• 제목/요약/키워드: Synthetic Wind Data

검색결과 35건 처리시간 0.02초

2차 마르코프 사슬 모델을 이용한 시계열 인공 풍속 자료의 생성 (Generation of Synthetic Time Series Wind Speed Data using Second-Order Markov Chain Model)

  • 유기완
    • 풍력에너지저널
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    • 제14권1호
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    • pp.37-43
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    • 2023
  • In this study, synthetic time series wind data was generated numerically using a second-order Markov chain. One year of wind data in 2020 measured by the AWS on Wido Island was used to investigate the statistics for measured wind data. Both the transition probability matrix and the cumulative transition probability matrix for annual hourly mean wind speed were obtained through statistical analysis. Probability density distribution along the wind speed and autocorrelation according to time were compared with the first- and the second-order Markov chains with various lengths of time series wind data. Probability density distributions for measured wind data and synthetic wind data using the first- and the second-order Markov chains were also compared to each other. For the case of the second-order Markov chain, some improvement of the autocorrelation was verified. It turns out that the autocorrelation converges to zero according to increasing the wind speed when the data size is sufficiently large. The generation of artificial wind data is expected to be useful as input data for virtual digital twin wind turbines.

은닉 마르코프 모델을 이용하여 계절의 변동을 동반한 인공 바람자료 생성 및 검증 (Generation and Verification of Synthetic Wind Data With Seasonal Fluctuation Using Hidden Markov Model)

  • 박석영;유기완
    • 한국항공우주학회지
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    • 제49권12호
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    • pp.963-969
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    • 2021
  • 풍력발전단지 위치 선정에 있어 풍속 분포 및 발전량을 평가하기 위해 해당 지역의 기상 타워에서 계측된 바람 자료를 이용한다. 그러나 기상 타워에서 계측된 바람 자료는 종종 정보가 누락되거나 원하는 높이에 맞지 않거나, 혹은 데이터 길이가 충분하지 않아 풍력터빈 제어 및 성능 시뮬레이션 수행에 어려움을 겪게 된다. 따라서 풍력터빈 혹은 발전단지에 대한 연간 발전량 및 이용률을 평가하는데 원하는 높이에서 장기간의 연속적인 바람 자료는 매우 중요하다. 또한, 한반도와 같이 계절에 따른 풍향과 풍속 변동이 뚜렷한 경우에는 계절별 특징이 고려된 풍속과 풍향을 동반한 바람 자료를 고려해야 한다. 본 연구에서는 통계적 방법인 은닉 마르코프 모델을 이용하여 풍속과 풍향의 변동을 고려한 인공 바람을 생성하기 위한 방법을 제시한다. 통계처리를 위한 바람 자료는 전라북도 고군산군도에 있는 말도의 기상청 방재기상관측(AWS) 장비에서 계측된 자료를 사용한다. 은닉 마르코프 모델에 의해 생성된 인공 바람은 통계 변수, 풍력에너지밀도, 계절별 평균 풍속, 주 풍향 등을 계측 자료와 비교를 통해 검증하기로 한다.

SEDRIS 합성 환경 데이터 가시화를 위한 변환기 개발 (Development of a Converter for Visualizing SEDRIS)

  • 강윤아;김형기;한순흥;김만규
    • 한국CDE학회논문집
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    • 제18권3호
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    • pp.189-199
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    • 2013
  • The need for reusing synthetic environment data that are employed in the field of modeling and simulation has recently been rising. SEDRIS (Synthetic Environment Data Representation & Interchange Specification) is a standard to exchange synthetic environment data, and is the specification utilized in various military simulations of the Pentagon for representing and exchanging 3D data. SEDRIS represents environmental areas based on a data model; it can represent wind speed, wind directions, weather changes, the information of buildings, as well as terrain data. In some situations, however, the synthetic environment data stored in SEDRIS format should be converted to various visualization formats. First, because SEDRIS is a form of a super-set, it is necessary to verify whether large scale SEDRIS files are stored successfully through visualization. Second, the synthetic environment data should be visualized in some visualization programs for the simulation results to provide an immersive and realistic sense. In this study, we have developed converters for converting SEDRIS data to various visualization formats and visualized the converted results.

