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A study on Survive and Acquisition for YouTube Partnership of Entry YouTubers using Machine Learning Classification Technique (머신러닝 분류기법을 활용한 신생 유튜버의 생존 및 수익창출에 관한 연구)

  • Hoik Kim;Han-Min Kim
    • Information Systems Review
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    • v.25 no.2
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    • pp.57-76
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    • 2023
  • This study classifies the success of creators and YouTubers who have created channels on YouTube recently, which is the most influential digital platform. Based on the actual information disclosure of YouTubers who are in the field of science and technology category, video upload cycle, video length, number of selectable multilingual subtitles, and information from other social network channels that are being operated, the success of YouTubers using machine learning was classified and analyzed, which is the closest to the YouTube revenue structure. Our findings showed that neural network algorithm provided the best performance to predict the success or failure of YouTubers. In addition, our five factors contributed to improve the performance of the classification. This study has implications in suggesting various approaches to new individual entrepreneurs who want to start YouTube, influencers who are currently operating YouTube, and companies who want to utilize these digital platforms. We discuss the future direction of utilizing digital platforms.

Comparison of WABA and Gd Burnable Absorbers Nuclear Characteristics and Optimal Allocation of Gd Rods in Fuel Assembly (WABA및 가도리니움 독봉 집합체에 대한 핵특성 비교 및 집합체내 가도리니아봉 위치 최적 선정)

  • Jung, Byung-Ryul;Yi, Yu-Han;Lee, Un-Chul;Park, Chan-Oh
    • Nuclear Engineering and Technology
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    • v.23 no.3
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    • pp.352-362
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    • 1991
  • Recent popular trends in pressurized water reactor(PWR) fuel management are to extend the cycle length and to employ the low-leakage core designs for the optimal utilization of the uranium resources. In control strategy incorporated with the fuel management, turnable absorbers are required to control the power peaking and to ensure a negative moderator temperature coefficient during reactor operation. In this study, the nuclear characteristics and the optimal allocation of gadolinium-poisoned rods within the fuel assembly are considered using KWU SAV 79 A Code Package. First, analyses are carried out to compare the nuclear characteristics of the fuel assemblies contain-ing WABA(Wet Annular Burnable Absorber) and Gadolinium burnable absorbers respectively. The analyses show that the gadolinium-bearing fuel assembly has peculiar depletion characteristics ensuing from the very large thermal neutron absorption cross section. Peculiar characteristics of gadolinium provide basis for the optimal allocation of Gd rods in fuel assembly. Second, the methodology of an optimal allocation of gadolinium-poisoned rods within the fuel assembly is developed and applied to some nuclear designs.

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Korean Solar Salt Ameliorates Colon Carcinogenesis in an AOM/DSS-Induced C57BL/6 Mouse Model

  • Ju, Jaehyun;Kim, Yeung-Ju;Park, Eui Seong;Park, Kun-Young
    • Preventive Nutrition and Food Science
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    • v.22 no.2
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    • pp.149-155
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    • 2017
  • The effects of Korean solar salt on an azoxymethane (AOM)/dextran sodium sulfate (DSS)-induced colon cancer C57BL/6 mouse model were studied. Korean solar salt samples (SS-S, solar salt from S salt field; SS-Yb, solar salt from Yb salt field), nine-time-baked bamboo salt (BS-9x, made from SS-Yb), purified salt (PS), and SS-G (solar salt from $Gu\acute{e}rande$, France) were orally administered at a concentration of 1% during AOM/DSS colon cancer induction, and compared for their protective effects during colon carcinogenesis in C57BL/6 mice. SS-S and SS-Yb suppressed colon length shortening and tumor counts in mouse colons. Histological evaluation by hematoxylin and eosin staining also revealed suppression of tumorigenesis by SS-S. Conversely, PS and SS-G did not show a similar suppressive efficacy as Korean solar salt. SS-S and SS-Yb promoted colon mRNA expression of an apoptosis-related factor and cell-cycle-related gene and suppressed pro-inflammatory factor. SS-Yb baked into BS-9x further promoted these anti-carcinogenic efficacies. Taken together, the results indicate that Korean solar salt, especially SS-S and SS-Yb, exhibited anti-cancer activity by modulating apoptosis- and inflammation-related gene expression during colon carcinogenesis in mice, and bamboo salt baked from SS-Yb showed enhanced anti-cancer functionality.

