• Title/Summary/Keyword: 오차한계

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Improving Forecasts of Dam Inflow Using Rescaling Errors From ANN and Regression Model (ANN과 회귀모형의 오차 수정을 통한 댐 유입량 예측 향상)

  • Jang, Sun-Woo;Yoo, Ji-Young;Kim, Tae-Woong
    • Proceedings of the Korea Water Resources Association Conference
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    • 2010.05a
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    • pp.1164-1168
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    • 2010
  • 수자원이 우리 생활의 전반적으로 중요한 역할을 차지하면서 댐의 효율적인 운영과 안정적인 용수공급에 대한 연구는 지속적으로 수행되어지고 있다. 1990년대 이후 비선형적인 특성을 잘 모의하는 장점을 가진 인공신경망(ANN)을 이용하여 유입량 예측에 대한 많은 연구가 수행되었다. 하지만 ANN 모형을 포함한 회귀모형은 월 강우 및 유입량의 예측에 대해 간편하게 사용을 할 수 있지만, 예측의 정확성에 한계를 가지고 있다. 본 연구에서는 ANN 모형과 회귀모형의 예측오차를 후처리 과정을 통하여 오차를 줄임으로써 예측모형의 성과를 향상시키는 방법을 제안하였다. 연구지역은 금강수계의 대청댐 유역으로, 1982년 9월부터 2005년 12월에 해당하는 유역 내 11개 지점의 강우관측소에서 관측한 월 강우와 댐 유입량을 수집하여 모형을 구축하였다. 강우량과 유입량 자료에 대해 자기상관함수와 교차상관함수를 이용하여 입력변수를 결정하였고, 정규화를 통한 전처리 과정을 거쳐 ANN 모형과 회귀모형을 이용한 예측모형을 구축하였으며, 예측성과의 향상을 위하여 군집 분석을 이용하여 오차를 재조정하였다. 이러한 오차 후처리 과정을 포함한 모형은 RMSE와 상관계수를 이용하여 비교 평가한 결과, 예측성과를 약 40% 정도 향상시켰다.

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Prediction of the Detonation Limit of the Flammable Gases and Vapors Using the Stoichiometric Coefficient (양론계수를 이용한 가연성가스와 증기의 폭굉한계 예측)

  • Ha, Dong-Myeong
    • Fire Science and Engineering
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    • v.22 no.3
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    • pp.228-233
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    • 2008
  • Detonation limit is one of the major physical properties used to determine the fire and explosion hazards of the flammable substances. In this study, the lower detonation limits (LDL) and the upper detonation limits (UDL) of the flammable substances predicted with the appropriate use of the heat of combustion and the stoichiometric coefficient. The values calculated by the proposed equations were a good agreement with literature data within a few percent. From a given results, It is to be hoped that this methodology will contribute to the estimation of the detonation limits of for other flammable substances.

Prediction of Explosion Limits of Ethers by Using Heats of Combustion and Stoichiometric Coefficients (연소열과 화학양론계수를 이용한 에테르류의 폭발한계의 예측)

  • Ha, Dong-Myeong
    • Journal of the Korean Institute of Gas
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    • v.15 no.4
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    • pp.44-50
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    • 2011
  • Explosion limit is one of the major combustion properties used to determine the fire and explosion hazards of the flammable substances. In this study, the lower explosion limit(LEL) and upper explosion limit(UEL) of ethers were predicted by using the heat of combustion and stoichiometric coefficients. The values calculated by the proposed equations agreed with literature data within a few percent. From the given results, using the proposed methodology, it is possible to predict the explosion limits of the other flammable ethers.

Estimation of Explosion Limits by Using Heats of Combustion for Esters (에스테르류의 연소열을 이용한 폭발한계의 예측)

  • Ha, Dong-Myeong
    • Fire Science and Engineering
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    • v.24 no.3
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    • pp.66-71
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    • 2010
  • In order to evaluate the fire and explosion involved and to ensure the safe and optimized operation of chemical processes, it is necessary to know combustion properties. Explosion limit is one of the major combustion properties used to determine the fire and explosion hazards of the flammable substances. In this study, the lower explosion and upper explosion limits of esters were predicted by using the heat of combustion. The values calculated by the proposed equations agreed with literature data within a few percent. From the given results, using the proposed methodology, it is possible to predict the explosion limits of the other ester flammable substances.

