• 제목/요약/키워드: pattern transfer

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Two-phase flow pattern online monitoring system based on convolutional neural network and transfer learning

  • Hong Xu;Tao Tang
    • Nuclear Engineering and Technology
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    • 제54권12호
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    • pp.4751-4758
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    • 2022
  • Two-phase flow may almost exist in every branch of the energy industry. For the corresponding engineering design, it is very essential and crucial to monitor flow patterns and their transitions accurately. With the high-speed development and success of deep learning based on convolutional neural network (CNN), the study of flow pattern identification recently almost focused on this methodology. Additionally, the photographing technique has attractive implementation features as well, since it is normally considerably less expensive than other techniques. The development of such a two-phase flow pattern online monitoring system is the objective of this work, which seldom studied before. The ongoing preliminary engineering design (including hardware and software) of the system are introduced. The flow pattern identification method based on CNNs and transfer learning was discussed in detail. Several potential CNN candidates such as ALexNet, VggNet16 and ResNets were introduced and compared with each other based on a flow pattern dataset. According to the results, ResNet50 is the most promising CNN network for the system owing to its high precision, fast classification and strong robustness. This work can be a reference for the online monitoring system design in the energy system.

교통카드자료를 이용한 환승정류장의 개발 방향에 관한 연구 - 대구시를 중심으로 - (A Study on the Developmental Directions of Transfer Stations with Traffic Cards Data - Focused on Daegu City -)

  • 김기혁;이승철
    • 대한토목학회논문집
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    • 제32권6D호
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    • pp.539-547
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    • 2012
  • 교통수단간 환승은 대중교통체계운영의 효율성 증대를 위해 반드시 필요한 것으로 무엇보다 중요한 것은 현실에 기초한 환승거점의 선정이라고 할 수 있다. 본 연구는 대중교통 이용자의 통행실태를 반영한 환승거점 입지선정 방향에 관한 연구로서 대구광역시를 대상으로 대중교통 이용객 1일 교통카드 사용내역 자료를 활용하여 환승통행패턴을 분석하고자 한다. 군집분석을 통해 이용객이 많은 정류소를 분류하고 환승통행량의 규모에 따라 그룹핑하여 판별분석을 실시하였다. 도출된 판별 함수를 이용하여 현재 시공 중인 대구시 도시철도 3호선의 환승통행량을 추정하고 환승센터 설치 가능지점을 제시하였다.

수질오염총량관리 합류식지역의 우기시 관거이송 변화유형 (Patterns on Sewer Transfer Flow for Rain Weather Period in the Area with Combined Sewer System for the Management of TMDLs)

  • 박준대;오승영;김지태
    • 한국물환경학회지
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    • 제26권6호
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    • pp.1008-1015
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    • 2010
  • Discharged pollution load is varied as rainfall changes in the area with combined sewer system. Changes in discharged pollution load are directly related with those of sewer transfer flow. Therefore, it is important to identify the pattern of sewer transfer flow for the analysis of changes in discharged pollution load. This study reviewed the type of distribution of sewer transfer flow for 17 sewage treatment plants and developed simple formular to estimate sewer transfer flow as rainfall changes. 11 facilities showed to have some relation with rainfall in the change of sewer transfer flow but 6 facilities to have no relation. Relationships between rainfall amount and sewer transfer flow showed that 6 facilities out of 11 had relatively strong relationships above R2=0.5, which were considered to be affected directly by rainfall changes. The formular which explain the relationship between rainfall and sewer transfer flow can be applied in the analysis of rainfall effects on discharged pollution load, therefore, the more appropriate evaluation will be done.

