• Title/Summary/Keyword: 해석적 연구

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Linkage of Hydrological Model and Machine Learning for Real-time Prediction of River Flood (수문모형과 기계학습을 연계한 실시간 하천홍수 예측)

  • Lee, Jae Yeong;Kim, Hyun Il;Han, Kun Yeun
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.40 no.3
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    • pp.303-314
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    • 2020
  • The hydrological characteristics of watersheds and hydraulic systems of urban and river floods are highly nonlinear and contain uncertain variables. Therefore, the predicted time series of rainfall-runoff data in flood analysis is not suitable for existing neural networks. To overcome the challenge of prediction, a NARX (Nonlinear Autoregressive Exogenous Model), which is a kind of recurrent dynamic neural network that maximizes the learning ability of a neural network, was applied to forecast a flood in real-time. At the same time, NARX has the characteristics of a time-delay neural network. In this study, a hydrological model was constructed for the Taehwa river basin, and the NARX time-delay parameter was adjusted 10 to 120 minutes. As a result, we found that precise prediction is possible as the time-delay parameter was increased by confirming that the NSE increased from 0.530 to 0.988 and the RMSE decreased from 379.9 ㎥/s to 16.1 ㎥/s. The machine learning technique with NARX will contribute to the accurate prediction of flow rate with an unexpected extreme flood condition.

Estimation of Time-dependent Damage Paths of Armors of Rubble-mound Breakwaters using Stochastic Processes (추계학적 확률과정을 이용한 경사제 피복재의 시간에 따른 피해 경로 추정)

  • Lee, Cheol-Eung
    • Journal of Korean Society of Coastal and Ocean Engineers
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    • v.27 no.4
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    • pp.246-257
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    • 2015
  • The progressive degradation paths of structures have quantitatively been tracked by using stochastic processes, such as Wiener process, gamma process and compound Poisson process, in order to consider both the sampling uncertainty due to the usual lack of damage data and the temporal uncertainty associated with the deterioration evolution. Several important features of stochastic processes which should carefully be considered in application of the stochastic processes to practical problems have been figured out through assessing cumulative damage and lifetime distribution as a function of time. Especially, the Wiener process and the gamma process have straightforwardly been applied to armors of rubble-mound breakwaters by the aid of a sample path method based on Melby's formula which can estimate cumulative damage levels of armors over time. The sample path method have been developed to calibrate the related-parameters required in the stochastic modelling of armors of rubble-mound breakwaters. From the analyses, it is found that cumulative damage levels of armors have surely been saturated with time. Also, the exponent of power law in time, that plays a significant role in predicting the cumulative damage levels over time, can easily be determined, which makes the stochastic models possible to track the cumulative damage levels of armors of rubble-mound breakwaters over time. Finally, failure probabilities with respect to various critical limits have been analyzed throughout its anticipated service life.

Studies on the Electrochemical Behaviors, Spectrophotometric Determination of Heavy Lanthanide Ions and Heavy Metal Chelate Complexes with Bidentate Ligands(III) -Synthesis and Characterization of the Tetrakis(5,7-dichloro-8-quinolinato)(2-mercaptopyrimidinato) molybdenum(IV) Complex- (무거운 란탄이온의 전기화학적 거동, 분광학적 정량 및 중금속 이온과 두 자리 리간드 착물에 관한 연구(제 3 보): -테트라키스(5,7-디클로로-8-퀴놀리나토)(2-메르캅토피리미디나토) 몰리브데늄(IV) 착물의 합성 및 특성-)

  • Chang, Choo Hwan;Choi, Won Jong;Park, Keun Su;Son, Pyung Su;Suh, Moo Yul
    • Analytical Science and Technology
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    • v.6 no.5
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    • pp.417-424
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    • 1993
  • Eight-coordinate tetrakis molybdenum(IV) complexes containing 5,7-dichloro-8-hydroxyquinolinol(Hdcq) and 2-mercaptopyrimidine(Hmpd) has been prepared. $Mo(mpd)_4$, $Mo(dcq)(mpd)_3$, $Mo(dcq)_2(mpd)_2$, $Mo(dcq)_3(mpd)$ and $Mo(dcq)_4$ complexes have been isolated by thin-layer chromatography on silicagel plates. These complexes have been charaterized by $^1H-nmr$ spectrum and UV-Vis. spectrum. The chemical shift values of the protons ${\alpha}$ to the nitrogen in the ligands are shifted to down field. The relative intensities of the peaks which are positioned at the same proton of $Mo(dcq)(mpd)_3$ and $Mo(dcq)_3(mpd)$ are observed in 2:1 ratio, in case of $Mo(dcq)_2(mpd)_2$ appears in approximately a 1:1 ratio. The stereochemistry of the complexes in discussed in terms of their nmr spectrum and Orgel's rule. By vertue of the intensities (${\varepsilon}$>10,000~25,000) the low energy($16,600{\sim}19,800cm^{-1}$) bands are observed for the electronic spectra of the complexes are assigned as charge transfer bands.

