• Title/Summary/Keyword: LU5

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Comparison of Reinforcement Learning Activation Functions to Maximize Rewards in Autonomous Highway Driving (고속도로 자율주행 시 보상을 최대화하기 위한 강화 학습 활성화 함수 비교)

  • Lee, Dongcheul
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.22 no.5
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    • pp.63-68
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    • 2022
  • Autonomous driving technology has recently made great progress with the introduction of deep reinforcement learning. In order to effectively use deep reinforcement learning, it is important to select the appropriate activation function. In the meantime, many activation functions have been presented, but they show different performance depending on the environment to be applied. This paper compares and evaluates the performance of 12 activation functions to see which activation functions are effective when using reinforcement learning to learn autonomous driving on highways. To this end, a performance evaluation method was presented and the average reward value of each activation function was compared. As a result, when using GELU, the highest average reward could be obtained, and SiLU showed the lowest performance. The average reward difference between the two activation functions was 20%.

Fabrication of Red and Green Phosphor Ink for the Micro LED Color Filter Using Ink-Jet Process (Micro LED 제작을 위한 Color Filter용 잉크젯 공정 적색, 녹색 형광체 잉크 연구)

  • Bo Joong Kim;Si Hong Ryu;Hyo Sil, Yang;Young Boo Moon;Chang-Bun Yoon
    • Journal of the Korean Institute of Electrical and Electronic Material Engineers
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    • v.36 no.5
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    • pp.494-499
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    • 2023
  • In this paper, in order to apply the CF (color filter) type of the micro light emitting device (Micro LED) display method, a study on the manufacturing process of red and green phosphor inks for the inkjet process was conducted. The blue light-emitting KSF and LuAG phosphors were respectively used to control the phosphor particle size to about 1㎛, and a phosphor ink was prepared by synthesizing with a low-viscosity solution (IPA/Eg). A chemical dispersion method was applied to selectively control the dispersion characteristics in the manufacture of phosphor inks, and in particular, phosphor inks with a dispersant applied a dispersant secured stable dispersion characteristic compared to phosphor inks without a dispersion process. Therefore, it seems possible to manufacture CF for Micro LED through an inkjet process capable of controlling the dispersion characteristics of phosphor ink.

The distribution characteristics of trace elements of fine ambient particulate in Korea

  • Lim, Jong-Myoung;Lee, Jin-Hong;Kim, Ki-Hyun
    • Analytical Science and Technology
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    • v.18 no.3
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    • pp.241-249
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    • 2005
  • In this study, instrumental neutron activation analysis was used to measure the concentrations of about 30 trace elements in airborne particulate (PM2.5) samples at urban area of Daejeon city located in the southwestern region of Korea. An inspection of the measurement data indicates that the distribution patterns of trace elements could clearly distinguish the elements with their concentrations ranging over five orders of magnitude. The mean values for Lu and Dy were found to be the lowest at values of 0.01 and $0.04ng/m^3$, while those for K and Fe showed the highest value of 671 and $653ng/m^3$, respectively. The results of correlation analysis showed that PM2.5 concentrations can exhibit much more enhanced correlations with the elements of earth crustal components. The results of factor analysis further indicated that there are no more than six factors with statistical significance, which may exert dominant roles in regulating the elemental concentration levels in the study area. Enrichment factor analysis supports explicit interpretation of results found by this factor analysis.

In Vitro Bioassay for Transforming Growth Factor-$\beta$ Using XTT Method

  • Kim, Mi-Sung;Ahn, Seong-Min;Moon, Aree
    • Archives of Pharmacal Research
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    • v.25 no.6
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    • pp.903-909
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    • 2002
  • Research in the cytokine field has grown exponentially in recent years, and the validity of such studies relies heavily on the appropriate measurement of levels of cytokines in various biological samples. Transforming growth factor (TGF)-$\beta$, a hormonally active polypeptide found in normal and transformed tissue, is a potent regulator of cell growth and differentiation. The most widely used bioassay for TGF-$\beta$ is the inhibition of the proliferation of mink lung epithelial cells. Though detection of [$^3$H]thymidine incorporation is more sensitive than the MTT assay, it presents some disadvantages due to the safety and disposal problems associated with radioisotopes. In this study, we attempted to ascertain the experimental conditions which could be used for measuring the in vitro biological activity of TGF-$\beta$ in a safer and more sensitive way compared with the currently available methods. We compared the commonly used method, the MTT assay, to the XTT assay using different parameters including cell number, incubation time and the wave length used for detecting the product. We examined the anti-proliferative activities of TGF-$\beta$ in three different cell lines: Mv-1-Lu mink lung epithelial cells, MCF10A human breast epithelial cells and H-ras-transformed MCF10A cells. Herein, we present an experimental protocol which provides the most sensitive method of quantifying the biological activity of TGF-$\beta$, with a detection limit of as low as 10 pg/ml: Mv-1-Lu or H-ras MCF10A cells ($1{\times}10^5/well$) were incubated with TGF-$\beta$ at $37^{\circ}C$ in a humidified $CO_2$ incubator for 24 hr followed by XTT treatment and determination of absorbance at 450 or 490 nm. Our results may contribute to the establishment of an in vitro bioassay system, which could be used for the satisfactory quantitation of TGF-$\beta$.