BORA IN THE ADRIATIC SEA AND BLACK SEA IMAGED BY THE ENVISAT SYNTHETIC APERTURE RADAR

  • Ivanov, Andrei Yu.;Alpers, Werner
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2006년도 Proceedings of ISRS 2006 PORSEC Volume II
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    • pp.964-968
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    • 2006
  • Bora events over the Adriatic Sea and Black Sea are investigated by using synthetic aperture radar (SAR) images acquired by the Advanced Synthetic Aperture Radar (ASAR) onboard the European Envisat satellite. These images show pronounced elongated patterns of increased sea surface roughness caused by bora winds. The comparison of the SAR images with wind fields derived from Quikscat data confirms that in all cases a strong northeasterly wind was blowing from the mountains onto the sea. It is shown that the SAR images reveal details of the spatial extent of the bora wind fields over the sea which cannot be obtained by other instruments. Furtheremore, also quantitative information on the wind field is extracted from the SAR images by using a wind scatterometer model.

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KOMPSAT-5 후방산란계수 자료로 산출된 해상풍 검증 (Validation of Sea Surface Wind Estimated from KOMPSAT-5 Backscattering Coefficient Data)

  • 장재철;박경애;양도철
    • 대한원격탐사학회지
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    • 제34권6_3호
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    • pp.1383-1398
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    • 2018
  • 해상풍은 복잡한 해양 현상을 이해하는 데 가장 기초 요소 중 하나이다. 1990년대 초부터 산란계를 활용하여 전세계 바람장 자료를 생산해왔지만, 낮은 해상도로 인해 해양 연구에 제한적으로 사용되었다. Synthetic Aperture Radar(SAR)는 이러한 한계점을 보완하여 고해상도의 바람장 자료 생산이 가능하다. KOMPSAT-5는 한반도 최초의 X-band SAR 탑재 인공위성으로 고해상도 해상풍 산출이 가능하다. 본 연구는 KOMPSAT-5 후방산란계수 자료를 활용하여 산출한 해상풍의 검증 결과를 최초로 제시하였다. 18장의 KOMPSAT-5 ES 모드 자료를 수집하여 해양 부이와의 일치점 데이터베이스를 생산하였다. 정확한 해상풍 산출을 위해 육지 화소, 스페클 잡음, 선박 화소를 제거하는 전처리 과정을 거쳤고, 해양 부이 실측 자료에 Liu-Katsaros-Businger (LKB) 모델을 통해 10-m 중성 바람으로 변환하여 기준 자료로 활용하였다. XMOD2를 활용하여 산출한 해상풍은 후방산란계수 산출식에 따라 $2.41-2.74m\;s^{-1}$의 평균 제곱근 오차를 보였다. 분석 결과 KOMPSAT-5 후방산란계수 자료를 활용하여 해상풍을 산출하는 경우, 대기 중력파, 파랑, 내부파를 포함한 해양 기상 환경과 레인지 모호성(range ambiguity), 입사각의 이산적 불연속적 분포를 포함한 영상 품질에 의한 잠재적 오차 요인이 존재함을 규명하였다.

Computational evaluation of wind loads on a standard tall building using LES

  • Dagnew, Agerneh K.;Bitsuamlak, Girma T.
    • Wind and Structures
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    • 제18권5호
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    • pp.567-598
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    • 2014
  • In this paper, wind induced aerodynamic loads on a standard tall building have been evaluated through large-eddy simulation (LES) technique. The flow parameters of an open terrain were recorded from the downstream of an empty boundary layer wind tunnel (BLWT) and used to prescribe the transient inlet boundary of the LES simulations. Three different numerically generated inflow boundary conditions have been investigated to assess their suitability for LES. A high frequency pressure integration (HFPI) approach has been employed to obtain the wind load. A total of 280 pressure monitoring points have been systematically distributed on the surfaces of the LES model building. Similar BLWT experiments were also done to validate the numerical results. In addition, the effects of adjacent buildings were studied. Among the three wind field generation methods (synthetic, Simirnov's, and Lund's recycling method), LES with perturbation from the synthetic random flow approach showed better agreement with the BLWT data. In general, LES predicted peak wind loads comparable with the BLWT data, with a maximum difference of 15% and an average difference of 5%, for an isolated building case and however higher estimation errors were observed for cases where adjacent buildings were placed in the vicinity of the study building.

