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Developing a regional fog prediction model using tree-based machine-learning techniques and automated visibility observations (시정계 자료와 기계학습 기법을 이용한 지역 안개예측 모형 개발)

  • Kim, Daeha
    • Journal of Korea Water Resources Association
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    • v.54 no.12
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    • pp.1255-1263
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    • 2021
  • While it could become an alternative water resource, fog could undermine traffic safety and operational performance of infrastructures. To reduce such adverse impacts, it is necessary to have spatially continuous fog risk information. In this work, tree-based machine-learning models were developed in order to quantify fog risks with routine meteorological observations alone. The Extreme Gradient Boosting (XGB), Light Gradient Boosting (LGB), and Random Forests (RF) were chosen for the regional fog models using operational weather and visibility observations within the Jeollabuk-do province. Results showed that RF seemed to show the most robust performance to categorize between fog and non-fog situations during the training and evaluation period of 2017-2019. While the LGB performed better than in predicting fog occurrences than the others, its false alarm ratio was the highest (0.695) among the three models. The predictability of the three models considerably declined when applying them for an independent period of 2020, potentially due to the distinctively enhanced air quality in the year under the global lockdown. Nonetheless, even in 2020, the three models were all able to produce fog risk information consistent with the spatial variation of observed fog occurrences. This work suggests that the tree-based machine learning models could be used as tools to find locations with relatively high fog risks.

Analysis of Ecological Connectivity of Forest Habitats Using Spatial Morphological Characteristics and Roadkill Data (공간형태학적 특성 및 로드킬 자료를 활용한 산림서식지의 생태적 연결성 분석)

  • Hyunjin Seo;Chulhyun Choi;Seungwon Lee;Jinhyo Kim
    • Korean Journal of Ecology and Environment
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    • v.57 no.2
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    • pp.75-82
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    • 2024
  • This study examined the spatial morphological patterns of forest habitats and the characteristics of roadkill occurrences in the forests of Mungyeong, Yecheon, Yeongju, Andong, and Bonghwa in Gyeongsangbukdo. It involved building a resistance map between habitats and analyzing connectivity based on the least-cost distance. The analysis of the distance between the forest habitat Cores derived from MSPA and roadkill points showed that roadkill occurrences were concentrated approximately 74.11 m away from the Cores, with most roadkills happening within 360m from the habitats. The connectivity analysis between core habitats larger than 1 km2 revealed 141 core habitats and 242 least-cost paths between them. The corridor distance value was found to be highest in Mungyeong city, indicating an urgent need for strategies to enhance habitat connectivity there. This research is expected to serve as foundational data for developing strategies to enhance ecosystem connectivity and restore habitats, by analyzing ecosystem connectivity and roadkill issues due to habitat fragmentation.

Hemaggulutinin and Hemolysin in Korean Ascidians

  • Park, Gyeong-Suk;Lee, In-Suk;Ro, Bun-Jo;Mok, Je-Won
    • Animal cells and systems
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    • v.2 no.1
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    • pp.107-111
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    • 1998
  • Two kinds of humoral factors were observed in 2 orders, 7 families, 10 genera, and 15 different species of Korean ascidians. They are the naturally occuring hemagglutinins and/or hemolysins against human erythrocytes A, B, and 0. All but two species showed aggregative activity, although there were considerable variations in titer. The weak agglutinating and lytic activities were increased in the presence of $Ca^{++}$. Much higher activities of agglutination and/or lysis were shown in the hemolymph than extracts from tissues, and a higher response was shown in adults than in juveniles. No distinct differences from collected locations were observed. The hemolymph of Ciona intestinalis showed a strong hemolytic (cytotoxic) and weak agglutinins capacities. In addition, hemolymph of Styela plicata and Styela clava clava also showed hemoagglutining and hemolytic activities. Botryllus tuberatus had hemagglutining and weak lytic activities. Other species showed only hemagglutining activity. These agglutining activities are probably responsible for carbohydrate recognition in solitary or colonial ascidian. The lytic activity is probably responsible for antibacterial defense and nonfusion reactions between allogeneic colonial ascidians, especially the genus of Botryllus. The occurrences of humoral factors in ascidians were independent of their geographic distributions.

