Solar radiation forecasts are important for predicting the amount of ice on road and the potential solar energy. In an attempt to improve solar radiation predictability in Jeju, we conducted machine learning with various data mining techniques such as tree models, conditional inference tree, random forest, support vector machines and logistic regression. To validate machine learning models, the results from the simulation was compared with the solar radiation data observed over Jeju observation site. According to the model assesment, it can be seen that the solar radiation prediction using random forest is the most effective method. The error rate proposed by random forest data mining is 17%.

본 연구에서는 오프라인 및 온라인 매개변수 자동보정기법을 이용하여 개념적 집중형 수문모형의 매개변수를 보정한 후, 각 보정기법에 따른 강 우-유출 해석 결과를 비교·분석하여 기법별 적용성을 평가하였다. 이를 위해 용담댐 상류 천천 유역을 대상으로 9개의 단기 강우사상을 선정하고, 강우-유출 모의를 위한 수문모형으로 저류함수모형을 선택하였다. 또한 저류함수모형의 매개변수 보정을 위한 자동보정기법으로 오프라인 기법 으로는 SCE-UA, 온라인 기법으로는 파티클 필터를 선정하여 해석을 수행하였다. 각 기법에 따른 유출 해석결과의 재현성 평가를 위해 관측수문곡 선의 평균유량을 근거로 하여 저수부(평균유량 이하)와 고수부(평균유량 초과)로 구분하여 모의결과를 비교․ 검토하였다. 그 결과, 매 시간 입력자 료를 이용하여 매개변수를 실시간으로 업데이트하는 파티클 필터의 경우, 저수부와 고수부에 구분없이 전반적으로 우수한 재현성을 보여주었다. 반면에 SCE-UA의 경우, 대상 사상에 대한 전체기간의 정보를 활용하여 선택된 목적함수 RMSE와 HMLE를 최소로 하는 최적 매개변수를 추정함 에 따라 일정규모 이상의 홍수사상에서는 목적함수에 따라 매개변수의 변동성이 나타났으며, 고수부에서는 RMSE, 저수부에서는 HMLE가 비교 적 우수한 유출모의 결과를 나타내는 것으로 분석되었다.

《바이올린 솔로를 위한 소나타와 파르티타》 BWV 1001-1006의 소나타들에 위치하는 푸 가들이 작품집에서 점하는 의미에 대해, 바이올린에 의해 실현되는 바흐 푸가의 새로운 면면 들에 대해 탐구하는 본 논문은 다음의 결론에 이른다. 바흐는 바이올린 솔로로 푸가의 새로 운 패러다임을 구축했다. 거기에서는 대위법적 전개뿐 아니라 바이올린 특유의 기교적, 수식 음형적 패시지들까지 아우러지며, 이로써 그 엄격한 양식과 자유로운 양식의 결합이 작품집 을 가로지르는 의미를 띤다. 또한 바흐의 바이올린 푸가들은 다양성과 유동성의 형식 및 구 성으로 특징지어지는데, 그것은 푸가의 기본 질서에도 침투되어 있다. 다양성과 유동성에 정 교하게 조성되는 통일성과 완결성이 더해진다. 이 특성들은 개별 푸가에서, 세 푸가 사이에 서 함께 나타나고, 이러한 관점에서 푸가들은 BWV 1001-1006의 ‘커다란 코스모스’를 함축하 는, 대위법적 연주의 차원을 개척한 ‘작은 코스모스’로 이해될 수 있다.

Research has found that the management of the host plant is essential to mistletoe cultivation. A Trunk injection test on the host plant that contained a mixture of indole-3-butryc acid (IBA) and liquid fertilizer was conducted with respect to the improvement of the one year survival rate of mistletoe. As a result, the trunk injection experiments showed the effect of the IBA and liquid fertilizer mixture in all treatments. This mixture was effective to increase the survival rate of mistletoe by 20% with the IBA at 100 ㎎/L and Hyponex at 100 ㎎/L. The examination proved that the host plant fertilizer effect was the most effective treatment for organic fertilizer with 60% added NPK (4-2-1). Its effects were higher compared to the control at the length and diameter of one-years-old branches in the host plant, even when the parasitic mistletoe improved its growth in length, diameter, and number of branches. Comparing the control and host plant fertilizer, the latter was the most effective way to process 20 ㎏ per a treatment effect in the experimental site and to process at any time after the inoculation. This treatment is effective to improve the growth of mistletoe by watering the host plant three times per week. Therefore, the management of the host plant is an essential element in the successful cultivation of mistletoe, not only to supply fertilizer and plant hormones to the host plant in the initial inoculation time but also to provide organic fertilizer and irrigation for the host plant.

