• 제목/요약/키워드: sensitivity to initial condition

검색결과 75건 처리시간 0.029초

통합모델의 초기 자료에 대한 예측 민감도 산출 도구 개발 (Development of Tools for calculating Forecast Sensitivities to the Initial Condition in the Korea Meteorological Administration (KMA) Unified Model (UM))

  • 김성민;김현미;주상원;신현철;원덕진
    • 대기
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    • 제21권2호
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    • pp.163-172
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    • 2011
  • Numerical forecasting depends on the initial condition error strongly because numerical model is a chaotic system. To calculate the sensitivity of some forecast aspects to the initial condition in the Korea Meteorological Administration (KMA) Unified Model (UM) which is originated from United Kingdom (UK) Meteorological Office (MO), an algorithm to calculate adjoint sensitivities is developed by modifying the adjoint perturbation forecast model in the KMA UM. Then the new algorithm is used to calculate adjoint sensitivity distributions for typhoon DIANMU (201004). Major initial adjoint sensitivities calculated for the 48 h forecast error are located horizontally in the rear right quadrant relative to the typhoon motion, which is related with the inflow regions of the environmental flow into the typhoon, similar to the sensitive structures in the previous studies. Because of the upward wave energy propagation, the major sensitivities at the initial time located in the low to mid- troposphere propagate upward to the upper troposphere where the maximum of the forecast error is located. The kinetic energy is dominant for both the initial adjoint sensitivity and forecast error of the typhoon DIANMU. The horizontal and vertical energy distributions of the adjoint sensitivity for the typhoon DIANMU are consistent with those for other typhoons using other models, indicating that the tools for calculating the adjoint sensitivity in the KMA UM is credible.

2007년 5월 6-8일 황사 현상의 예측 민감도 분석 (Forecast Sensitivity Analysis of An Asian Dust Event occurred on 6-8 May 2007 in Korea)

  • 김현미;계준경
    • 대기
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    • 제20권4호
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    • pp.399-414
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    • 2010
  • Sand and dust storm in East Asia, so called Asian dust, is a seasonal meteorological phenomenon. Mostly in spring, dust particles blown into atmosphere in the arid area over northern China desert and Manchuria are transported to East Asia by prevailing flows. An Asian dust event occurred on 6-8 May 2007 is chosen to investigate how sensitive the Asian dust transport forecast to the initial condition uncertainties and to interpret the characteristics of sensitivity structures from the viewpoint of dynamics and predictability. To investigate the forecast sensitivities to the initial condition, adjoint sensitivities that calculate gradient of the forecast aspect (i.e., response function) with respect to the initial condition are used. The forecast aspects relevant to Asian dust transports are dry energy forecast error and lower tropospheric pressure forecast error. The results show that the sensitive regions for the dry energy forecast error and the lower tropospheric pressure forecast error are initially located in the vicinity of the trough and then propagate eastward as the surface low system moves eastward. The vertical structures of the adjoint sensitivities for the dry energy forecast error are upshear tilted structures, which are typical adjoint sensitivity structures for extratropical cyclones. Energy distribution of singular vectors also show very similar structures with the adjoint sensitivities for the dry energy forecast error. The adjoint sensitivities of the lower tropospheric pressure forecast error with respect to the relative vorticity show that the accurate forecast of the trough (or relative vorticity) location and intensity is essential to have better forecasts of the Asian dust event. Forecast error for the atmospheric circulation during the dust event is reduced 62.8% by extracting properly weighted adjoint sensitivity perturbations from the initial state. Linearity assumption holds generally well for this case. Dynamics of the Asian dust transport is closely associated with predictability of it, and the improvement in the overall forecast by the adjoint sensitivity perturbations implies that adjoint sensitivities would be beneficial in improving the forecast of Asian dust events.

초기조건과 배출량이 자료동화를 사용하는 미세먼지 예보에 미치는 영향 분석 (An Analysis on Effects of the Initial Condition and Emission on PM10 Forecasting with Data Assimilation)

  • 박윤서;장임석;조석연
    • 한국대기환경학회지
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    • 제31권5호
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    • pp.430-436
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    • 2015
  • Numerical air quality forecasting suffers from the large uncertainties of input data including emissions, boundary conditions, earth surface properties. Data assimilation has been widely used in the field of weather forecasting as a way to reduce the forecasting errors stemming from the uncertainties of input data. The present study aims at evaluating the effect of input data on the air quality forecasting results in Korea when data assimilation was invoked to generate the initial concentrations. The forecasting time was set to 36 hour and the emissions and initial conditions were chosen as tested input parameters. The air quality forecast model for Korea consisting of WRF and CMAQ was implemented for the test and the chosen test period ranged from November $2^{nd}$ to December $1^{st}$ of 2014. Halving the emission in China reduces the forecasted peak value of $PM_{10}$ and $SO_2$ in Seoul as much as 30% and 35% respectively due to the transport from China for the no-data assimilation case. As data assimilation was applied, halving the emissions in China has a negligible effect on air pollutant concentrations including $PM_{10}$ and $SO_2$ in Seoul. The emissions in Korea still maintain an effect on the forecasted air pollutant concentrations even after the data assimilation is applied. These emission sensitivity tests along with the initial condition sensitivity tests demonstrated that initial concentrations generated by data assimilation using field observation may minimize propagation of errors due to emission uncertainties in China. And the initial concentrations in China is more important than those in Korea for long-range transported air pollutants such as $PM_{10}$ and $SO_2$. And accurate estimation of the emissions in Korea are still necessary for further improvement of air quality forecasting in Korea even after the data assimilation is applied.

