• 한국전자거래학회지
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• 제26권2호
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• pp.19-43
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• 2021

공연예술 기관에서의 공연에 대한 흥행 예측은 공연예술 산업 및 기관에서 매우 흥미롭고도 중요한 문제이다. 이를 위해 출연진, 공연장소, 가격 등 정형화된 데이터를 활용한 전통적인 예측방법론, 데이터마이닝 방법론이 제시되어 왔다. 그런데 관객들은 공연안내 포스터에 의하여 관람 의도가 소구되는 경향이 있음에도 불구하고, 포스터 이미지 분석을 통한 흥행 예측은 거의 시도되지 않았다. 그러나 최근 이미지를 통해 판별하는 CNN 계열의 딥러닝 방법이 개발되면서 포스터 분석의 가능성이 열렸다. 이에 본 연구의 목적은 공연 관련 포스터 이미지를 통해 흥행을 예측할 수 있는 딥러닝 방법을 제안하는 것이다. 이를 위해 KOPIS 공연예술 통합전산망에 공개된 포스터 이미지를 학습데이터로 하여 Pure CNN, VGG-16, Inception-v3, ResNet50 등 딥러닝 알고리즘을 통해 예측을 수행하였다. 또한 공연 관련 정형데이터를 활용한 전통적 회귀분석 방법론과의 앙상블을 시도하였다. 그 결과 흥행 예측 정확도 85%를 상회하는 높은 판별 성과를 보였다. 본 연구는 공연예술 분야에서 이미지 정보를 활용하여 흥행을 예측하는 첫 시도이며 본 연구에서 제안한 방법은 연극 외에 영화, 기관 홍보, 기업 제품 광고 등 포스터 기반의 광고를 하는 영역으로도 적용이 가능할 것이다.

• Asian-Australasian Journal of Animal Sciences
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• 제21권8호
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• pp.1159-1163
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• 2008

Data of 42 balance measurements from dry and lactating Holstein cows and blood and urine samples from 24 Japanese Black cows were collected to evaluate the potential for predicting urinary nitrogen (N) excretion from plasma urea nitrogen (PUN). Similar positive correlations were obtained between N intake and apparent N absorption in dry and lactating cows. The regression equations of N intake on urinary N excretion varied in dry and lactating cows, and the difference of urinary N excretion between dry and lactating cows was due to the N secretion into milk. Highly positive correlations were observed between urinary N contents and urinary urea N in Japanese Black cows, and urinary urea N increased with increasing PUN. There were positive correlations between N intake and PUN in dry and lactating cows, but PUN and urinary N excretion in lactating cows were higher than in dry cows. There were positive correlations between PUN and urinary N excretion per BW in dry and lactating cows. Although urinary N excretion could be calculated as (N clearance rate of kidneys)PUNBW, high N clearance rate of kidneys, such as 2.08 L/d/kg BW, may be suitable to calculate urinary N excretion in lactating cows, compared with 1.33 L/d/kg BW in dry cows.

• 대한의용생체공학회:의공학회지
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• 제41권2호
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• pp.101-106
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• 2020

Although benign gastric ulcers do not develop into gastric cancer, they are similar to early gastric cancer and difficult to distinguish. This may lead to misconsider early gastric cancer as gastric ulcer while diagnosing. Since gastric cancer does not have any special symptoms until discovered, it is important to detect gastric ulcers by early gastroscopy to prevent the gastric cancer. Therefore, we developed a Convolution Neural Network (CNN) model that can be helpful for endoscopy. 3,015 images of gastroscopy of patients undergoing endoscopy at Gachon University Gil Hospital were used in this study. Using ResNet-50, three models were developed to classify normal and gastric ulcers, normal and gastric cancer, and gastric ulcer and gastric cancer. We applied the data augmentation technique to increase the number of training data and examined the effect on accuracy by varying the multiples. The accuracy of each model with the highest performance are as follows. The accuracy of normal and gastric ulcer classification model was 95.11% when the data were increased 15 times, the accuracy of normal and gastric cancer classification model was 98.28% when 15 times increased likewise, and 5 times increased data in gastric ulcer and gastric cancer classification model yielded 87.89%. We will collect additional specific shape of gastric ulcer and cancer data and will apply various image processing techniques for visual enhancement. Models that classify normal and lesion, which showed relatively high accuracy, will be re-learned through optimal parameter search.