Mussels are stubborn organism attached to solid substrate by byssus threads and caused operational problems in utility of power generating stations. Sole and combined usage of ultrasonic (28 kHz- and 42 kHz- frequencies) and hydrogen peroxide (H2O2) has studied for control of blue mussel larvae and adult stage in seawater condition. A theoretical wo rking model using disinfection (Chick and Watson type) approaches is presented based on helpful results of experiments. This study also demonstrate that the combined treatment (ultra-sonication with H2O2) is overall highly efficient than individual treatment would, but on the basis of exposure time, the ultra-sonication was the most efficient among them. Therefore the development of sole and combined technique might be effective practical mitigation strategy against mussel attachment for water handling facilities.

Background : Korean mountain ginseng(Panax ginseng C.A. Meyer) are difficult to clinically apply because of its scarcity and high cost. Advances in plant biotechnology have made it possible to produce mountain ginseng extracts on a large scale using adventitious root cultures in bio-reactors. This study investigated the variations of ginsenoside compounds composition and biological activities of wild ginseng adventitious roots by fermentation process. Methods and Results : Wild ginseng adventitious roots with five days fermentation using four strain of bacteria(Leuconostoc mesenteroides(KACC 15744), Bacillus circulans(KACC 15822), Bacillus licheniformis(KACC 15823), Bacillus subtilis subsp. inaquosorum(KACC 17047)). Ginsenoside contents was analysed by using HPLC. To examine the antioxidant activity associated with biological functions, radical scavenging analyses DPPH, ABTS and SOD-like activity analyses were conducted. The total phenolic and flavonoid contents were evaluated to determine the antioxidant activity increment. The result showed increased total ginsenoside contents by fermentation process. In particular, B. licheniformis showed the highest ginsenoside contents. Regarding ginseng fermented with B. licheniformis, values of 70.6 ± 1.4%, 44.3 ± 1.7%, and 88.4 ± 1.3% were measured using DPPH, ABTS, and SOD-like antioxdiant activity analyses, respectively. The total phenolic contents in ginseng fermented with B. licheniformis was 184.5 ± 0.9 ㎍·GAE/㎖, and the total flavonoid contents was 108.5 ± 1.8 ㎍·QE/㎖ in ginseng fermented with L. mesenteroides. Conclusion : The high activity of β-glucosidase was selected bacteria. The four types of lactic acid bacteria examined, the use of B. licheniformis to ferment ginseng resulted in greatest increase in biological activities and ginsenoside contents.

High-rank coals are limited, while low-rank coals are abundant. However, the low-rank coals needs upgradation so as to improve their quality. If not, the utilization of low-rank coals will lead to many operational difficulties. As this study was made in South Korea, this article discusses the energy and coal scenario of South Korea. The critique discusses the concerns of utilizing low-grade coal and the need for upgrading low-grade coal. The article also briefly discusses the currently practiced low-rank coal upgradation techniques. Also, the review paper suggests some best upgradation techniques.

방사선 치료시 최근 많이 쓰이고 있는 IMRT, Tomotherapy, mArc(modulation arc therapy)의 치료법을 선량 적인 측면에서 상호 비교하고자 한다. 비소세포성 폐암의 환자를 대상으로 하여 치료계획용적에 58.0 Gy를 처방선량을 기준으로 설정하였으며 주변 정상장기는 척수, 식도, 간을 설정하였다. PTVmean는 mArc의 경 우 57.60 Gy, Tomotherapy가 61.04 Gy, IMRT는 58.95 Gy이었다. 식도(Esophagus)의 평균선량은 mArc가 2.84 Gy였고, Tomotherapy가 5.14 Gy, IMRT가 1.84 Gy로 나타났다. 간(Liver)은 mArc는 19.44 Gy, Tomotherpy가 12.22 Gy, IMRT는 21.97 Gy이었고 척수(Spinal Cord)은 mArc 5.72 Gy, Tomotherapy가 7.08 Gy, IMRT는 6.15 Gy로 측정되었다. 또한, 선량포함도와 선량체적곡선 등의 자료를 관찰해 본 결과 mArc와 Tomotherapy 그리 고 IMRT의 결과와 현저한 차이를 보이지는 않았다. 하지만, 본 연구는 폐암이라는 질환으로 한정하였었고 실험군의 수가 적은 단점을 가지고 있으므로 좀 더 많은 질환과 환자를 대상으로 연구를 폭넓게 진행 한다 면 환자 맞춤형 치료기법을 개발하여 적용될 것으로 사료된다.