Prediction of Explosion Limits Using Normal Boiling Points and Flash Points of Alcohols Based on a Solution Theory (용액론에 근거한 표준끓는점과 인화점을 이용한 알코올류의 폭발한계 예측)

  • Ha Dong-Myeong
    • Fire Science and Engineering
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    • v.19 no.4 s.60
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    • pp.26-31
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    • 2005
  • In order to evaluate the fire and explosion involved and to ensure the safe and optimized operation of chemical processes, it is necessary to know combustion properties. Explosion limit is one of the major combustion properties used to determine the fire and explosion hazards of the flammable substances. In this study, the explosion limits of alcohols were predicted by using the normal boiling points and the flash points based on a solution theory. The values calculated by the proposed equations agreed with literature data within a few percent. From the given results, using the proposed methodology; it is Possible to Predict the explosion limits of the other flammable substances.

Practical Interpretation and Source of Error in Traffic Assignment Based on Korea Transport Database(KTDB) (KTDB 기반 노선배정의 예측오차 원인과 분석결과 해석)

  • KIM, Ikki
    • Journal of Korean Society of Transportation
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    • v.34 no.5
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    • pp.476-488
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    • 2016
  • This study reviewed factors and causes that affect on reliability and accuracy of transportation demand forecasting. In general, the causes of forecasting errors come from variety and irregularity of trip behaviors, data limitation, data aggregation and model simplification. Theoretical understanding about the inevitable errors will be helpful for reasonable decision making for practical transportation policies. The study especially focused on traffic assignment with the KTDB data, and described the factors and causes of errors by classifying six categories such as (1) errors in input data, (2) errors due to spacial aggregation and representation method of network, (3) errors from representing values for variations of traffic patterns, (4) errors from simplification of traffic flow model, and (5) errors from aggregation of route choice behavior.

A Reservoir Operation Plan Coupled with Storage Forecasting Models in Existing Agricultural Reservoir (농업용 저수지에서 저수량 예측 모형과 연계한 저수지 운영 개선 방안의 모색)

  • Ahn, Tae-Jin;Lee, Jae-Young;Lee, Jae-Young;Yi, Jae-Eung;Yoon, Yang-Nam
    • Journal of Korea Water Resources Association
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    • v.37 no.1
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    • pp.77-86
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    • 2004
  • This paper presents a reservoir operation plan coupled with storage forecasting model to maintain a target storage and a critical storage. The observed storage data from 1990 to 2001 in the Geum-Gang agricultural reservoir in Korea have been applied to the low flow frequency analysis, which yields storage for each return period. Two year return period drought storage is then designated as the target storage and ten year return period drought storage as the critical storage. Storage in reservoir should be forecasted to perform reasonable reservoir operation. The predicted storage can be effectively utilized to establish a reservoir operation plan. In this study the autoregressive error (ARE) model and the ARIMA model are adopted to predict storage of reservoir. The ARIMA model poorly generated reservoir storage in series because only observed storage data were used, but the autoregressive error model made to enhance the reliability of the forecasted storage by applying the explanation variables to the model. Since storages of agricultural reservoir with respect to time have been affected by irrigation area, high or mean temperature, precipitation, previous storage and wind velocity, the autoregressive error model has been adopted to analyze the relationship between storage at a period and affecting factors for storage at the period. Since the equation for predicting storage at a period by the autoregressive error model is similar to the continuity equation, the predicting storage equation may be practical. The results from compared the actual storage in 2002 and the predicted storage in the Geum-Gang reservoir show that forecasted storage by the autoregressive error model is reasonable.

A Study for the Limitation of Measurement Accuracy and Reliability of Autostigmatic Null lens System by Adjustment and Fixing Process (조정방식과 경통고정방식에 대한 자동무수차점 널 렌즈 광학계의 측정 정밀도 한계 및 신뢰도)

  • Lee, Young-Hun;Rim, Cheon-Seog
    • Korean Journal of Optics and Photonics
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    • v.16 no.5
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    • pp.440-445
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    • 2005
  • The limitation of measurement accuracy and reliability of autostigmatic null lens system are studied for the cases of using inter-distance of null lenses as the adjustment factor of alignment and fixing the distance by mounting. If we investigate the first case, the wavefront aberration of null lens system is compensated by the adjustment process even though the shape of aspherical surface is not properly fabricated. As the result, it brings about the problem of measurement reliability. However, for the fixing process by mounting null lenses, it doesn't cause the reliability problem because the wavefront aberration of null lens system is not compensated. Further, the fixing process shows nearly same result in measurement accuracy to the adjustment process, that is, $0.0316{\lambda}$ vs. $0.0326{\lambda}$. So, we can conclude the setup for autostigmatic null lens system must be constituted by means of the fixing process. Meanwhile, we introduce and define the alignment aperture on aspheircal mirror, which can be approximated as spherical zone for alignment of null lens system, and besides, we calculate the required fabrication accuracy of the zone for the necessary measurement accuracy.