Surface deterioration of monolithic CAD/CAM restorative materials after artificial abrasive toothbrushing

  • Sen, Nazmiye;Tuncelli, Betul;Guller, Gultekin
    • The Journal of Advanced Prosthodontics
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    • v.10 no.4
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    • pp.271-278
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    • 2018
  • PURPOSE. The purpose of this in vitro study was to evaluate the effect of abrasive toothbrushing on the surface properties of monolithic computer-assisted design and computer-assisted manufacturing (CAD/CAM) materials stored in food-simulating liquids (FSLs). MATERIALS AND METHODS. Fourty-eight disk-shaped test specimens of each material (Paradigm MZ100/PMZ, Lava Ultimate/LU, Vita Enamic/VE, and Vita Mark II/VMII) with a diameter of 10.0 mm and a thickness of $3.0{\pm}0.05mm$ were prepared. Specimens were divided into 4 subgroups (n=12) and stored in air, distilled water, 0.02 M citric acid, or 75% ethanol/water solution for 7 days at $36.5^{\circ}C$. Then, the specimens were brushed in a multi-station brushing machine under a vertical load of 2.0 N for 3 hours. Surface gloss (GU), roughness (Ra), and hardness (Vickers [VHN]) were measured after storage and brushing simulation. The data sets were statistically analyzed with 2 and 3-way ANOVAs followed by the Tukey's post-hoc comparisons (${\alpha}=.05$). RESULTS. Statistically significant difference was found among the materials concerning the results of surface properties. VMII showed the highest VHN, while PMZ produced the lowest. Storage in FSLs significantly affected the VHN of PMZ and LU. VMII showed the lowest Ra and highest GU irrespective of FSLs and of abrasive toothbrushing. VE, LU, and PMZ produced significant decrease in GU and increase in Ra after toothbrushing. CONCLUSION. Surface properties of monolithic CAD/CAM restorative materials were differently affected by the storage media and abrasive toothbrushing.

Development of Cryptosporidium parvum in cell culture (세포배양에서 Cryptosporidium parvum의 발육)

  • Kim, Bo-sook;Joo, Hoo-don;Wee, Sung-hwan;Kim, Tae-jong
    • Korean Journal of Veterinary Research
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    • v.35 no.2
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    • pp.317-326
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    • 1995
  • The purpose of this study was to establish a method for in vitro culture of C parvum isolated in Korea by determination of suitable cell model to complete development of this parasite. The result obtained were summerized as follows: 1. To determine the most suitable cell line, six types of cell line were examined by microscopy. All cell lines were infected with C parvum and showed the highest infection score in HmLu cells. 2. The staining methods including DMSO-modified acid-fast(A-F) stain, hematoxylin-eosin(H & E) stain and immunofluorescence antibody(IFA) stain were applied to examine the infection of C parvum in cell culture. These staining methods were possible to examine the infection of C parvum in cell culture. The most sensitive one was IFA staining technique. 3. Developmental stages of C parvum in HmLu cell were observed. After the initial 8 hour incubation period, some trophozoites were observed. The meronts and gametes were appeared at 24-48 hour post inoculation(PI), and oocysts were observed firstly at 48-72 hour PI. 4. In H & E stain, the parasite appeared as basophilic within parasitophorous vacuole membrane(PVM) and lying in cytoplasm at near the nucleus of the host cells. It was able to distinguish the type I, type II meronts and gametes. 5. In DMSO-modified acid-fast stain, specific stained parasites were appeared firstly after 48 hour PI. The parasites were showed with different degrees of staining bright red color within PVM. 6. The endogenous stages of parasites in HmLu cell recovered at 48, 96, 120 and 144 hour after inoculation were reacted with rabbit immunized serum in immunofluorescence antibody and avidin-biotin complex peroxidase staining technique.

