• 제목/요약/키워드: weather window

검색결과 55건 처리시간 0.023초

심층신경망을 이용한 농업기상 정보 생산방법 (Production of agricultural weather information by Deep Learning)

  • 양미연;윤상후
    • 디지털융복합연구
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    • 제16권12호
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    • pp.293-299
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    • 2018
  • 기상은 농작물 재배에 많은 영향을 미친다. 농작물 재배지의 기상정보는 효율적인 농작물 재배 및 관리에 필수적이다. 농업기상 정보의 높은 수요에도 불구하고 이에 대한 연구는 부족하다. 본 연구는 중장기 계절예측정보인 GloSea5와 심층 신경망을 통해 양파의 주산지인 전라남도의 농업기상 정보 생산 방법을 다룬다. 연구방법으로는 매일 생산되는 GloSea5 기상정보를 훈련시키기 위해 슬라이딩 창 방법을 활용한 심층신경망 모형이 사용되었다. 모형의 정확도평가는 농업기상관측소의 일 평균기온과 GloSea5 예측값 그리고 딥러닝 예측값 차이의 RMSE와 MAE로 계산하였다. 심층신경망 모형은 학습기간이 늘어날수록 정확도가 향상되므로 학습기간과 예측기간에 따른 예측성능을 비교하였다. 분석결과 학습기간과 예측기간은 비례하지만 계절변화에 따른 추세성이 반영되는 한계점이 있었다. 이를 보안하기 위해 예측값과 관측값의 차이를 다음날 예측값에 적용시킨 후보정 심층신경망 모형을 제시하였다.

ECOTECT 시뮬레이션을 활용한 학교건축의 창호계획에 관한 연구 -기상데이터 기반 동적 자연채광 시뮬레이션을 기반으로- (A Study on the Window Planning of School Building Using ECOTECT Simulation -By Dynamic Daylight Simulation Using Weather Data-)

  • 최우람;한석종;윤영일
    • KIEAE Journal
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    • 제13권6호
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    • pp.77-82
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    • 2013
  • Light environment in the school building is one of the most important elements of the plan in order to improve student's ability to learn and the healthy growth. Thus, the window plan of the school building is a great addition to improve environmental-friendly performance through the daylight control. Daylight is highly beneficial for improving the indoor environmental quality and reducing building energy consumption, daylighting applications are scarcely considered, especially during the school building design process, because of lack of previous studies on the light environment of student and complex simulation process. Therefore, daylighting process were performed using ECOTECT, which has various advantage such as easy user interface and simple simulation processes. ECOTECT simulation were performed using weather data. As a result, ECOTECT simulation are performed for daylight autonomy and useful daylight illuminance. Using this data, Window planing is to propose and effective method in the early stages of design.

농어촌주택 표준설계의 유용조도 분석에 관한 연구 - 기상데이터 기반 동적 자연채광 시뮬레이션을 기반으로 - (The study on the Analysis of Useful Daylight Illuminance in rural standard house model - By Dynamic Daylight Simulation Using Weather Data -)

  • 윤영일;송정석;이효원
    • KIEAE Journal
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    • 제11권1호
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    • pp.47-55
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    • 2011
  • Daylight is highly beneficial for improving the indoor environmental quality and reducing building energy consumption, daylighting applications are scarcely considered, especially during the Rural standard house models design process, because of lack of previous studies on elderly-light environment and complex simulation process. Therefore, daylighting process were performed using ECOTECT, which has various advantage such as easy user interface and simple simulation processes. Moreover, dynamic daylight simulation were performed using whether data. Static simulation are performed to compute static metrics such as daylight factor, whereas dynamic simulation are performed for dynamic metrics such as daylight autonomy and useful daylight illuminance using annual weather data On the basis of daylight autonomy and useful daylight illuminance analysis result, variations in annual daylight performances. A parametric and regression analysis of the window-to-wall ratio and visible transmittance showed that daylight factor, daylight autonomy increased with window-to-wall ratio and visible transmittance. It can be concluded that this new daylight criteria. useful daylight illuminance, will enable architect to obtain better fenestration design.

요양시설의 유용조도 분석에 관한 연구 -기상데이터 기반 동적 자연채광 시뮬레이션을 기반으로- (The Study on the Analysis of Useful Daylight Illuminance in Care Facilities - By Dynamic Daylight Simulation Using Weather Data -)

  • 윤영일;조주영;이효원
    • 의료ㆍ복지 건축 : 한국의료복지건축학회 논문집
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    • 제17권1호
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    • pp.33-40
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    • 2011
  • Daylight is highly beneficial for improving the indoor environmental quality and reducing building energy consumption, daylighting applications are scarcely considered, especially during the care facility design process, because of lack of previous studies on elderly- light environment and complex simulation process. Therefore, daylighting process were performed using ECOTECT, which has various advantage such as easy user interface and simple simulation processes. Moreover, dynamic daylight simulation were performed using whether data. Static simulation are performed to compute static metrics such as daylight factor, whereas dynamic simulation are performed for dynamic metrics such as daylight autonomy and useful daylight illuminance using annual weather data On the basis of daylight autonomy and useful daylight illuminance analysis result, variations in annual daylight performances. A parametric and regression analysis of the window-to-wall ratio and visible transmittance showed that daylight factor, daylight autonomy increased with window-to-wall ratio and visible transmittance. It can be concluded that this new daylight criteria. useful daylight illuminance, will enable architect to obtain better fenestration design.