Fog may have a significant impact on road conditions. In an attempt to improve fog predictability in Jeju, we conducted machine learning with various data mining techniques such as tree models, conditional inference tree, random forest, multinomial logistic regression, neural network and support vector machine. To validate machine learning models, the results from the simulation was compared with the fog data observed over Jeju(184 ASOS site) and Gosan(185 ASOS site). Predictive rates proposed by six data mining methods are all above 92% at two regions. Additionally, we validated the performance of machine learning models with WRF (weather research and forecasting) model meteorological outputs. We found that it is still not good enough for operational fog forecast. According to the model assesment by metrics from confusion matrix, it can be seen that the fog prediction using neural network is the most effective method.

본 연구에서는 CSI 치료시 Standard Technique과 Simple Technique을 비교하여 조사야 접합부의 고선량(ho t spot) 또는 저선량(cold spot)이 발생되는 부위의 체적을 분석하고 이에 따른 방사선 치료 유용성을 평가 하고자 한다. 연구 목적에 동의한 환자를 대상으로 CT Simulator를 이용하여 환자의 두개부에서 골반부 까 지 영상을 획득하였다. Standard Technique 의 경우 조사야 접합부의 이동을 실시하며 Simple Technique은 접합부에서 조사야를 고정하여 치료계획을 수립 후 분석하였다. 분석결과 Standard Technique의 경우에는 조사야 접합부분에 대한 고선량(hot spot)의 영역이 발생 되었으며, Simple Technique은 Standard 기법 보다 선량이 균등하게 나타났다. Standard Technique 과 Simple Technique의 CI 지수는 각 1.6∼3, 1.6∼1.87, CN의 경우는 0.32∼0.53, 0.46∼0.51, HI는 0.11∼0.33, 0.2∼0.26의 분포를 나타났다. 즉, 인접 조사야가 접합하는 조사야 부분의 선량 분포는 Standard Technique에 비해 균등하게 나타났으며, CI, CN, HI 지수를 비교한 결 과 Simple Technique에서 균등한 선량 분포가 나타나 CSI 치료에서 Simple Technique의 적용은 적합하다고 판단된다.

Among the factors of living environment, the one that is the most closely related with our living is the building. It is one of the biggest reasons for energy consumption as it forms 36% of the total energy consumption. Technologies equipped with excellent energy performance can hardly be applied to rural areas that are relatively poorer. Still, 89.8% rural residents are living in detached houses, and backward houses increase their financial burden and result in reduced insulation performance. Accordingly, this study is going to review the latest research written after 2000 dealing with rural houses and their insulation. The purpose of this study is to analyze the factors of insulation and how to improve insulation performance, conduct field research to find out how to apply low energy technologies applicable to houses with the subjects of experimental houses, the passive houses located in Jecheon City, Hongcheon Saldun zero energy houses, and energy independence villages, and find out how to perform follow-up research on insulation for rural houses. According to the findings, the latest research on insulation for rural houses is mostly focused on walls as well as windows and doors. Also, as ways to improve insulation performance, it suggests us to use high performance insulators, introduce new regeneration energy technology, and secure hermeticity. In addition, through field research, this author could find out low energy technologies applicable to houses such as solar energy facilities and heat recovery systems. Advanced research on insulation for rural houses has been focused on how to use materials or new regeneration energy, so follow-up research will have to consider the types of farming area or the residents’ mode of living.

