이 제안한 확산에 관한 제1법칙과 제2법칙에 의하여 정량적으로 전개할 수 있다. 본 논문에서는 체내의 물질이 확산되는 과정을 픽의 법칙을 이용하여 해석하고 그것을 실례를 통하여 구현하였다. 각 시간별 공간상의 확산현상에서 확산계수가 클 때는 시간이 경과함에 따라 발생지점의 농도는 현저히 낮아지고 그 농도가 주위로 급속히 확산되어감을 알 수 있었다. 그러나 어느 정도의 시간이 경과되면 그 농도의 감소는 매우 약해진다.

• Nuclear Engineering and Technology
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• 제28권3호
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• pp.274-279
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• 1996

Diffusion coefficient is a critical parameter for predicting radiological source term(migration rate and flux of radionuclide) through given near field conditions in spent fuel or high level waste repository. The effect of exchangeable cation-$Na^+$ and $Ca^{2+} - on the diffusion of $I^- \;and^3H$ (as HTO) in compacted bentonite was examined using a through-diffusion method. Bentonite material used here was compacted to a density of 1.3 Mg/m$^3$, and Na-bentonite was saturated with a solution of 100 mol NaCl/m$^3$ and Ca-bentonite with 50 $mol\;CaCl_2$/m$^3$. The results show that effective diffusion coefficients are generally higher by a factor of two to five in Ca-than Na-clay. This is attributed to the larger particle size of Ca-compared to Na-bentonite; hence, Ca-bentonite has a greater proportion of relatively large pores, which make a greater contribution to mass transport than small pores. Although the nature of the exchangeable cation affects mass diffusion in compacted bentonite, the effect is small and not likely to influence performance assessment modeling of compacted bentonite-based barriers.

• 한국자동차공학회논문집
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• 제13권2호
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• pp.178-185
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• 2005

The synergistic effect of ethylene/propane mixture on soot formation is studied experimentally using a concentric co-flow diffusion burner, which provides the stratified fuel mixture. The soot volume fraction, soot particle diameter, number density and PAH concentrations are measured with various fuel supply configurations and compared to the homogeneously mixed case. When propane is supplied through the inner nozzle, an increase of soot formation is observed. However, when propane is supplied through the outer nozzle, a decrease is observed. The reaction path of PAH's formed from the pyrolysis process of propane is likely to be responsible to the observed differences. When propane is supplied through the outer nozzle, PAH's are formed in the relatively near oxidation region and exposed to the oxidization environment; on the other hand, when propane is supplied through the inner nozzle, PAH's are not likely to be oxidized and thus get involved in soot formation process. The synergistic effect in ethylene/propane diffusion flames is found to be affected not only by the com position of the mixture but also by the way of mixing.

• 한국시스템다이내믹스연구
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• 제14권3호
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• pp.25-49
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• 2013

As global competition for green car, that is environmentally friendly car, is getting tougher, the governments and the related industries are putting their core efforts in its diffusion. However, the green car sales are disappointing so far. To overcome the gridlock, it is necessary to develop concrete analytical framework to understand the diffusion process. Based on causal loop analysis from the previous work, we have identified main variables and relationships of them in the diffusion process and developed a stock-flow diagram and mathematical formula for the main components. The model would be applied for further quantitative simulation on the diffusion process of green car and other innovative goods as well. Also, we have suggested constructive insights for the policy makers and for the related industries. First, it is important to increase consumers' willingness to consider through marketing and word of mouth to accelerate the diffusion process. Second, in the perspective of the industry, the market share of green car should be increased at the earliest possible stage and this could be done by enhancing each components of green car attractiveness(e.g. price, driving range, social infra). Third, companies should develop a balanced investment between consumer and technology sector through a flexible financial policy. Fourth, the government continuously has the role of investing in the related R&D and social infra building. We expect the green car diffusion model and related formula from the research can provide meaningful tools to analyze the diffusion process of other new and innovative goods based on its deep researched literature review.

• 한국콘크리트학회:학술대회논문집
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• 한국콘크리트학회 2001년도 가을 학술발표회 논문집
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• pp.793-796
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• 2001

Physical properties of concrete, Such as, compressive strength, permeable pore and penetration depth of chloride ion were investigated. And to investigate the effect of containing GGBF in concrete, the diffusion coefficient of chloride was measured through an electro- migration test. The diffusion coefficient of chloride was decreased with increase of replacement ratios of GGBF when compared to OPC. Relation coefficients between physical properties of concrete and diffusion coefficient of chloride were more than 0.9.