전력수요예측을 위한 기상정보 활용성평가 (Evaluation of weather information for electricity demand forecasting)

  • 신이레;윤상후
    • Journal of the Korean Data and Information Science Society
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    • 제27권6호
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    • pp.1601-1607
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    • 2016
  • 오늘날 기상정보는 도로공학, 경제학, 환경공학 등 다양한 분야에 활용되고 있다. 본 연구는 전력수요 예측을 위한 기상정보 활용성을 평가하고자 한다. 기상변수는 기상관측소에서 수집되는 기온, 풍속, 습도, 운량, 기압과 기온, 풍속, 상대습도의 합성지수인 체감온도와 불쾌지수가 고려되었다. 전력수요 예측을 위한 시계열모형으로 슬라이딩 창 방식의 TBATS 삼중지수평활모형이 고려되었다. 월 단위 기상변수와 전력수요 예측오차간 상관분석 결과를 보면 시간대별로 차이를 있으나 기온, 불쾌지수, 체감온도가 전력수요 예측오차와 상관성이 높았다. 이에 과거 3년의 월단위 전력수요 예측오차와 기상변수의 회귀모형식으로 전력수요 예측값의 편의를 보정하였다. 온도, 상대습도, 풍속으로 TBATS 모형의 전력수요 예측값을 보정한 결과 TBATS 모형에 비해 RMSE가 약 6.1% 줄었다.

국내 GNSS 관측 자료를 이용한 전리권 총전자밀도 산출 시스템 구축 (Construction of Ionospheric TEC Retrieval System Using Korean GNSS Network)

  • 이정덕;신대윤;김도형;오승준
    • 한국위성정보통신학회논문지
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    • 제7권3호
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    • pp.30-34
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    • 2012
  • 기상청 국가기상위성센터에서는 우주기상 업무의 일환으로 국내 GNSS 관측자료를 이용한 기상 및 우주기상 활용체계를 구축하였다. 본 연구에서는 국내 GNSS 관측망 자료를 이용한 준실시간 전리권 총전자밀도(TEC) 산출 시스템을 소개하고 산출된 결과를 제시하고자 한다. 국가기상위성센터의 준실시간 전리권 총전자밀도 산출 시스템에서는 국가지리정보원, 한국천문연구원, 위성항법 중앙사무소 및 기상청, 총 80여개의 GNSS 관측자료를 수집하고, 수집된 자료에 대하여 24시간 시간 창 기법(Time Windowing Method)을 적용하여 각 지점별 전리권 TEC 자료를 매시간 산출하고, 산출된 각 지점별 IPP(Ionospheric Pierce Point)에서의 TEC 값을 반스 내삽(Barnes Interpolation)을 사용하여 한반도 상공의 전리권 총전자밀도 격자자료를 생성하였다. 생성된 TEC 격자값을 IGS(International GNSS Service)에서 제공하는 전지구 전리권 총전자밀도 지도와 비교한 결과 한반도 상공의 전리권 상태를 더 잘 기술할 수 있음을 보였다.

수평면 전일사량 산출모델이 일사열취득계수 및 창면적비를 고려한 건물 에너지 성능분석에 미치는 영향 (Impact of Horizontal Global Solar Radiation Calculation Modelson Building Energy Performance Analysis Considering Solar Heat Gain Coefficient and Window-to-wall Ratio)

  • 김기한;오기환
    • 한국태양에너지학회 논문집
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    • 제34권1호
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    • pp.39-47
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    • 2014
  • Solar applications analysis and building energy performance depend on the quality of the solar resource data available. Unfortunately, most of the weather stations do not measure solar radiation data in Korea, as a reason many researchers have studied different solar radiation estimation models and suggested to apply them to various locations in Korea. In addition, they also studied the impact of hourly global solar radiation on energy performance of an office building by comparing the simulated building energy consumptions using four different weather files, one using measured, and three estimated solar radiation from different models, which are Cloud-cover Radiation Model (CRM), Zhang and Huang Model (ZHM), and Meteorological Radiation Model (MRM), and concluded that there was some impact on energy performance of the building due to the using different solar radiation models. However, the result cannot be applied to all other buildings since the simulated office building for that study only used limited building characteristics such as using fixed values of solar heat gain coefficient (SHGC) and window-to-wall ratio (WWR), which are significant parameters related to solar radiation that affect to the building energy consumptions. Therefore, there is a need to identify how the building energy consumption will be changed by varying these building parameters. In this study, the impact of one measured and three estimated global solar radiation on energy performance of the office building was conducted taking account of SHGC and WWR. As a result, it was identified that the impact of four different solar radiation data on energy performance of the office building was evident regardless SHGC and WWR changes, and concluded that the most suitable solar models was changed from the CRM/ZHM to the MRM as SHGC and WWR increases.