그라비아 옵셋 프린팅 공정에서의 잉크전이 메커니즘 해석 연구 (Analysis of Ink Transfer Mechanism in Gravure-offset Printing Process)

  • 이승현;남기상;이택민;윤덕균;조정대
    • 한국정밀공학회지
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    • 제28권10호
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    • pp.1146-1152
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    • 2011
  • Ink transfer process is very important to determine quality of printed pattern, therefore its mechanism should be understood to control printing quality. Although there have been many attempts to understand ink transfer mechanism by numerical simulation and experimental studies, their model was too much simple to model realistic printing process and our understanding is not enough yet. In this paper we designed ink transfer visualization system to present flow visualization of ink transfer process for gravure offset printing. We considered rotational effect of blanket roll which is related with printing speed and used non-Newtonian fluid as working fluid such as Ag paste. For printing unit, cantilever-type blanket roll is used for convenient visualization of ink transfer. Serial images were captured continuously by using high-speed CMOS camera and long range microscope. We investigated the effects of various design parameters such as printing speed and pattern angle on the ink transfer process. We found more stretched ink filament for non-Newtonian fluid than Newtonian fluid. As increasing printing speed, length of stretched ink filament and height of break-up point are also increased. We also compared ink transfer process between CD and MD pattern and its relationship with ink transfer mechanism.

격자 간섭계에서 탈봇 패턴의 섬광체 스크린 투과 시 전달 특성에 대한 시뮬레이션 연구 (A Simulation Study on the Transfer Characteristics of the Talbot Pattern Through Scintillation Screens in the Grating Interferometer)

  • 김대승;김영주;이세호;이승욱
    • 대한방사선기술학회지:방사선기술과학
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    • 제42권1호
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    • pp.67-75
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    • 2019
  • Grating interferometry based imaging technology is a kind of radiation imaging system, which can acquire not only absorption image but also phase difference and dark field image using the Talbot pattern. However, because of the technological difficulties and high cost of fabricating the gratings that make up the system, much efforts are being made to look for ways to replace them. The is a preliminary study to see how the Talbot pattern transfer through various kinds of scintillators and if the optical grating can be a way to replace the conventional absorption gratings. The geometry of the interferometer, the scintillator model, and the scintillator thickness are the main inputs for our simulation. We have used the concept of modulation for quantitative analysis of the contrast ratio of the Talbot pattern. This research is expected to provide very useful information on the design of optical gratings, which is an alternative way to analyze the Talbot pattern, which we have filed a patent on.

A New Pattern of Technology Transfer in Rural China: Triple Helix of Academy-agriculture-government Relations in Baoji City

  • Tu, Jun;Gu, Shulin;Wu, Guisheung
    • 기술혁신연구
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    • 제13권2호
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    • pp.157-178
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    • 2005
  • During the transformation of the agro-technology extension in rural China, many new Policy experiments are emerging to rebuild the lost linkages and to improve technology transfer with the system and among systems. Applying the Triple Helix Model of academy-agriculture-government relations, this paper explores a new pattern of technology transfer with the case of BaojiCity. The authors interpret the mechanism of 'Courtyards for Agro-experts', as well as the comparison between different types of courtyards. This article concludes that the Triple Helix in the agro-sector improves technology transfer and accelerates knowledge-based regional development. In the interest of farmers there should also be concern over reducing inequity the reform.

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열 나노임프린트 공정에서 가압조건이 패턴전사에 미치는 영향 (Effects of Pressurization Conditions on the Pattern Transfer in the Thermal Nanoimprint Lithography)

  • 이우영;이기연;김국원
    • 반도체디스플레이기술학회지
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    • 제12권4호
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    • pp.15-20
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    • 2013
  • Nanoimprint lithography (NIL) is the next generation photolithography process in which the photoresist is dispensed onto the substrate in its liquid form and then imprinted and cured into a desired pattern instead of using traditional optical system. There have been considerable attentions on NIL due to its potential abilities that enable cost-effective and high-throughput nanofabrication to the display device and semiconductor industry. In this paper, a pressure vessel type imprinting system was used to imprint patterns with two type pressure values (25 bar, 30 bar) and two type pressure keeping times (5 min, 10 min). The height of transferred pattern and the thickness of residual layer were measured and effects of pressurization conditions - pressure and pressure keeping time - on the pattern transfer in thermal NIL were investigated.

