• Title/Summary/Keyword: New observation system

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Application of machine learning for merging multiple satellite precipitation products

  • Van, Giang Nguyen;Jung, Sungho;Lee, Giha
    • Proceedings of the Korea Water Resources Association Conference
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    • 2021.06a
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    • pp.134-134
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    • 2021
  • Precipitation is a crucial component of water cycle and play a key role in hydrological processes. Traditionally, gauge-based precipitation is the main method to achieve high accuracy of rainfall estimation, but its distribution is sparsely in mountainous areas. Recently, satellite-based precipitation products (SPPs) provide grid-based precipitation with spatio-temporal variability, but SPPs contain a lot of uncertainty in estimated precipitation, and the spatial resolution quite coarse. To overcome these limitations, this study aims to generate new grid-based daily precipitation using Automatic weather system (AWS) in Korea and multiple SPPs(i.e. CHIRPSv2, CMORPH, GSMaP, TRMMv7) during the period of 2003-2017. And this study used a machine learning based Random Forest (RF) model for generating new merging precipitation. In addition, several statistical linear merging methods are used to compare with the results of the RF model. In order to investigate the efficiency of RF, observed data from 64 observed Automated Synoptic Observation System (ASOS) were collected to evaluate the accuracy of the products through Kling-Gupta efficiency (KGE), probability of detection (POD), false alarm rate (FAR), and critical success index (CSI). As a result, the new precipitation generated through the random forest model showed higher accuracy than each satellite rainfall product and spatio-temporal variability was better reflected than other statistical merging methods. Therefore, a random forest-based ensemble satellite precipitation product can be efficiently used for hydrological simulations in ungauged basins such as the Mekong River.

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New Horizontal Pre-Drainage System in Subsea Tunnelling (수평시추 방식에 의한 해저터널 시공중의 막장 수압경감)

  • Hong, Eun-Soo;Shin, Hee-Soon;Park, Chan;Kim, Hyung-Mok;Park, Eui-Seob
    • Tunnel and Underground Space
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    • v.18 no.1
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    • pp.10-19
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    • 2008
  • Most of flooding cases in tunnels are associated with huge inrushes of water due to the fracture zone with very high water head. To find out the causes and countermeasures for flooding cases, a dozen of tunneling cases are studied. Case studies presented here show that if the flooding had been forecasted and pre-drained prior to the tunnel excavation, such accidents could have been prevented. From this observation, we suggest a new horizontal drainage system with pre-investigation and pre-drainage concept. Seepage analyses are performed to analyze the water head reduction effect on the tunnel face by drainage pipes during the construction of subsea tunnels. Drainage system analyses are performed to analyze performance of the drainage system. These analysis results show that the suggested horizontal pre-drainage system provides a clear drainage and water head reducing effect. Finally, the proposed system can be a new alternative to the present water controlling methods applied to subsea tunnels.

Advanced tube formation assay using human endothelial colony forming cells for in vitro evaluation of angiogenesis

  • Lee, Hyunsook;Kang, Kyu-Tae
    • The Korean Journal of Physiology and Pharmacology
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    • v.22 no.6
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    • pp.705-712
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    • 2018
  • The tube formation assay is a widely used in vitro experiment model to evaluate angiogenic properties by measuring the formation of tubular structures from vascular endothelial cells (ECs). In vitro experimental results are crucial when considered the advisability of moving forward to in vivo studies. Thus, the additional attentions to the in vitro assay is necessary to improve the quality of the pre-clinical data, leading to better decision-making for successful drug discovery. In this study, we improved the tube formation assay system in three aspects. First, we used human endothelial colony forming cells (ECFCs), which are endothelial precursors that have a robust proliferative capacity and more defined angiogenic characteristics compared to mature ECs. Second, we utilized a real-time cell recorder to track the progression of tube formation for 48 hours. Third, to minimize analysis error due to the limited observation area, we used image-stitching software to increase the microscope field of view to a $2{\times}2$ stitched area from the $4{\times}$ object lens. Our advanced tube formation assay system successfully demonstrated the time-dependent dynamic progression of tube formation in the presence and absence of VEGF and FGF-2. Vatalanib, VEGF inhibitor, was tested by our assay system. Of note, $IC_{50}$ values of vatalanib was different at each observation time point. Collectively, these results indicate that our advanced tube formation assay system replicates the dynamic progression of tube formation in response to angiogenic modulators. Therefore, this new system provides a sensitive and versatile assay model for evaluating pro- or anti-angiogenic drugs.