Impact of viewing conditions on the performance assessment of different computer monitors used for dental diagnostics

  • Hastie, Thomas;Venske-Parker, Sascha;Aps, Johan K.M.
    • Imaging Science in Dentistry
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    • 제51권2호
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    • pp.137-148
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    • 2021
  • Purpose: This study aimed to assess the computer monitors used for analysis and interpretation of digital radiographs within the clinics of the Oral Health Centre of Western Australia. Materials and Methods: In total, 135 computer monitors(3 brands, 6 models) were assessed by analysing the same radiographic image of a combined 13-step aluminium step wedge and the Artinis CDDent 1.0® (Artinis Medical Systems B.V.®, Elst, the Netherlands) test object. The number of steps and cylindrical objects observed on each monitor was recorded along with the monitor's make, model, position relative to the researcher's eye level, and proximity to the nearest window. The number of window panels blocked by blinds, the outside weather conditions, and the number of ceiling lights over the surgical suite/cubicle were also recorded. MedCalc® version 19.2.1 (MedCalc Software Ltd®, Ostend, Belgium, https://www.medcalc.org; 2020) was used for statistical analyses(Kruskal-Wallis test and stepwise regression analysis). The level of significance was set at P<0.05. Results: Stepwise regression analysis showed that only the monitor brand and proximity of the monitor to a window had a significant impact on the monitor's performance (P<0.05). The Kruskal-Wallis test showed significant differences (P<0.05) in monitor performance for all variables investigated, except for the weather and the clinic in which the monitors were placed. Conclusion: The vast performance variation present between computer monitors implies the need for a review of monitor selection, calibration, and viewing conditions.

기상조건에 따른 서남해 해상풍력 실증단지 작업시간 분석 (Analysis of Working Time at the Test Site of Southwest Offshore Wind Project in Korea Based on Weather Window)

  • 김민석;김지영;곽지영;강금석
    • 한국해안·해양공학회논문집
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    • 제27권5호
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    • pp.358-363
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    • 2015
  • 서남해 해상풍력 실증단지 건설의 기초단계로 실증단지 예정부지에서 해상작업가능시간을 산정하고 분석하였다. 활용 자료로는 해모수 기상타워의 해양 및 기상자료와 기상청 수치모델 자료이다. 해상작업이 가능한 파고와 풍속 기준을 선정하고 기준별 작업시간을 산정한 결과 계절적으로는 고파랑이 지나가는 겨울의 작업시간이 봄, 가을보다 적은 것으로 나타났고 여름의 경우 작업시간이 가장 많은 것으로 나타났다. 그러나 월별로는 7,9월보다 5,6,8월에 가장 많은 작업시간이 나타났다. 그리고 파고1.5 m와 풍속 8 m/s 이상의 기상조건에서는 파고와 풍속이 증가하더라도 작업시간은 크게 변하지 않는 것을 확인할 수 있었다.

SENSITIVITY ANALYSIS ABOUT THE METHODS OF UTILIZING THE HIGH RESOLUTION CLIMATE MODEL SIMULATION FOR KOREAN WATER RESOURCES PLANNING (II) : NUMERICAL EXPERIMENTS

  • Jeong, Chang-Sam;Hwang, Man-Ha;Ko, Ick-Hwan;Heo, Jun-Haeng;Bae, Deg-Hyo
    • Water Engineering Research
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    • 제6권2호
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    • pp.73-89
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    • 2005
  • Two kinds of high resolution GCMs with the same spatial resolutions but with different schemes run by domestic and foreign agencies are used to clarify the usefulness and sensitivity of GCM for water resources applications for Korea. One is AMIP-II (Atmospheric Model Intercomparison Project-II) type GCM simulation results done by ECMWF (European Centre for Medium-Range Weather Forecasts) and the other one is AMIP-I type GCM simulation results done by METRI (Korean Meteorological Research Institute). Observed mean areal precipitation, temperature, and discharge values on 7 major river basins were used for target variables. Monte Carlo simulation was used to establish the significance of the estimator values. Sensitivity analyses were done in accordance with the proposed ways. Through the various tests, discrimination condition is sensitive for the distribution of the data. Window size is sensitive for the data variation and the area of the basins. Discrimination abilities of each nodal value affects on the correct association. In addition to theses sensitivity analyses results, we also noticed some characteristics of each GCM. For Korean water resources, monthly and small window setting analyses are recommended using GCMs.

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