감마선 조사 패턴에 따른 벼의 Lipid Transfer Protein Gene (LTP)의 발현 차이 (Differential Expression of Rice Lipid Transfer Protein Gene (LTP) Classes in Response to γ-irradiation Pattern)

  • 김선희;송미라;장덕수;강시용;김진백;김상훈;하보근;박용대;김동섭
    • 방사선산업학회지
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    • 제5권1호
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    • pp.47-54
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    • 2011
  • In this study, we investigated to evaluate differential expression of genes encoding lipid transfer proteins (LTP) by acute and chronic gamma irradiation in rice. After acute and chronic gamma irradiation by 100 Gy and 400 Gy to rice plant, necrotic lesion was observed in the leaf blade and anthocyanin contents were increased. We isolated a total of 21 rice lipid transfer protein (LTP) genes in the TIGR database, and these genes were divided into four different groups on the basis of nucleotide sequences. The LTP genes also were classified as different four classes according to expression pattern using RT-PCR. Group A, B contained genes with increased expression and decreased expression in acute and chronic, respectively. Group C contained genes with contrasted expression pattern. Group D wasn't a regular pattern. But the specific affinity was not obtained between two grouping.

Dynamic lipopolysaccharide transfer cascade to TLR4/MD2 complex via LBP and CD14

  • Kim, Soo Jin;Kim, Ho Min
    • BMB Reports
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    • 제50권2호
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    • pp.55-57
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    • 2017
  • Toll-like receptor 4 (TLR4) together with MD2, one of the key pattern recognition receptors for a pathogen-associated molecular pattern, activates innate immunity by recognizing lipopolysaccharide (LPS) of Gram-negative bacteria. Although LBP and CD14 catalyze LPS transfer to the TLR4/MD2 complex, the detail mechanisms underlying this dynamic LPS transfer remain elusive. Using negative-stain electron microscopy, we visualized the dynamic intermediate complexes during LPS transfer-LBP/LPS micelles and ternary CD14/LBP/LPS micelle complexes. We also reconstituted the entire cascade of LPS transfer to TLR4/MD2 in a total internal reflection fluorescence (TIRF) microscope for a single molecule fluorescence analysis. These analyses reveal longitudinal LBP binding to the surface of LPS micelles and multi-round binding/unbinding of CD14 to single LBP/LPS micelles via key charged residues on LBP and CD14. Finally, we reveal that a single LPS molecule bound to CD14 is transferred to TLR4/MD2 in a TLR4-dependent manner. These discoveries, which clarify the molecular mechanism of dynamic LPS transfer to TLR4/MD2 via LBP and CD14, provide novel insights into the initiation of innate immune responses.

비비등 선회유동에서의 2상 대류열전달 증가 (Two phase convective heat transfer augmentation in swirl flow with non-boiling)

  • 차경옥;김재근
    • 대한기계학회논문집
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    • 제19권10호
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    • pp.2586-2594
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    • 1995
  • Two phase flow phenomena are observed in many industrial facilities and make much importance of optimum design for nuclear power plant and various heat exchangers. This experimental study has been investigated the classification of the flow pattern, the local void distribution and convective heat transfer in swirl and non-swirl two phase flow under the isothermal and nonisothermal conditions. The convective heat transfer coefficients in the single phase water flow were measured and compared with the calculated results from the Sieder-Tate correlation. These coefficients were used for comparisons with the two-phase heat transfer coefficients in the flow orientations. The experimental results indicate, that the void probe signal and probability density function of void distribution can used into classify the flow patterns, no significant difference in voidage distribution was observed between isothermal and non-isothermal condition in non-swirl flow, the values of two phase heat transfer coefficients increase when superficial air velocities increase, and the enhancement of the values is observed to be most pronounced at the highest superficial water velocity in non-swirl flow. Also two phase heat transfer coefficients in swirl flow are increased when the twist ratios are decreased.