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Failure Prediction for Weak Rock Slopes in a Large Open-pit Mine by GPS Measurements and Assessment of Landslide Susceptibility (대규모 노천광 연약암반 사면에서의 GPS 계측과 위험도평가에 의한 파괴예측)

  • SunWoo, Choon;Jung, Yong-Bok;Choi, Yo-Soon;Park, Hyeong-Dong
    • The Journal of Engineering Geology
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    • v.20 no.3
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    • pp.243-255
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    • 2010
  • The slope design of an open-pit mine must consider economical efficiency and stability. Thus, the overall slope angle is the principal factor because of limited support or reinforcement options available in such a setting. In this study, slope displacement, as monitored by a GPS system, was analyzed for a coal mine at Pasir, Indonesia. Predictions of failure time by inverse velocity analysis showed good agreement with field observations. Therefore, the failure time of an unstable slope can be roughly estimated prior to failure. A GIS model that combines fuzzy theory and the analytical hierarchy process (AHP) was developed to assess slope instability in open-pit coal mines. This model simultaneously considers seven factors that influence the instability of open-pit slopes (i.e., overall slope gradient, slope height, surface flows, excavation plan, tension cracks, faults, and water body). Application of the proposed method to an open-pit coal mine revealed an enhanced prediction accuracy of failure time and failure site compared with existing methods.

A Study on the Characteristics of Organic Concept and Interpretation at F. L. Wright and T. Ito's Architecture - Focus on Wright's Robie House and Ito's Sendai Mediatheque - (라이트와 이토 건축의 유기적 개념과 해석 특성에 관한 연구 - 라이트의 로비 하우스와 이토의 센다이 미디어 테크를 중심으로 -)

  • Park, Hyung-Jin
    • Korean Institute of Interior Design Journal
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    • v.22 no.4
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    • pp.23-32
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    • 2013
  • This study represents something in common and differences of organic characteristics between early modern architecture and contemporary architecture analysing F. L. Wright's Robie House and Toyo Ito's Sendai Mediatheque. A natural organic body cannot be separated from the natural environment, and each part of an architecture has each own property and forms a whole at the same time. That is a basic concept of organic architecture, and a framework for analysis is set up based on it. The followings are similarities and differences of organic concept and interpretation between Wright's Robie House and Ito's Sendai Mediatheque First, Wright' Robie house unites with the natural surrounding, using a physically close connection to the ground. In contract, Ito's Mediatheque shows characteristics of noncentural and fluidic space that are metaphorically reflecting tangible and intangible of factors in modern city, where there is an ambiguous physical boundary between architecture and urban environment. Next, floors, walls and ceilings of Wright's housing as for basic building blocks are physically separated and at the same time form formative unity from the point of view of a physical and structural organic body. And continuous flow of faces of separated walls form an organism united with the nature from a physical aspect. On the contrary to this, there is an no-boudary and floating organic architecture of integrated structure from ambiguous setting of relation between architecture and urban space in Ito's architecture. Especially, Mediatheque shows semantic integration of floating urban environmental factors through horizontal and vertical integration of horizontal slabs, vertical pipes, and skins. Last, horizontal and vertical factors of Wright' Housing is appreciated as an basic experienced structure in terms of spacial perception and fluidic inner spaces in Wright's housing is completed with a series of spatial experiences in a visual sense. On the other hand, no-boundary and floating space of Ito's architecture accept user's physical and virtual body. Especially, there is an integration transcending beyond time and space, accepting an imaginary body and events with the course of time at Ito's Mediatheque.

A Study on Control Algorithms of Efficiency Improvement Device for PV System Operation using Li-ion Battery (리튬이온전지를 이용한 태양광전원의 운용효율향상장치의 제어 알고리즘에 관한 연구)

  • Park, Ji-Hyun;Kim, Byung-Mok;Lee, Hu-Dong;Nam, Yang-Hyun;Rho, Dae-Seok
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.10
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    • pp.590-597
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    • 2018
  • Recently, the installation of PV systems has been increasing due to the worldwide interest in eco-friendly and renewable solar energy. On the other hand, the output power of PV systems is influenced strongly by the surrounding weather conditions. In addition, the entire operation efficiency of PV systems may be decreased considerably even if only some of the PV modules are in the shade. In other words, the existing control method at which strings with modules in series are connected to an inverter may be not operated in the case that the string voltage in partial shade is lower than the operating range of the grid connected inverter. To overcome these problems, this paper proposes an operation efficiency improvement device of a PV system using a Li-ion battery, which can compensate for the voltage of each string in the PV system when it is partially shaded. In addition, this paper presents the modeling of the operation efficiency improvement device, including PV strings, Li-ion battery and a 3-Phase grid inverter based on the PSIM S/W. From the simulation results, it was confirmed that the proposed control method can improve the operating efficiency of PV systems by compensating for the string voltage with partial shade.