• Journal of Plant Biotechnology
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• 제30권2호
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• pp.179-184
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• 2003

In order to establish micropropagation system Anthurium andreanum 'Atlanta', dwarf type, shoots of A. andreanum were cultured on medium supplemented with cytokinin. Callus was formed from the base of shoots. high frequency callus induction was obtained on medium with 10.0mg/L BA or 10.0mg/L TDZ(thidiazuron) at more than 71.8%. The shoots were cultured on media with various combinations and concentrations of TDZ, BA and 2.4-D to enhance callus induction. Callus was induced at more than 72.6% and grew vigorously on media containing 10.0mg/L BA and 0.0∼0.5mg/L 2.4-D, or 1.0mg/L TDZ. Stimulation effects of cytokinin by 2.4-D did not occur in combined treatments of cytokinin and 2.4-D. Callus was cut into sections(7${\times}$10mm), and then cultured on media with BA alone or BA and 2.4-D to regenerate shoots and to stimulate the callus growth. Shoot regeneration and callus growth were effective on media with 10.0mg/L BA alone, or 10.0mg/L BA and 0.1mg/L 2.4-D. In combined treatments of BA and 2.4-D, stmulation effects of cytocinin by 2.4-D also did not occur. Callus growth was decreased, accordiong to increasing the concentration of 2.4-D. In cimbined treatments of TDZ and 2.4-D in shoot regeneration and callus proliferation, stimulated effects of cytokinin by 2.4-D did not occur entirely. Media with 0.5∼1.0mg/L TDZ ingibited the regeneration and rooting of shoots, and callus growth from callus sections. Addition of 2.4-D on medium with TDZ ingibited the regeneration and rooting of shoots, and callus growth. Rooted plantdts were acclimatized in greenhouse. The plantlets were survived more than 98% in soil of vermiculite alone or mixed perlite 1 and vermiculite 1.

• Membrane and Water Treatment
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• 제11권4호
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• pp.283-294
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• 2020

This work aims at studying the feasibility of continuous removal of mixed heavy metal ions from simulated zinc plating wastewaters by coupling a microbial fuel cell and a microbial electrolysis cell in batch and continuous modes. The discharging voltage of MFC increased initially from 0.4621 ± 0.0005 V to 0.4864 ± 0.0006 V as the initial concentration of Cr⁶⁺ increased from 10 ppm to 60 ppm. Almost complete removal of Cr⁶⁺ and low removal of Cu²⁺ occurred in MFC of the MFC-MEC-coupled system after 8 hours under the batch mode; removal efficiencies (REs) of Cr⁶⁺ and Cu²⁺ were 99.76% and 30.49%. After the same reaction time, REs of nickel and zinc ions were 55.15% and 76.21% in its MEC. Cu²⁺, Ni²⁺, and Zn²⁺ removal efficiencies of 54.98%, 30.63%, 55.04%, and 75.35% were achieved in the effluent within optimum HRT of 2 hours under the continuous mode. The incomplete removal of Cu²⁺, Ni²⁺ and Zn²⁺ ions in the effluent was due to the fact that the Cr⁶⁺ was almost completely consumed at the end of MFC reaction. After HRT of 12 hours, at the different sampling locations, Cr⁶⁺ and Cu²⁺ removal efficiencies in the cathodic chamber of MFC were 89.95% and 34.69%, respectively. 94.58%, 33.95%, 56.57%, and 75.76% were achieved for Cr⁶⁺, Cu²⁺, Ni²⁺ and Zn²⁺ in the cathodic chamber of MEC. It can be concluded that those metal ions can be removed completely by repeatedly passing high concentration of Cr⁶⁺ through the cathode chamber of MFC of the MFC-MEC-coupled system.

• 한국지하수토양환경학회:학술대회논문집
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• 한국지하수토양환경학회 2000년도 추계학술대회
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• pp.232-236
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• 2000

Multi-regression statistical analyses were applied for the water quality data of shallow alluvial ground water (n = 47) collected from the Youngdeok area, in order to quantitatively generalize the natural (non-anthropogenic) causes of regional water quality variation. Seven samples having the high contamination index ( $C_{a}$ > 3) reflect the striong effects by anthropogenic activity. Most of the alluvial groundwaters have acquired their quality primarily due to the dissolution of carbonate minerals. The results of multi-regression analysis show that chlorine is mainly derived from seawater effect. Sulfur isotopic compositions of dissolved sulfur and the S $O_4$/Cl ratio also enable us to discriminate the samples (n = 18) which are affected by atmospheric input of marine aerosol (sea-spray) and also by mixing between freshwater and seawater. Hydrogen and oxygen isotope data of the samples collected lie close to the local meteoric water line obtained from nearby Pohang city but has lower slope (5.45) on the $\delta$D-$^{18}$ O plot, indicating that alluvial groundwater was recharged from infiltrated meteoric water which has undergone some degree of kinetic evaporation. The estimated initial isotopic composition of the recharged water ($\delta$D = -74.8$^{0}$ /$_{00}$, $\delta$$^{18}$ O = -10.8$^{[-1000]}$ /$_{[-1000]}$ ) suggests that the alluvial ground water recharge largely occurs during summer storm events.s.s.