A study on spatial error occurrence characteristics of precipitation estimation of rainfall radar (강우레이더 강수량 관측의 공간적 오차 발생 특성 연구)

  • Hwang, Seokhwana;Yoon, Jung Soo;Kang, Narae
    • Journal of Korea Water Resources Association
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    • v.55 no.12
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    • pp.1105-1114
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    • 2022
  • A study on a method to overcome the limitations of the topographical and hydrological observation environment for estimating the QPE with high consistency with the ground rainfall by utilizing the spatiotemporal observation advantages of the rainfall radar for use in flood forecasting, and quantitative observations of localized rainfall due to these limiting conditions Uncertainty should be identified in terms of flood analysis. Against this background, in this study, 22 major heavy rain events in 2016 were analyzed for each of Mt. Biseul (BSL), Mt. Sobaek (SBS), Mt. Gari (GRS), Mt. Mohu (MHS), and Mt. Seodae (SDS) to determine the observation distance and altitude. The uncertainty of observation was quantified and an error map was derived. As a result of the analysis, it was found that, on average, the rainfall radar exceeded 10% up to 100 km and 30% over 150 km. Based on the average radar operating altitude angle, it was found that the error for the altitude was approximately 10% or less up to the second altitude angle, 20% at the third or higher altitude angle, and more than 50% at the fourth altitude angle or higher.

Real-time blending method development of radar-based QPF and numerical weather prediction models for hydrological application (수문학적 활용을 위한 레이더와 수치예보모델 예측강우의 실시간 병합 기법 개발)

  • Yoon, Seong-Sim;Lee, Dong-Ryul
    • Proceedings of the Korea Water Resources Association Conference
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    • 2018.05a
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    • pp.99-99
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    • 2018
  • 기상이변으로 인해 국지성 호우의 발생 증가와 그로 인한 수재해 피해가 증가하고 있다. 따라서 수재해를 사전에 예측하고 저감하기 위해 비구조물적 대책인 실시간 홍수예보시스템 개발 및 운영에 관한 연구들이 수행되고 있다. 일반적으로 홍수예보시스템은 대피선행시간 확보를 위해서 초단시간 혹은 단기 수치예보모델을 수문해석모형이나 예보기법의 입력으로 활용하고 있다. 초단시간 예측은 기상레이더를 기반으로 외삽, 이류, 셀 추적 등의 기법을 활용하여 0~3시간 이내의 강수예측을 수행한다. 그러나 역학이나 물리적 과정이 동반되지 못하여 0~ 2시간 이내에서의 예측성은 높은 반면, 예측시간이 길어질수록 예측력이 낮아진다. 단기수치예보모델은 종관관측에 의존하면서 역학이나 물리과정을 동반하므로 0~6시간 혹은 12시간 이상의 예측을 수행하지만, 수치모델의 고유특성인 스핀업 등의 예측 불확실성이 내재되어 있어 예측 초기시간에서의 예측력이 낮은 한계가 있다. 따라서 강수예측의 정확도 향상을 위해 레이더와 수치예보모델의 병합기법이 필요하다. 본 연구에서는 통계분석을 통해 경험적으로 산출된 시간적 가중치를 이용한 기존 병합기법의 한계를 극복하면서 호우에 따른 가변성을 반영하는 실시간 병합기법을 개발하고, 수문학적인 활용성을 평가하고자 하였다. 사용된 예측강우 자료는 레이더 기반인 MAPLE, KONOS, 공간규모분할 예측강우와 수치예보모델 기반인 UM와 ASAPS의 예측강우이며, 제시한 가중치 산정기법은 직전 예측강우의 오차가 현 시점의 예측강우의 오차와 유사하다는 가정하에 오차항을 포함한 과거 1시간 예측강우들간의 가중치 조합이 과거 지상관측강우와의 평균제곱근오차가 최소가 되도록 화음 탐색법을 이용하여 찾는 것이다. 가중치 조합은 예측강우의 생산 시간 간격을 고려하여 매 10분마다 산정하며, 미래 3시간 예측까지 산정된 가중치를 적용한다. 수도권 영역을 대상으로 병합된 예측강우와 레이더 관측강우를 비교한 결과, 정량적 정확도가 향상됨을 확인할 수 있었다. 또한, 예측강우의 수문학적 활용성은 도시유출해석모의를 통해 평가하였다. 그 결과, 병합된 예측강우로 모의된 수심이 관측수심과 유사하여 수문학적 활용성 확인할 수 있었다.

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