Phosphate Adsorption Characteristics of Zirconium Mesostructure Synthesized under Different Conditions (지르코늄 메조구조체의 합성조건 변화에 따른 인 흡착 특성)

  • Lee, Seung-Hak;Lee, Kwan-Yong;Lee, Sang-Hyup;Choi, Yong-Su
    • Journal of Korean Society of Environmental Engineers
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    • v.28 no.6
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    • pp.583-587
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    • 2006
  • In this study, the phosphate adsorption characteristics of zirconium mesostructures synthesized under different conditions were estimated. X-ray diffraction analysis, phosphate adsorption isotherm test and kinetic test was performed for the zirconium mesostructures synthesized at different inorganic/surfactant molar ratio and with different surfactant templates. The test results were analyzed with adsorption models. From this work, it was found that at the inorganic/surfactant molar ratio of 1/0.50($0.013{\cdot}Zr(SO_4){_2}:0.068{\cdot}surfactant:5.55{\cdot}H_2O$), the meso-pores in the material could be most uniformly and clearly formed and thus the adsorption capacity and reaction rate of material could be maximized. And the pore size in the mesostructure increased with the chain length of surfactant template used, and maximum phosphate adsorption amount and reaction rate could be achieved with the zirconium mesostructure synthesized with the surfactant template of dodecyltrimethylammonium bromide.

Concrete Degradation Comparison of Computer Programs for Post-Closure Safety Assessment of Wolsong Low-and Intermediate-Level Radioactive Waste Disposal Facility (월성원자력환경관리센터 폐쇄 후 안전평가 컴퓨터프로그램의 콘크리트 열화현상에 대한 상호비교)

  • Jung, Kang-Il;Bang, Je-Heon;Park, Jin Beak;Yoon, Jeong Hyoun
    • Journal of Nuclear Fuel Cycle and Waste Technology(JNFCWT)
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    • v.11 no.4
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    • pp.311-324
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    • 2013
  • To ensure the reliability of computer programs used for the post-closure safety assessment in the Wolsong LILW Center, the results from MASCOT, SAFE-ROCK and GOLDSIM programs are compared with a problem for degradation. Advantages and disadvantages of each computer programs are individually analyzed. Effects on the individual dose are assessed with each computer programs. MASCOT and SAFE-ROCK showed similar results for $^{129}I$ and $^3H$. However, GOLDSIM represented different results for $^{129}I$ and $^3H$. It is analyzed further and compared with the fluxes in each barrier of the disposal system. Througout the benchmarking testing of the computer program, the limitation of computer program can be continuously found out for the mature post-closure safety of Korean radwaste disposal system.

Factors Influencing the Communication Skill for the Elderly of Dental Hygienist (치과위생사의 노인에 대한 의사소통능력에 영향을 미치는 요인)

  • Lim, Hee-Jung;Kim, Hyoung-Joo
    • The Journal of the Korea Contents Association
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    • v.16 no.6
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    • pp.627-635
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    • 2016
  • The purpose of this study was to investigate the communication skill of a dental hygienist for the elderly. The self-administered questionnaire selected by convenience sampling method from January 2 to February 14, 2015, Seoul, Kyungki, Incheon regions final analysis section 233 to target dental hygienist working under a dentist institutions. This study analyzed collected data by t-test, ANOVA, pearson correlation coefficient, and multiple regression. According to multiple regression analysis results can be number of worker, the main task, living experience feelings adjusted variable, as a result work in the dental hospital(B=.292 SE=.074), more like the elderly preference(B=.282, SE=.141), the behavior of the elderly(B=-.223, SE=.043) found that the more positive the impact. Therefore, the more exposure for your understanding and the elderly relationships for the the elderly appeared to affect the communication skill necessary to develop training programs that can improve the communication skill of a dental hygienist and apply to be prepared for the coming aging society.

Dispersion of Particle Pulse in Human Lung Airway (인체기관지내의 입자펄스 확산 실험)

  • 이진원;이동엽;추경호
    • Journal of Biomedical Engineering Research
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    • v.19 no.5
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    • pp.511-518
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    • 1998
  • In order to develop the aerosol bolus technique which is thought to be a potential tool for probing geometries or abnormalities of small airways, an experimental system of measuring fast time variations of particle concentration in the inhaled and exhaled breathing air was developed. The system generates monodisperse sebacic acrid particles of 1 micron size and 1.2 of geometric standard deviation in high concentration of $10^8$ particles/cc, delivers a short pulse of particles at the controlled instant during inhalation using a solenoid valve, and measures the fast change of particle concentration in using the laser light scattering. Successful operation of the generator and the measuring system was confirmed by smooth concentration profiles in inhalation. It was also confirmed that maintaining a constant breathing rate is essential to stable outputs and any disturbance in flow rate near the mode (maximum concentration) induces a large number of spurious peaks in the exhalation. Experimental data without strict control of breathing flow rate showed a substantial amount of scatter. The measured results showed an improvement in scatter over the existing results. When compared with theoretical predictions from 1-D convective diffusion equation and other experiments, general characteristics of dispersion for several penetration depths showed a good agreement, but there exists some difference in absolute values, which is attributed to the difference in body conditions. Improvements are needed in the theory, especially in relation to correcting for the effect of breathing flow rate.

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