• Title/Summary/Keyword: 생성모형

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Filling in Hydrological Missing Data Using Imputation Methods (Imputation Method를 활용한 수문 결측자료의 보정)

  • Kang, Tae-Ho;Hong, Il-Pyo;Km, Young-Oh
    • Proceedings of the Korea Water Resources Association Conference
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    • 2009.05a
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    • pp.1254-1259
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    • 2009
  • 과거 관측된 수문자료는 분석을 통해 다양한 수문모형의 평가 및 예측과 수자원 정책결정에서 활용된다. 하지만 관측장비의 오작동 및 관측범위의 한계에 의해 수집된 자료에는 결측이 존재한다. 단순히 결측이 존재하는 벡터를 제외하거나, 결측이 존재하는 자료 구간에 선형성이 존재한다는 가정 하에 평균을 활용하기도 했으나, 이로 인하여 자료의 통계특성에 왜곡이 야기될 수 있다. 본 연구는 결측의 보정으로 자료가 보유하는 정보의 손실 및 왜곡을 최소화 할 수 있는 방안을 연구하고자 한다. 자료의 결측은 크게 완벽한 무작위 결측(missing completely at random, MCAR), 무작위 결측(missing at random, MAR), 무작위성이 없는 결측(nonrandom missingness)으로 분류되며, 수문자료는 결측을 포함한 기간이 그 외 기간의 자료와 통계적으로 동일하지는 않지만 결측자료의 추정이 가능한 MAR에 속하는 것이 일반적이므로 이를 가정으로 결측을 보정하였다. Local Lest Squares Imputation(LLSimput)을 결측의 추정을 위해 사용하였으며, 기존에 쉽게 사용되던 선형보간법과 비교하였다. 적용성 평가를 위해 소양강댐 일 유입량 자료에 1 - 5 %의 결측자료를 임의로 생성하였다. 동일한 양의 결측자료에 대해 100개의 셋을 사용하여 보정의 불확실성 범위를 적용된 방법에 대해 비교..평가하였으며, 결측 증가에 따른 보정효과의 변화를 검토하였다. Normalized Root Mean Squared Error(NRMSE)를 사용하여 적용된 두 방법을 평가한 결과, (1) 결측자료의 비가 낮을수록 간단한 선형보간법을 사용한 보정이 효과적이었다. (2) 하지만 결측의 비가 증가할수록 선형보간법의 보정효과는 점차 큰 불확실성과 낮은 보정효과를 보인 반면, (3) LLSimpute는 결측의 증가에 관계없이 일정한 보정효과 및 불확실성 범위를 나타내는 것으로 드러났다.

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Modelling of sediment yields of Yongdam basin using SWAT model (SWAT 모델을 이용한 용담댐 유역 유사량 모의)

  • Lee, Geun-Sang;Kim, Yu-Ri;Ye, Lyeong;Lee, Eul-Rae
    • Proceedings of the Korea Water Resources Association Conference
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    • 2009.05a
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    • pp.934-938
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    • 2009
  • 금강상류유역에 위치한 용담다목적댐은 2001년에 준공되어 전북지역과 서해안 산업 개발지역에 공급하고 있다. 용담댐 하류유역에 관한 연구는 많이 진행되고 있지만, 상류유역에 관한 연구는 그 수가 미비하여 본 연구에서는 SWAT 모델을 이용하여 용담댐 상류유역에 대한 유출량과 유사량을 기측정된 자료와 비교 검토함으로써, 적정성을 평가하고자 한다. 본 연구에서는 준 분포형 강우-유출 모델인 SWAT 모델을 이용하여 용담댐유역에 대한 유출량과 유사량을 산정하였다. 모형을 구축하고자 DEM과 토지이용도, 토양도를 사용하여, 총 208개의 HRU를 생성하였으며, 천천과 동향 수위국 및 용담댐에 대해서 월유출량을 Calibration 결과는 천천의 EI와 $R^2$는 각각 0951과 0.952이며, 동향의 EI와 $R^2$는 각각 0.868과 0.869로 나타났으며, 용담댐의 EI와 $R^2$는 각각 0.938과 0.964로 나타났다. 월 유사량에 대한 천천의 EI와 $R^2$는 각각 0.943과 0.947이며, 동향의 EI와 $R^2$는 각각 0.759과 0.772으로 나타났다. 이로서, 본 연구에서는 용담댐 상류유역에 대한 하천유입량과 유사량의 변화를 기구축된 자료와 비교 검토한 결과 SWAT 모델이 용담댐 상류유역의 유출특성을 잘 반영하는 것으로 나타나, 향후 용담댐 하천 유입량과 유사량 변화를 예측하는데에 많은 도움이 될 것으로 판단된다.