Impervious areas have been expanded by urbanization and the natural structure of water circulation has been destroyed. The limits of centralized management for controlling storm water runoff in urban areas have been suggested. Low impact development (LID) technologies have been promoted as a crucial alternative, establishing a connection with city development plans to build green infrastructures in environmentally friendly cities. Thus, the improvement of water circulation and the control of nonpoint source were simulated through XP-SWMM (storm water and wastewater management model for experts) in this study. The application of multiple LID combination practices with permeable pavements, bioretention cells, and gutter filters were observed as reducing the highest runoff volume by up to 70%. The results from four different LID installation scenarios indicated that permeable paving is the most effective method for reducing storm water runoff. The rate of storm water runoff volume reduced as the rainfall duration extended. Based on the simulation results, each LID facility was designed and constructed in the target area. The LID practices in an urban area enable future studies of the analysis of the criteria, suitable capacity, and cost-efficiency, and proper management methods of various LID techniques.

The change of paradigm to performance-Based evaluation system for maintenance of SOC infrastructure is the effective way to invest limited financial. Selecting of the evaluation items is very important to develop a comprehensive performance assessment techniques and it determined by Delphi analysis. Also, to analyze the importance of the performance items, the AHP analysis was performed.

This study relates to a crack repair techniques in the concrete structure. In order to develop repair material containing self-healing agents, smart repair methods were investigated. For the micro cracks of less than 0.3 ㎜, new repair method of surface treatment was suggested by the simple crack repair stick. In case of over 0.3 ㎜ cracks, injection method using inorganic materials was suggested for drying shrinkage and water leakage.

In this paper, four damage detection techniques based on dynamic characteristics were utilized and compared to identify damage in a Steel Catenary Riser(SCR). Twelve damage scenarios were simulated by using a numerical model of SCR. The performance on damage detection for each technique was showed and the applicability was discussed.

유방 자기공명영상검사 시 확산강조영상에서 발생하는 심장과 폐에 의한 불수의적 움직임 인공물과 감소된 영상영역 에코평면영상기법으로 발생하는 둘러겹침 인공물을 추가적인 사전포화기법을 사용하여 이를 저감화시키고자 하였다. 2014년 08월 1일부터 11월 30일까지 여성 환자 38명을 대상으로 하였으며 사용 장비로는 유방 검사에 최적화된 3.0T와 유방 전용 코일을 사용하였다. 영상의 평가와 분석은 정량적, 정성적 분석을 하였으며 통계적 유의성은 Paired T-test와 Wilcoxon rank test를 하였다. 결과적으로 추가적인 사전포화펄스의 사용으로 정량적인 평가에서는 병변에서 15.69%, 병변 근접 부위에서 13.72%, 지방에서 20.63%의 증가를 보였으며, 대조도 대 잡음비의 경우는 병변과 병변 근접 부위에서 10.58%, 병변과 지방 부위에서 12.03%의 증가로 나타났다. 정성적인 평가에서는 확산경사계수 0에서 22.05%, 1000에서 21.42%, 현성확산계수에서 16.10%의 증가로 나타났으며, 통계적 평가에서는 신호 대 잡음비와 대조도 잡음비, 확산경사계수와 현성확산계수에서 모두 유의한 결과로 나타났다(p<0.05). 따라서 사전포화펄스의 추가적인 사용으로 유방 자기공명영상 검사에서 확산강조영상 획득 시 위상 부호화 방향으로 발생하는 불수의적 움직임 인공물과 둘러겹침 인공물이 감소가 되어 최적의 영상을 얻을 수 있을 것으로 판단된다.

두부 CT 검사에서 눈의 수정체는 높은 방사선 감수성으로 보호되어야 할 장기 중에 하나이다. 두부 CT 검사에서 눈의 피폭선량감소 목적으로 사용되는 비스무스 차폐체는 현저한 선량 감소 효과가 있지만 화질저하의 문제점이 있다. 본 연구는 인체팬텀을 이용한 두부 CT 검사에서 피폭 선량을 줄이기 위해 사용되는 관전류변조기법인 new organ based-tube current modulation, longitudinal-TCM, angular-TCM과 차폐기법인 비스무스, 납 안경을 사용하여 눈의 선량과 화질의 변화 정도를 평가하였다. 연구결과, new OB-TCM에서 눈의 선량은 25.88% 감소되었으며 비스무스를 사용한 검사와 비교하여 CT number, 노이즈, SNR의 변화가 작은 것을 확인하였다. 따라서 new OB-TCM을 임상의 두부 CT 검사에 적용할 경우, 눈의 피폭선량을 감소시키면서 영상의 화질 저하를 방지할 수 있을 것으로 기대된다.