• 한국응용곤충학회지
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• 제33권3호
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• pp.166-172
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• 1994

집파리를 chlorpyrifos, dichlorvos 및 permethrin 등 3종의 살충제로 누대도태하여 저항성 유발과 교차저항성을 조사하였다. chlorpyrifos, dichlorvos 및 permethrin으로 11세대 누대도채한 계통의 저항성 비는 감수성계통의 암컷에 비하여 42.0배, 3.8배 및 18.7배로 증가하였고, 수컷에서는 42.0배, 4.1배 및 16.4배이었다. chlorpyrifos 도태계통은 permethrin에서 암.수컷 각각 7.5배와 9.6배로 다른 살충제보다 높은 교차저항성을 보였으나, propoxur 에 대해서는 역상관 교차저항성을 나타내었다. dich-lorvos도태계통은 chlorpyrifos에서 암.수각각 13.3배와 15.9배로 높은 교차저항성을 나타내었으며 permethrin 도태계통에서도 chlorpyrifos에 대해서 암.수 각각 8.7배와 9.7배로 비교적 높은 교차저항성을 보였다.

• 한국수소및신에너지학회논문집
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• 제22권6호
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• pp.925-933
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• 2011

The traditional feedstock for dimethyl ether (DME) has been natural gas obtained by pipeline from a nearby natural gas or oil field. This report focuses on other feedstock: Coal bed methane (CBM). The resource availability and suitability of CBM for DME manufacturing have been investigated. CBM in a short time has become an important industry, providing an abundant clean-burning fuel and also suggesting as a feedstock for gas industry. The use of CBM will have very little impact on the KOGAS' DME process design and economics up to 50 vol% of $CO_2$ in the CBM source. Many of the CBM sources in Asia are high in $CO_2$, but pose no difficulties for the KOGAS' DME plant. Since tri-reformer requires substantial $CO_2$ in its feed, no $CO_2$ removal from the CBM feed is needed. The $CO_2$ in the CBM means that less $CO_2$ needs to be recycled from the downstream in the process.

• BMB Reports
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• 제51권4호
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• pp.200-205
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• 2018

Exercise and resveratrol supplementation exhibit anti-obesity functions in the long term but have not been fully investigated yet in terms of their early potential effectiveness. Mice fed with high-fat diet were categorized into control (Cont), exercise (Ex), resveratrol supplementation (Res), and exercise combined with resveratrol supplementation (Ex + Res) groups. In the four-week period of weight loss, exercise combined with resveratrol supplementation exerted no additional effects on body weight loss but significantly improved whole-body glucose and lipid homeostasis. The combined treatment significantly decreased intrahepatic lipid content but did not affect intramyocellular lipid content. Moreover, the treatment significantly increased the contents of mtDNA and cytochrome c, the expression levels of peroxisome proliferator-activated receptor gamma coactivator-1 alpha and its downstream transcription factors, and the activities of ATPase and citrate synthase. However, exercise, resveratrol, and their combination did not promote myofiber specification toward slow-twitch type. The effects of exercise combined with resveratrol supplementation on weight loss could be partly due to enhanced mitochondrial biogenesis and not to fiber-type shift in skeletal muscle tissues.

• 융합정보논문지
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• 제10권8호
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• pp.23-34
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• 2020

최근 인공지능 딥러닝 분야는 컴퓨팅 자원의 높은 연산량과 가격문제로 인해 상용화에 어려움이 존재했다. 본 논문은 더블 프루닝 기법을 적용하여 심층신경망 모델들과 다수의 데이터셋에서의 성능을 평가하고자 한다. 더블 프루닝은 기본의 네트워크 간소화(Network-Slimming)과 파라미터 프루닝(Parameter-Pruning)을 결합한다. 이는 기존의 학습에 중요하지 않는 매개변수를 절감하여 학습 정확도를 저해하지 않고 속도를 향상시킬 수 있다는 장점이 있다. 다양한 데이터셋 학습 이후에 프루닝 비율을 증가시켜, 모델의 사이즈를 감소시켰다. NetScore 성능 분석 결과 MobileNet-V3가 가장 성능이 높게 나타났다. 프루닝 이후의 성능은 Cifar 10 데이터셋에서 깊이 우선 합성곱 신경망으로 구성된 MobileNet-V3이 가장 성능이 높았고, 전통적인 합성곱 신경망으로 이루어진 VGGNet, ResNet또한 높은 폭으로 성능이 증가함을 확인하였다.