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Effects of Cordyceps militaris Mycelia(CMM) oral administration and herbal acupuncture at BL13, LU4 on asthma induced by ovalbumin in rats (동충하초(冬蟲夏草) 약침(藥鍼)과 구강투여(口腔投與)가 Ovalbumin으로 유발된 Asthma에 미치는 영향)

  • Kim, Jae-Hong;Cho, Myung-Rae;Ryu, Choong-Ryul;Chae, Woo-Suk
    • Journal of Acupuncture Research
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    • v.19 no.2
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    • pp.39-50
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    • 2002
  • Objective : The aim of this study was to investigate the effect of CMM oral administration and herbal acupuncture at BL13 LU4 on Asthma induced by ovalbumin in rats Methods : Several experimental items were measured and compared each other ; that is body weight change, oxygen consumption rate, Albumin change, white blood corpuscle change, Erythrocyte change, IgE change. Results : 1. Body weight was significantly increased in herbal acupuncture group after its administration while there was no such a response in oral administration group. 2. Oxygen Consumption rate was significantly increased in oral administration group and herbal acupuncture group. 3. Albumin in serum was significantly increased in oral administration group after its administration while there was no such a response in herbal acupuncture group. 4. White blood corpuscle in blood was significantly increased in oral administration group after its administration while there was no such a response in herbal acupuncture group. 5. Erythrocyte in blood was significantly increased in oral administration group after its administration while there was no such a response in herbal acupuncture group. 6. IgE in blood was decreased in oral administration group and herbal acupuncture group but there was no significance in oral administration group and herbal acupuncture group. Conclusion : Based on the above results it is assumed that CMM oral administration and CMM herbal acupuncture can help the treatment of Asthma induced by ovalbumin in rats.

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Marginal and internal fit of nano-composite CAD/CAM restorations

  • Park, So-Hyun;Yoo, Yeon-Jee;Shin, Yoo-Jin;Cho, Byeong-Hoon;Baek, Seung-Ho
    • Restorative Dentistry and Endodontics
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    • v.41 no.1
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    • pp.37-43
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    • 2016
  • Objectives: The purpose of this study was to compare the marginal and internal fit of nano-composite CAD-CAM restorations. Materials and Methods: A full veneer crown and an mesio-occluso-distal (MOD) inlay cavity, which were prepared on extracted human molars, were used as templates of epoxy resin replicas. The prepared teeth were scanned and CAD-CAM restorations were milled using Lava Ultimate (LU) and experimental nano-composite CAD/CAM blocks (EB) under the same milling parameters. To assess the marginal and internal fit, the restorations were cemented to replicas and were embedded in an acrylic mold for sectioning at 0.5 mm intervals. The measured gap data were pooled according to the block types and measuring points for statistical analysis. Results: Both the block type and measuring point significantly affected gap values, and their interaction was significant (p = 0.000). In crowns and inlays made from the two blocks, gap values were significantly larger in the occlusal area than in the axial area, while gap values in the marginal area were smallest (p < 0.001). Among the blocks, the restorations milled from EB had a significantly larger gap at all measuring points than those milled from LU (p = 0.000). Conclusions: The marginal and internal gaps of the two nano-composite CAD/CAM blocks differed according to the measuring points. Among the internal area of the two nano-composite CAD/CAM restorations, occlusal gap data were significantly larger than axial gap data. The EB crowns and inlays had significantly larger gaps than LU restorations.

Dynamic stability of anisotropic cylindrical shells (이방성 원통쉘의 동적 안정성)

  • Lu, Sung Y.;Chon, W. Kim
    • Transactions of the Korean Society of Mechanical Engineers
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    • v.5 no.3
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    • pp.178-182
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    • 1981
  • 쉘이 복합재로 제작되었거나 보강재를 사용하였을때에는 쉘요소의 역학적 특성은 방향성을 가지게 된다. 이 논문에서는 선형관계식을 사용하여 동적 표면가동을 받는 이방성원통쉘의 안정성을 고려하여 다루었다. 재료의 이방성을 고려하여 3방향 즉, 축방향, 둘레방향 및 반경향의 실성항이 포함된 운동방장실을 유도하였다. 동적 안전성의 해석은 Bolotin 의 방법을 따랐으며 근사해를 행렬식행으로 제시하였다. 수직열로 외압을 받는 원통쉘의 좌단을 다루었으며 본 이론과 고전이론 사이의 차이점을 검토하였다.