Research on the Selection of Al Tolerant AlFalfa (Medicago sativa L.) on the Sometic Cell Level I. Effect of some factors affecting callus induction of alfalfa (체세포 수준에서의 내 Al 성 알팔파의 선발에 관한 연구 I. 알팔파의 캘러스 유인에 미치는 몇가지 요인의 영향)

  • Byung Wook Yun;Dae Young Son;Young Goo;Jin Ki Jo
    • Journal of The Korean Society of Grassland and Forage Science
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    • v.9 no.3
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    • pp.124-128
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    • 1989
  • This experiment was conducted to determine factors affecting callus induction of Vernal alfalfa. Growth regulators, basal medium, medium pH, explant age, and agar concentration for callus induction were investigated. The results obtained were as follows: For the callus induction, 2-5 mg/l 2,4-D alone was found to be most effective on callus induction. Cytokinins did not have positive effect on the callus induction, and even the more cytokinin added induced the less callus. Callus yield was much higher in B5 or SH medium than in any other media. The calli induced in PC and MS media were more friable than those induced in other media. The medium pH of 5.8 gave the best response of callus induction. At higher than pH 7.0, callus induction was inhibited severely. The effective seedling age for callus induction was around 9 days. In agar concentration, 0.5 % (W/V) was suitable for callus induction and it was severely depressed at above 1 %. Callus induction was not influenced by day length or illumination. Calli cultured under 1618 hour lightldark cycle became more compact and green than those cultured under the dark.

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Three Dimension Car Body Measuring System Using Industrial Robots (산업용 로봇을 이용한 3차원 차체측정 시스템)

  • Kim, Mun-Sang;Cho, Kyung-Rae;Park, Kang;Shin, Hyun-Oh
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.20 no.8
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    • pp.2555-2560
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    • 1996
  • Inspecting the dimensional accuracy of a car-body in assembly line is a very important process to assure high productivity. Now there exist two common inspecting methods in practice. One is to measure a sampled car-body with three dimensional measuring machine, and the other is to measure car-body with three dimensional measuring machine, and the other is to measure car-body in assembly line using many sensors fixed to a large jig frame. The formal method takes too long to inspect a sampled car-body of a same sort, and cannot therefore give an useful error trend for the whole production. On the other hand, the latter lacks flexibility and is very cost-intensive. By using industrial robots and sensors, an in-line Car-Body Measuring(CBM) system which ensured high flexiblity and sufficient accuracy was developed. This CBM cell operates in real production line and measures the check points by the non-contact type using camera and laser displacement sensor(LDS). This system can handle about 15 Measuring points within a cycle time of 40 seconds. A process computer controls whole process such as data acquisition file handling and data analysis. Robot arms changes in length due to ambient temperature fluctuation affecting the measuring accuracy. To compensate this error, a robot arm calibration process was developed.

A Study on the Measurement of Spectral Characteristics of Semiconductor Light Sources driven by Very Short Pulse Currents (짧은 펄스로 구동되는 반도체 발광소자의 파장측정에 관한 연구)

  • 김경식;김재창;조호성;홍창희
    • Korean Journal of Optics and Photonics
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    • v.1 no.2
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    • pp.198-203
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    • 1990
  • In this paper, a system has been proposed for the measurement of the spectral characteristic of semiconductor light sources driven by very short pulse currents. This system has been constituted a monochrometer of 600 groovedmm grating and of 275 mm focal length, X-Y recorder, scanning motor which enables the system to get the analog data, and amplifier coupled with peak detector. Especially, peak detector was used to convert the short pulse signal to continuous one. In order to verify the resolution with slit width, several slits were made by the hands. By using this system, the spectra of commercial LEDs, AlGaAdGaAs LD, and InGaAsPIInP BH-LD which were driven with pulse current (duty cy$e = 0.01) were measured. From these measurements, it has been shown that the proposed system has about 1 A1$\AA$ resolution and 10$\mu$W sensitivity.

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A Study on the Electromigratin Phenomena in Dielectric Passivated Al-1Si Thin Film Interconnections under D.C. and Pulsed D.C.Conditions. (절연보호막 처리된 Al-1 % Si박막배선에서 D.C.와 Pulsed D.C. 조건하에서의 electromigration현상에 관한 연구)

  • 배성태;김진영
    • Journal of the Korean Vacuum Society
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    • v.5 no.3
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    • pp.229-238
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    • 1996
  • The electromigration phenomena and the characterizations of the conductor lifetime (Time-To-Failure, TTF) in Al-1%Si thin film interconnections under D.C. and Pulsed D.C. conditions were investigated . Meander type test patterns were fabricated with the dimensions of 21080$mu \textrm{m}$ length, 3$\mu\textrm{m}$ width, 0.7$\mu\textrm{m}$ thickness and the 0.1$\mu\textrm{m}$/0.8$\mu\textrm{m}$($SiO_2$/PSG)dielectric overlayer. The current densities of $2 \times10^6 A/\textrm{cm}^2$ and $1 \times10^7 A/\textrm{cm}^2$ were stressed in Al-1%Si thin film interconnection s under a D.C. condition. The peak current densities of $2 \times10^6 A/\textrm{cm}^2$ and $1 \times10^7 A/\textrm{cm}^2$ were also applied under a Pulsed D.C. condition at frequencies of 200KHz, 800KHz, 1MHz, and 4MHz with the duty factor of 0.5. THe time-to-failure under a Pulsed D.C.($TTF_{pulsed D.C}$) was appeared to be larger than that under a D.C. condition. It was found that the TTF under both a D.C. and a Pulsed D.C. condition. It was found that the TTF under both a D.C. and a Pulsed D.C. condition largely depends upon the appiled current densities respectively . This can be explained by a relaxation mechanism view due to a duty cycle under a Pulsed D.C. related to the wave on off. The relaxation phenomena during the pulsed off period result in the decayof excess vacancies generated in the Al-1%Si thin film interconnections because of the electrical and mechanical stress gradient . Hillocks and voids formed by an electromigration were observed by using a SEM (Scanning Electron Microscopy).