Numerical Study on the Impact of SST Spacial Distribution on Regional Circulation (상세 해수면 온도자료의 반영에 따른 국지 기상정 개선에 관한 수치연구)

  • Jeon, Won-Bae;Lee, Hwa-Woon;Lee, Soon-Hwan;Choi, Hyun-Jung;Leem, Heon-Ho
    • Journal of Korean Society for Atmospheric Environment
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    • v.25 no.4
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    • pp.304-315
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    • 2009
  • Numerical simulations were carried out to understand the effect of Sea Surface Temperature (SST) spatial distribution on regional circulation. A three-dimensional non-hydrostatic atmospheric model RAMS, version 6.0, was applied to examine the impact of SST forcing on regional circulation. New Generation Sea Surface Temperature (NGSST) data were implemented to RAMS to compare the results of modeling with default SST data. Several numerical experiments have been undertaken to evaluate the effect of SST for initialization. First was the case with NGSST data (Case NG), second was the case with RAMS monthly data (Case RM) and third was the case with seasonally averaged RAMS monthly data (Case RS). Case NG showed accurate spatial distributions of SST but, the results of RM and RS were $3{\sim}4^{\circ}C$ lower than buoy observation data. By analyzing practical sea surface conditions, large difference in horizontal temperature and wind field for each run were revealed. Case RM and Case RS showed similar horizontal and vertical distributions of temperature and wind field but, Case NG estimated the intensity of sea breeze weakly and land breeze strongly. These differences were due to the difference of the temperature gradient caused by different spatial distributions of SST. Diurnal variations of temperature and wind speed for Case NG indicated great agreement with the observation data and statistics such as root mean squared error, index of agreement, regression were also better than Case RM and Case RS.

Observation of Methane Flux in Rice Paddies Using a Portable Gas Analyzer and an Automatic Opening/Closing Chamber (휴대용 기체분석기와 자동 개폐 챔버를 활용한 벼논에서의 메탄 플럭스 관측)

  • Sung-Won Choi;Minseok Kang;Jongho Kim;Seungwon Sohn;Sungsik Cho;Juhan Park
    • Korean Journal of Agricultural and Forest Meteorology
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    • v.25 no.4
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    • pp.436-445
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    • 2023
  • Methane (CH4) emissions from rice paddies are mainly observed using the closed chamber method or the eddy covariance method. In this study, a new observation technique combining a portable gas analyzer (Model LI-7810, LI-COR, Inc., USA) and an automatic opening/closing chamber (Model Smart Chamber, LI-COR, Inc., USA) was introduced based on the strengths and weaknesses of the existing measurement methods. A cylindrical collar was manufactured according to the maximum growth height of rice and used as an auxiliary measurement tool. All types of measured data can be monitored in real time, and CH4 flux is also calculated simultaneously during the measurement. After the measurement is completed, all the related data can be checked using the software called 'SoilFluxPro'. The biggest advantage of the new observation technique is that time-series changes in greenhouse gas concentrations can be immediately confirmed in the field. It can also be applied to small areas with various treatment conditions, and it is simpler to use and requires less effort for installation and maintenance than the eddy covariance system. However, there are also disadvantages in that the observation system is still expensive, requires specialized knowledge to operate, and requires a lot of manpower to install multiple collars in various observation areas and travel around them to take measurements. It is expected that the new observation technique can make a significant contribution to understanding the CH4 emission pathways from rice paddies and quantifying the emissions from those pathways.

Behavior Analysis of Earth Retaining Walls on the Excavation for Contact Structure (인접 구조물의 터파기로 인한 흙막이 벽체의 거동 분석)

  • Kim, Young-Muk;Jung, Young-Soo;Hong, Chang-Pyo;Shin, Youn-Sub
    • Proceedings of the Korean Geotechical Society Conference
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    • 2005.03a
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    • pp.1496-1503
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    • 2005
  • The study on the lateral earth pressure is briskly preformed for various conditions such as type of retaining walls, ground condition, and type of supporting systems. It is not simple to determine the distribution of lateral earth pressure accurately, however, because the lateral earth pressure is affected by various factors. This study is performed to analyze the behavior of earth retaining walls for new excavation contacting with existing excavation by comparing with the site measuring values before and after new excavation. On the base of observation, the distribution of strut axial forces is similar to that of ganeral earth retaining walls, but strut axial forces is increased by removal of existing earth anchors. When new excavation is performed contacting with existing excavation, the axial force of strut is decreased because of soil exclusion in the behind walls, but that force is increased after new exeavation. The analysis result show that the installation of strut in middle part makes a effect to not only 1 adjacent strut, but 3-5 adjacent struts. Also during new excavation strut axial forces is decreased by relaxation of total earth retaining wall system.