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Simultaneous Determination and Occurrences of Pharmaceuticals by Solid-Phase Extraction and Liquid Chromatography-Tandem Mass Spectrometry (LC-MS/MS) in Environmental Aqueous Samples

  • Koo, So-Hyun;Jo, Cheon-Ho;Shin, Sun-Kyoung;Myung, Seung-Woon
    • Bulletin of the Korean Chemical Society
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    • v.31 no.5
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    • pp.1192-1198
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    • 2010
  • Pharmaceuticals and personal care products (PPCPs) are emerging contaminants in the aquatic environment. Many pharmaceuticals are not completely removed during wastewater treatment, leading to their presence in wastewater treatment effluents, rivers, lakes, and ground water. Here, we developed analytical methods for monitoring ten pharmaceuticals from surface water by LC/ESI-MS/MS. For sample clean-up and extraction, MCX (mixed cation exchange) and HLB (hydrophilic-lipophilic balance) solid-phase extraction (SPE) cartridges were used. The limits of detection (LOD) in distilled water and the blank surface water were in the range of 0.006 - 0.65 and 1.66 - 45.05 pg/mL, respectively. The limits of quantitation (LOQ) for the distilled water and the blank surface water were in the range of 0.02 - 2.17 and 5.52 - 150.15 pg/mL, respectively. The absolute recoveries for fortified water samples were between 62.1% and 125.4%. Intra-day precision and accuracy for the blank surface water were 2.9% - 24.1% (R.S.D.) and -16.3% - 16.3% (bias), respectively. In surface wastewater near rivers, chlortetracycline and acetylsalicylic acid were detected frequently in the range of 0.017 - 5.404 and 0.029 - 0.269 ng/mL, respectively. Surface water near rivers had higher levels than surface water of domestic treatment plants.

Performance Comparison of ISO / IEC 18000-3 ASK and PJM Mode (ISO/IEC 18000-3 ASK 모드와 PJM 모드의 성능 비교)

  • Kim, Jae-Lim;Yang, Hoon-Gee
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.7 no.6
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    • pp.70-80
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    • 2008
  • This paper presents comparison of 18000-3 ASK and PJM mode RFID in terms of reading speed. This is accomplished by counting the occurrences of a few representative blocks which constitute the reader / tag interactions for each mode. To apply FS (frame slotted)-aloha protocol, four Q-algorithms, which are a Q-algorithm suggested in the standard document, a fixed Q-algorithm, a minimum Q-algorithm and the number of tag dependent Q-algorithm, are used. Through some simulations, we present the reading speed of each mode with respect to the Q-algorithm and the comparison of the reading speed between the two modes for each Q-algorithms.

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Effects of Treadmill Training on Hyperextension of the Knee and Cadence in Patients With Hemiplegia (트레드밀 훈련이 편마비 환자의 무릎관절 과신전과 분속수에 미치는 영향)

  • Park, Chul-Hong;Chung, Bo-In
    • Physical Therapy Korea
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    • v.8 no.1
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    • pp.89-96
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    • 2001
  • This study addresses the effects of treadmill training on hyperextended knee and cadence in patients with hemiplegia. A single subject research design with multiple baselines across individuals was used for the study. Two patients with hemiplegia participated in the experiment. The experiment consisted of interventions where the patients were asked to ambulate for 15 minutes at a comfortable walking speed on the treadmill with 11% slope grade and were allowed to rest for 10 minutes. Patients, then, were asked to ambulated 20 meters at walkway. The number of occurrences of knee hyperextension and the total number of steps were recorded. The results showed that the occurrence of knee hyperextension decreased by approximately 30% after the first session of the treadmill training and continued to gradually decrease during the following sets of treadmill training. Meanwhile, there was a slight increase in the cadence to a negligible extent. These results suggest that the gait training on the sloped treadmill may be helpful for correcting the knee hyperextension in patients with hemiplegia.