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Evaluation of Microstructural and Mechanical Property of Medium-sized HT9 Cladding Forged Material for Sodium-cooled Fast Reactor (소듐냉각고속로 피복관용 중형 HT9 단조품 소재의 미세조직 및 기계적 특성 평가)

  • Kim, Jun-Hwan;Lee, Kang-Soo;Kim, Sung-Ho;Lee, Chan-Bock
    • Journal of Nuclear Fuel Cycle and Waste Technology(JNFCWT)
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    • v.10 no.1
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    • pp.21-26
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    • 2012
  • Microstructural and mechanical property were evaluated at the medium-sized HT9 (12Cr-1MoWV) forged steel which was considered as primary candidate for the fuel cladding in sodium-cooled fast reactor (SFR). Material was forged at $1170^{\circ}C$ after the induction melting to make round bar as 160mm diameter, 7000mm length then the radial distribution of microstructure as well as microhardness was evaluated. The results showed that overall microstructure exhibited as ferrite-martensite structure, where small amount (2~3%) of delta ferrite was formed throughout the specimen and maximum 15% of transformed ferrite was formed at the center, where it gradually decreased toward the radial direction. Sensitivity analysis of the cooling curve and Time-Temperature-Transformation (TTT) diagram revealed that formation of transformed ferrite could be avoided when the diameter was decreased down to 120mm.

Design of a high-performance floating-point unit adopting a new divide/square root implementation (새로운 제산/제곱근기를 내장한 고성능 부동 소수점 유닛의 설계)

  • Lee, Tae-Young;Lee, Sung-Youn;Hong, In-Pyo;Lee, Yong-Surk
    • Journal of the Institute of Electronics Engineers of Korea SD
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    • v.37 no.12
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    • pp.79-90
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    • 2000
  • In this paper, a high-performance floating point unit, which is suitable for high-performance superscalar microprocessors and supports IEEE 754 standard, is designed. Floating-point arithmetic unit (AU) supports all denormalized number processing through hardware, while eliminating the additional delay time due to the denormalized number processing by proposing the proposed gradual underflow prediction (GUP) scheme. Contrary to the existing fixed-radix implementations, floating-point divide/square root unit adopts a new architecture which determines variable length quotient bits per cycle. The new architecture is superior to the SRT implementations in terms of performance and design complexity. Moreover, sophisticated exception prediction scheme enables precise exception to be implemented with ease on various superscalar microprocessors, and removes the stall cycles in division. Designed floating-point AU and divide/square root unit are integrated with and instruction decoder, register file, memory model and multiplier to form a floating-point unit, and its function and performance is verified.

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Link Travel Time Estimation Using Uncompleted Link-passing GPS Probe Data in Congested Traffic Condition (혼잡상황에서 링크미통과 GPS 프로브데이터를 활용한 링크통행시간 추정기법 개발)

  • Sim, Sang-U;Choe, Gi-Ju
    • Journal of Korean Society of Transportation
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    • v.24 no.5 s.91
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    • pp.7-18
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    • 2006
  • Data for travel information Provision are regularly aggregated to Provide travel time information in a reliable and convenient manner and to manage traffic data and information efficiently. In most of practices in Korea, the GPS based travel time data are mainly aggregated every 5 minutes As a result, some probes can't pass by a link within aggregation interval and thereby create uncompleted link passing data. But these data are mostly generated during the congested times and therefore a method that uses such uncompleted link passing data are required. This study estimated queue dissipation length, green time and cycle that use GPS spot speed and developed a link travel time estimation method using such uncompleted link passing data. It also presents method and the overall process of using such data to estimate link travel time in a more accurate manner. As a result, MAPE 1.98% and MAE 4.75 sec of link travel time accuracy improvement has been reported, which is not much different from the real link travel time. The method Proposed here would be an alternative to increase the amount of GPS probe data, especially in congested urban arterial case.