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A Systematic Method of Hinting Interface Design (체계적인 힌팅 인터페이스 설계 방법의 연구)

  • Lee, Eun-A;Yun, Wan-Cheol;Park, Wan-Su
    • Journal of the Ergonomics Society of Korea
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    • v.25 no.2
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    • pp.125-134
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    • 2006
  • Most users learn new, complex systems through trial-and-error experience rather than referring to the manuals in a cognitive process that is called 'exploratory learning'. While exploring a system, people find prototypical rules for using the system based especially on frequent tasks. The rules are formed from consistent task procedures and well-expected interface elements on the designed system. These rules play the role of the basis of users' knowledge for performing tasks. The decision making to select and apply those rules interacting with an interface can be aided by properly provided hints on the interface. With appropriate hints, users can learn new systems easily and use them with reduced usability problems. This paper first reports an observation of user behavior performing tasks with prototypical interaction rules and finds a sound set of criteria to extract prototypical interaction rules systematically. Two types of hints are defined. Extending hints prompt users to apply prototypical interaction rules beyond well-known tasks. Preventive hints guide users out of possible capture errors by drawing attention to the variation of rules. A systematic and practical method is proposed to identify the opportunities for both types in designing interfaces. It is then verified through a usability test that the proposed method is effective in identifying the locations and types of appropriate hints to reduce or mitigate usability problems.

The Effect of Space Charge on the PD Pattern and Dielectric Barrier Discharge under AC (교류전압에서 PD 패턴 및 유전체 장벽 방전에 미치는 공간전하의 영향)

  • Gwon, Yun-Hyeok;Hwang, Bo-Seung;Lee, Dong-Yeong;Han, Min-Gu
    • The Transactions of the Korean Institute of Electrical Engineers C
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    • v.49 no.4
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    • pp.226-231
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    • 2000
  • In this paper, we present new method to analyze the space charge effect on the electrical characteristics in polymer. It is new measurement system and analysis method that have not reported yet. By using this measurement system, we make observation to space charge accumulated on the surface of polymer at AC voltage, so it is examined to verify the correlation of space charge and partial discharge(PD). In the result of experiment, it can be known that PD pattern is related more closely to space charge accumulated on the surface of polymer than in the inner part, and applied voltage in the air is ruled by this dynamic partial discharge. Also, above critical voltage, the space charge accumulated on the surface of polymer have no effect to the magnitude of PD and the applied voltage in the air. It has been known that the electric power of the dissolution system is proportioned to the frequency and the magnitude of applied voltage, but we can know by this result of the experiment that the efficiency of the dissolution is not related to the rise of voltage above critical voltage.

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Development of Documentation System in Hospital-based Home Health - in one general hospital in the U.S.A. - (병원중심 가정간호 기관의 기록체계개발 - 미국 일개 종합병원을 대상으로 -)

  • Kang Chang-Hee
    • Journal of Korean Public Health Nursing
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    • v.6 no.2
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    • pp.58-69
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    • 1992
  • The purposes of this study were 1) to assess the currunt documentation system 2) to identify the problems in communication regarding to documentation 3) to develop new documentation system 4) to suggest effective communication channel using new documentation system Research was conducted by direct observation, chart review, staffs interview and servey. Results were as follows: 1) nursing care plans were not used in ongoing care 2) documentation format was primarily narrative and charting was time consuming 3) documentation did not reflect the nursing process 4) patient records were not used as effective communication tool between case manager and part time nurse 5) difficult access to patient record for nurse manager created inefficiency in coordinating 6) documentation of patient education did not describe the precise contents of education, and the responses of the patients and evaluation To solve these problems, new documentation format was developed. With new formats nurses : 1) use standardized care plan which contains nursing diagnosis, ecpected outcome, time frame for evaluation, flow sheet for updating the plans 2) leave one copy of care plan at patient home for mutual agreement with patent and communication among nursing staffs 3) carry one copy of care plan for updating 4) document and evaluate the patient education using education check list keeping in patient's home 5) document nursing process in focus charting visit report 6) carry one copy of visit report 7) have one copy of visit report which was deligated to part time nurses 8) use documentation in direct communication with part time nurse 9) use beeper and memo to promote communication

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The Design of Meteorological Information Gathering System Using Public Traffic System (대중교통 체계를 이용한 기상정보 수집 시스템의 설계)

  • Pan, Ye;Kim, Soo-Hwan;Lee, In-Taek;Choi, Jin-Ho;Choi, Jin-Oh
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2010.10a
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    • pp.110-112
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    • 2010
  • Because the building of new meteorological observation towers requires high cost, a collection of precise meteorological data over city area is not easy. To collect atmosphere environment data or meteorological data precisely, a new approach is required. This paper introduces a new meteorological data collecting system using the public traffic systems such as regular route bus. On real time, the regular route bus can provide a meteorological data in periodic time interval and provide them on static route. Without constructing new facilities, only simple sensing and transmission equipments to attach on the bus are needed.

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