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Projection of Future Water Supply Sustainability in Agricultural Reservoirs under RCP Climate Change Scenarios (기후변화 시나리오를 고려한 농업용 저수지의 미래 용수공급 지속가능성 전망)

  • Nam, Won-Ho;Hong, Eun-Mi;Kim, Taegon;Choi, Jin-Yong
    • Journal of The Korean Society of Agricultural Engineers
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    • v.56 no.4
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    • pp.59-68
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    • 2014
  • Climate change influences multiple environmental aspects, certain of which are specifically related to agricultural water resources such as water supply, water management, droughts and floods. Understanding the impact of climate change on reservoirs in relation to the passage of time is an important component of water resource management for stable water supply maintenance. Changes on rainfall and hydrologic patterns due to climate change can increases the occurrence of reservoir water shortage and affect the future availability of agricultural water resources. It is a main concern for sustainable development in agricultural water resources management to evaluate adaptation capability of water supply under the future climate conditions. The purpose of this study is to predict the sustainability of agricultural water demand and supply under future climate change by applying an irrigation vulnerability assessment model to investigate evidence of climate change occurrences at a local scale with respect to potential water supply capacity and irrigation water requirement. Thus, it is a recommended practice in the development of water supply management strategies on reservoir operation under climate change.

Relationship of the Experience of Violence to Burnout and Job Satisfaction in Emergency Department Nurses (응급실 간호사의 폭력경험, 소진 및 직무만족도간의 관련성)

  • Sung, Mi Hae
    • Journal of Korean Clinical Nursing Research
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    • v.14 no.2
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    • pp.83-92
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    • 2008
  • Purpose: This study was done to identify the relationship between experiences of violence, and burnout and job satisfaction of emergency department (ED) nurses and to provide basic information to improve quality of life for nurses and quality of nursing care by increasing the ability of nurses to deal with violent situations and thus, improve job satisfaction. Method: Participants (n=153) were recruited in S and B cities from October 16 to December 22, 2007. Descriptive statistics, t-test, ANOVA, and Pearson correlation coefficient were used to analyze the data. Results: Level for ED nurse burnout was 2.54 out of a possible 4, and for ED nurse job satisfaction, 2.81 out of a possible 5. There were significant differences according to sex (t=-3.217, p=.002), total clinical career (F=5.805, p<.05), and clinical career in the ED (F=1.640, p<.01). There was a significant positive correlation between violence experience and burnout (r=.500, p<.001), and significant negative correlations between violence experience and job satisfaction (r=-.300, p<.001), and between burnout and job satisfaction (r=-.492, p<.001). Conclusion: The findings from this study indicate that experiences of violence in the ED decrease work efficiency of the nurses and increase burnout. So, it is important to reduce occurrences of violence in ED and to prepare programs for dealing with violence and providing emotional support in cases of violence directed at nurses.

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Vehicle Mobility Management Scheme Using AdaBoost Algorithm (AdaBoost 기법을 이용한 차량 이동성 관리 방안)

  • Han, Sang-Hyuck;Lee, Hyukjoon;Choi, Yong-Hoon
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.13 no.1
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    • pp.53-60
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    • 2014
  • Redundant handovers cause degraded quality of service to passengers in vehicle. This paper proposes a handover scheme suitable for users traveling in vehicles, which enables continuous learning of the handover process using a discrete-time Markov chain (DTMC). Through AdaBoost machine learning algorithm, the proposed handover scheme avoids unnecessary handover trials when a short dwell time in a target cell is expected or when the target cell is an intermediate cell through which the vehicle quickly passes. Simulation results show that the proposed scheme reduces the number of handover occurrences and maintains adequate throughput.

A Study on Diversification of Open Space and Formation of Neighborhood at the Singapore Public Housing in 1950s (1950년대 싱가포르 공공주택에서 오픈 스페이스의 다양화와 근린의 형성에 관한 연구)

  • Woo, Don-Son;Tak, Chung Seok
    • Journal of architectural history
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    • v.24 no.4
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    • pp.19-28
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    • 2015
  • This study examines the Singapore public housing supplied by Singapore Improvement Trust (SIT) in the 1950s. Focused on the Princess Elizabeth estate and Princess estate of Queenstown, this study surveys their construction backgrounds, site plans, unit plans, architectural designs and meanings. The Princess Elizabeth estate was the model estate for workmen's flats. This estate showed mixed blocks of flats arranged around a large quadrangled open space for children. The Princess estate was a neighborhood of Queenstown, Singapore's the first new town. At this Estate, there were some new architectural occurrences departing from the Tiong Bahru Estate. Those are the appearance of high-rise typology, and the increased specificity in the functions of open spaces. Thus the open space became to get hierarchy, and divided an estate to small neighborhood units. For the SIT, open space is synonymous with the improvement of urban environment. Through the purposeful creation of open space, the SIT intended to solve the problem of sanitation and to make a neighborhood unit which can be pleasant place for regional community.