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A Study on Automatic Expansion of Dialogue Examples Using Logs of a Dialogue System (대화시스템의 로그를 이용한 대화예제의 자동 확충에 관한 연구)

  • Hong, Gum-Won;Lee, Jeong-Hoon;Shin, Jung-Hwi;Lee, Do-Gil;Rim, Hae-Chang
    • 한국HCI학회:학술대회논문집
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    • 2009.02a
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    • pp.257-262
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    • 2009
  • This paper studies an automatic expansion of dialogue examples using the logs of an example-based dialogue system. Conventional approaches to example-based dialogue system manually construct dialogue examples between humans and a Chatbot, which are labor intensive and time consuming. The proposed method automatically classifies natural utterance pairs and adds them into dialogue example database. Experimental results show that lexical, POS and modality features are useful for classifying natural utterance pairs, and prove that the dialogue examples can be automatically expanded using the logs of a dialogue system.

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Development of a Spider Inquiry Program for Elementary Students based on the Scientific-Knowledge Generation Model (과학 지식 생성 모형을 기반으로 한 초등학생용 거미 탐구 프로그램 개발)

  • Shin, Dong-Hoon;Kim, Suk-Ki;Kwon, Yong-Ju
    • Journal of Korean Elementary Science Education
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    • v.25 no.spc5
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    • pp.465-475
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    • 2007
  • The purpose of this study was to develop a spider inquiry program for elementary school students based on the scientific-knowledge generating model. For the purposes of this study, we selected three species of snider (e.g. Pardosa astrigera, Argiope bruennichii, Nephila clavata) which were easily found in a school garden by elementary school students. The spider inquiry program was based on a model of the process of scientific-knowledge generation, and consisted of two sections: for students and teachers. The students' program was designed to generate scientific-knowledge, whilst the teachers' program was designed to guide the inquiry smoothly even in the case of teachers who lack experience in inquiry activities or possess limited subject knowledge on spiders. As a result, this program was found to have an influence on generating the scientific-knowledge of elementary students and the results further suggest that it may be helpful to teachers conducting an inquiry activity. Additionally, this program could be used as a selective activity lesson such as a science inquiry lesson, or as a biology inquiry class, as a weekend life experience study or as an activity on a science camp.

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A Methodology for Providing More Reliable Traffic Safety Warning Information based on Positive Guidance Techniques (Positive Guidance 기법을 응용한 실시간 교통안전 경고정보 제공방안)

  • Kim, Jun-Hyeong;O, Cheol;O, Ju-Taek
    • Journal of Korean Society of Transportation
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    • v.27 no.2
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    • pp.207-214
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    • 2009
  • This study proposed an advanced warning information system based on real-time traffic conflict analysis. An algorithm to detect and analyze unsafe traffic events associated with car-following and lane-changes using individual vehicle trajectories was developed. A positive guidance procedure was adopted to provide warning information to alert drivers to hazardous traffic conditions derived from the outcomes of the algorithm. In addition, autoregressive integrated moving average (ARIMA) analyses were conducted to investigate the predictability of warning information for the enhancement of information reliability.

Soyprotein Fiber Formation (대두 단백섬유의 제조에 관한 연구)

  • Byun, Si-Myung;Kwon, Jong-Hoon;Kim, Chul-Jin;Lee, Yang-Hee
    • Korean Journal of Food Science and Technology
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    • v.10 no.2
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    • pp.143-150
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    • 1978
  • In our previous report (Korean J. Food Sci. Technol., 9, 123. (1977), functional properties of soyprotein isolates prepared from defatted soybean meal were studied. Using those properties soyprotein fibers, which may be acceptable as meat analogs, were prepared with protein spinning apparatus. Soyprotein can be converted into the suitable form for the spinning by denaturation with alkali (0.6%) and continuous fibers were spun by extruding spinning solution into an 20% NaCl-1 N acetic acid coagulating bath. The process for producing soyprotein fibers on a bench scale was described and break strength, break elongation and textural parameters of the fibers formed were evaluated. The possible scheme of formation of soyprotein fibers was discussed.