한국어 화자의 영어 양순음 /b/와 순치음 /v/ 식별에서 시각 단서의 효과 (The Effect of Visual Cues in the Identification of the English Consonants /b/ and /v/ by Native Korean Speakers)

  • 김윤현;고성룡
    • 말소리와 음성과학
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    • 제4권3호
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    • pp.25-30
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    • 2012
  • This study investigated whether native Korean listeners could use visual cues for the identification of the English consonants /b/ and /v/. Both auditory and audiovisual tokens of word minimal pairs in which the target phonemes were located in word-initial or word-medial position were used. Participants were instructed to decide which consonant they heard in $2{\times}2$ conditions: cue (audio-only, audiovisual) and location (word-initial, word-medial). Mean identification scores were significantly higher for audiovisual than audio-only condition and for word-initial than word-medial condition. Also, according to signal detection theory, sensitivity, d', and response bias, c were calculated based on both hit rates and false alarm rates. The measures showed that the higher identification rate in the audiovisual condition was related with an increase in sensitivity. There were no significant differences in response bias measures across conditions. This result suggests that native Korean speakers can use visual cues while identifying confusing non-native phonemic contrasts. Visual cues can enhance non-native speech perception.

OZIPR 모델링 결과의 민감도 분석 (A Sensitivity Analysis of the OZIPR Modeling Result for the Seoul Metropolitan Area)

  • 이선화;;김용표
    • 한국입자에어로졸학회지
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    • 제7권3호
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    • pp.99-108
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    • 2011
  • To establish area specific control strategies for the reduction of the ozone concentration, the Ozone Isopleth Plotting Package for Research(OZIPR) model has been widely used. However, the model results tend to changed by various input parameters such as the background concentration, emission amount of NOx and volatile organic compounds (VOCs), and meteorological condition. Thus, sensitivity analysis should be required to ensure the reliability of the result. The OZIPR modeling results for five local government districts in the Seoul Metropolitan Area (SMA) in June 2000 were used for the sensitivity analysis. The sensitivity analysis result showed that the modeling result of the SMA being VOC-limited region be still valid for a wide range of input parameters' variation. The estimated ozone concentrations were positively related with the initial VOCs concentrations while were negatively related with the initial NOx concentrations. But, the degree of the variations at each local district was different suggesting area specific characteristics being also important. Among the five local governments, Suwon was chosen to identify other variance through the period from April to September in 2000. The monthly modeling results show different ozone values, but still showing the characteristics of VOCs-limited region. Limitations due to not considering long range transport and transfer from neighbor area, limitation of input data, error between observed data and estimated data are all discussed.

초기토양조건에 대한 분포형모형 유출민감도 분석 (Analysis of Runoff Sensitivity for Initial Soil Condition in Distributed Model)

  • 박진혁;허영택
    • 대한토목학회논문집
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    • 제28권4B호
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    • pp.375-381
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    • 2008
  • 본 연구에서는 자체 개발한 물리적기반의 격자다층 분포형 홍수유출모형을 이용하여 남강댐유역을 대상으로 유출해석을 하고, 최적 매개변수 산정을 위하여 각 매개변수별 민감도 분석을 실시하였다. 그 중 유출량에 가장 큰 영향을 끼치는 유역의 초기 토양함수 상태 및 포화 투수계수를 중심으로 유출량에 미치는 영향의 정도를 파악하고자 하였다. 강우유출해석의 결과로부터 모형의 적합성을 평가하기 위하여 체적오차의 백분율(VER)과 첨두유량 오차의 백분율(QER)을 이용하여 모형을 평가하였으며, VER과 QER이 각각 16.7%, 6.7%로 나타나 매개변수 보정 전에 비해 약 6% 향상된 결과를 보였다. 매개변수 민감도 분석 결과, 개발된 분포형 모형에서 유출에 가장 큰 영향을 미치는 부분이 토양 조건 중에서 투수계수와 층 분할 비율이라는 것을 알 수 있었고, 분포형모형의 특성상 매개변수의 초기보정 없이도 유량의 크기와 첨두시간 모두 관측값과 비교적 잘 맞는 것을 확인할 수 있었다.

무작위 추출 방법을 이용한 원자력발전소 보수적 안전해석 조건 결정 (Identification of the Most Conservative Condition for the Safety Analysis of a Nuclear Power Plant by Use of Random Sampling)

  • 정해용
    • 한국안전학회지
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    • 제30권5호
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    • pp.131-137
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    • 2015
  • For the evaluation of safety margin of a nuclear power plant using a conservative methodology, the influence of applied assumptions such as initial conditions and boundary conditions needs to be assessed deliberately. Usually, a combination of the most conservative initial conditions is determined, and the safety margin for the transient is evaluated through the analysis for this conservative conditions. In existing conservative methodologies, a most-conservative condition is searched through the analyses for the maximum, minimum, and nominal values of the major parameters. In the present study, we investigates a new approach which can be applied to choose a most-conservative initial condition effectively when a best-estimate computer code and a conservative evaluation methodology are utilized for the evaluation of safety margin of transients. By constituting the band of various initial conditions using the random sampling of input parameters, the sensitivity study for various parameters are performed systematically. A method of sampling the value of control or operation parameters for a certain range is adopted by use of MOSAIQUE program, which enables to minimize the efforts for achieving the steady-state for various different conditions. A representative control parameter is identified, which governs the reactor coolant flow rate, pressurizer pressure, pressurizer level, and steam generator level, respectively. It is shown that an appropriate distribution of input parameter is obtained by adjusting the range and distribution of the control parameter.

초저고도 바람예측을 위한 WRF의 물리과정 및 초기조건 민감도 평가 (Sensitivity Evaluation of Physics and Initial Condition of WRF for Ultra Low Altitude Wind Prediction)

  • 권재일;김기영;구성관;홍석민
    • 한국항행학회논문지
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    • 제23권6호
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    • pp.487-494
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    • 2019
  • 최근 드론 등의 무인비행체에 대한 관심과 활용이 높아지고 있다. 본 연구에서는 고도 150 m 이하 초저고도의 정확한 바람예측 정보를 제공하기 위해, 물리과정 모수화와 초기조건에 따른 민감도를 평가하여 최적의 물리과정 및 초기조건을 선정하고자 하였다. 이를 위해 GFS 및 LDAPS 자료를 초기 및 경계조건으로 사용하였고, YSU, RUC, ACM2 등의 대기경계층 모수화 방안과 Noah, RUC, Pleim 등의 지면모델을 조합한 7개의 실험을 구축하여, 2018년 4월의 1개월에 대해 수행하였다. 그 결과 GFS 초기자료를 사용한 RUC-YSU 물리과정 조합이 가장 우수한 성능을 나타냈다. 본 연구는 다양한 물리과정의 조합과 초기 및 경계자료를 사용한 실험을 통해 초저고도 바람예측을 위한 최적 모델링 방안을 설정한 것에 의의가 있을 것이라 판단된다.

RELATIVISTIC INTERPLAY BETWEEN ADAPTIVE MOVEMENT AND MOBILITY ON BIODIVERSITY IN THE ROCK-PAPER-SCISSORS GAME

  • PARK, JUNPYO;JANG, BONGSOO
    • Journal of the Korean Society for Industrial and Applied Mathematics
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    • 제24권4호
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    • pp.351-362
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    • 2020
  • Adaptive behaviors are one of ubiquitous features in evolutionary dynamics of populations, and certain adaptive behaviors can be witnessed by individuals' movements which are generally affected by local environments. In this paper, by revisiting the previous work, we investigate the sensitivity of species coexistence in the system of cyclic competition where species movement can be affected by local environments. By measuring the extinction probability through Monte-Carlo simulations, we find the relativistic effect of weights of local fitness and exchange rate for adaptive movement on species biodiversity which promotes species coexistence as the relativistic effect is intensified. In addition, by means of basins of initial conditions, we also found that adaptive movement can also affect species biodiversity with respect to the choice of initial conditions. The strong adaptive movement can eventually lead the coexistence as a globally stable state in the spatially extended system regardless of mobility.

전력 계통 안정화를 위한 선재설계에 관한 연구 (A Parameter Optimization Algorithm for Power System Stabilization)

  • 곽노홍;문영현
    • 대한전기학회논문지
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    • 제39권8호
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    • pp.792-804
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    • 1990
  • This paper describes an efficient optimization algorithm by calculating sensitivity function for power system stabilization. In power system, the dynamic performance of exciter, governor etc. following a disturbance can be presented by a nonlinear differential equation. Since a nonlinear equation can be linearized for small disturbances, the state equation is expressed by a system matrix with system parameters. The objective function for power system operation will be related to the system parameter and the initial state at the optimal control condition for control or stabilization. The object function sensitivity to the system parameter can be considered to be effective in selecting the optimal parameter of the system.

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