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An Approximation of the Cumulant Generating Functions of Diffusion Models and the Pseudo-likelihood Estimation Method (확산모형에 대한 누율생성함수의 근사와 가우도 추정법)

  • Lee, Yoon-Dong;Lee, Eun-Kyung
    • Journal of the Korean Operations Research and Management Science Society
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    • v.38 no.1
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    • pp.201-216
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    • 2013
  • Diffusion is a basic mathematical tool for modern financial engineering. The theory of the estimation methods for diffusion models is an important topic of the financial engineering. Many researches have been tried to apply the likelihood estimation method for estimating diffusion models. However, the likelihood estimation method for diffusion is complicated and needs much amount of computing. In this paper we develop the estimation methods which are simple enough to be compared to the Euler approximation method, and efficient enough statistically to be compared to the likelihood estimation method. We devise pseudo-likelihood and propose the maximum pseudo-likelihood estimation methods. The pseudo-likelihoods are obtained by approximating the transition density with normal distributions. The means and the variances of the distributions are obtained from the delta expansion suggested by Lee, Song and Lee (2012). We compare the newly suggested estimators with other existing estimators by simulation study. From the simulation study we find the maximum pseudo-likelihood estimator has very similar properties with the maximum likelihood estimator. Also the maximum pseudo-likelihood estimator is easy to apply to general diffusion models, and can be obtained by simple numerical steps.

정유사 주유소간 휘발유 가격발견에 관한 연구

  • Park, Hae-Seon
    • Environmental and Resource Economics Review
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    • v.21 no.3
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    • pp.493-517
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    • 2012
  • This paper analyzes a price discovery process for gasoline among branded and independent stations in Korea using a vector error correction model (VECM) and directed acyclic graphs (DAG). Two data sets for daily prices of medium level gasoline running from April 15, 2008 to May 31, 2009 and from January 1, 2011 to December 31, 2011 are used for empirical analysis. Empirical results show that S-OIL has an exogeneity and played a important role in the flow of price information in the market in the first period. In the second period, SK energy played a key role in price discovery process in the market. The price of NH-OIL stations do not cause the price of any other stations, which implies that the entrance of new branded stations with lower gasoline price to market has no influence on gasoline prices of retail markets.

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Evaluation of GIS-based Soil Erosion Amount with Turbid Water Data (탁수자료를 이용한 GIS 기반의 토사유실량 평가)

  • Lee, Geun-Sang;Cho, Gi-Sung
    • Journal of Korean Society for Geospatial Information Science
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    • v.12 no.4 s.31
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    • pp.75-81
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    • 2004
  • Because geological types and land cover conditions of Imha basin have a very weak characteristics to soil erosion, most soil particles (low into river and bring about high density turbidity in Imha reservoir when it rains a lot. This study used GIS-based RUSLE model and analyzed soil erosion to make basic data for the countermeasures of turbidity reduction in Imha reservoir. Total soil erosion amounts was evaluated as 5,782,829 ton/yr using rainfall data(2003) and especially Dongbu-basin was extracted as most source area or soil erosion among Imha sub-basin. Also it was evaluated that soil erosion amount by RUSLE model was suitable by applying turbidity survey data.

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Design and Implementation of Component Storages for Developing Component-Based Game Engines (컴포넌트 기반 게임엔진 개발을 지원하는 컴포넌트 저장소의 설계 및 구현)

  • Song Eui Cheol;Kim Jung Jong
    • The KIPS Transactions:PartD
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    • v.12D no.2 s.98
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    • pp.267-274
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    • 2005
  • New game softwares usually have much similarities with old one in the sense of properties and procedures. But nevertheless, the development could be duplicated several times without referencing or reusing of others. In addition, because there is no standardized process about the game engine, the products generated by other software development processes are difficult to understand and to reuse. Therefore, the enterprise developing new game software newly analyze and design although it is same process as the old one. This paper proposes the improved process of the game engine, analysis of structures and relations, classification of the class and the module and their combination methods, implementation of storage, and processor model to apply the component based development method to the game engine.