PACIFIC EXTREME WIND AND WAVE CONDITIONS OBSERVED BY SYNTHETIC APERTURE RADAR

  • Lehner, Susanne;Reppucci, Antonio;Schulz-Stellenfleth, Johannes;Yang, Chang-Su
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2006년도 Proceedings of ISRS 2006 PORSEC Volume I
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    • pp.390-393
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    • 2006
  • It is well known that synthetic aperture radar (SAR) provides information on ocean winds and surface waves. SAR data are of particularly high value in extreme weather conditions, as radar is able to penetrate the clouds providing information on different ocean surface processes. In this presentation some recent results on SAR observation of extreme wind and ocean wave conditions is summarised. Particular emphasize is put on the investigation of typhoons and extratropical cyclones in the North Pacific. The study is based on the use of ENVISAT ASAR wide swath images. Wide swath and scansar data are well suited for a detailed investigation of cyclones. Several examples like, e.g., typhoon Talim will be presented, demonstrating that these data provide valuable information on the two dimensional structure of the both the wind and the ocean wave field. Comparisons of the SAR observation with parametric and numerical model data will be discussed. Some limitations of standard imaging models like, e.g., CMOD5 for the use in extreme wind conditions are explained and modifications are proposed. Finally the study summarizes the capabilities of new high resolution TerraSAR-X mission to be launched in October 2006 with respect to the monitoring of extreme weather conditions. The mission will provide a spatialresolution up to 1m and has full polarimetric capabilities.

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임베디드 웹서버를 이용한 Synthetic Jet Actuator의 풍동실험장치 개발 (A Development of Wind Tunnel Test System for Synthetic Jet Actuator with Embedded Web Server)

  • 정규홍
    • 대한기계학회논문집A
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    • 제29권5호
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    • pp.639-646
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    • 2005
  • As the internet communication is prevalent in recent years, it becomes quite possible to monitor and control some mechanical plants from the remote place through the TCP/IP communication. Such a concept is expected to be applied to many industrial systems fur easy maintenance and trouble shooting as well as various kinds of expensive test equipments fo. sharing. Synthetic jet actuate.(SJA) is a kind of high-lifting device to prevent flow separation at high angle of attack and its use for flow control has received a great amount of attention. In this research, remote control and data monitoring system for SJA wind tunnel test is implemented by TCP/IP communication with DSP as a embedded web server. From the tests performed with embedded server, it showed the possibility of reliable remote control system design utilizing the internet communication.

Estimation of Sea Surface Wind Speed and Direction From RADARSAT Data

  • Kim, Duk-Jin;Wooil-M. Moon
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 1999년도 Proceedings of International Symposium on Remote Sensing
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    • pp.485-490
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    • 1999
  • Wind vector information over the ocean is currently obtained using multiple beam scatterometer data. The scatterometers on ERS-1/2 generate wind vector information with a spatial resolution of 50km and accuracies of $\pm$2m/s in wind speed and $\pm$20$^{\circ}$ in wind direction. Synthetic aperture radar (SAR) data over the ocean have the potential of providing wind vector information independent of weather conditions with finer resolution. Finer resolution wind vector information can often be useful particularly in coastal regions where the scatterometer wind information is often corrupted because of the lower resolution system characteristics which is often contaminated by the signal returns from the coastal areas or ice in the case of arctic environments. In this paper we tested CMOD_4 and CMOD_IFR2 algorithms for extracting the wind vector from SAR data. These algorithms require precise estimation of normalized radar cross-section and wind direction from the SAR data and the local incidence angle. The CMOD series algorithms were developed for the C-band, VV-Polarized SAR data, typically for the ERS SAR data. Since RADARSAT operates at the same C-band but with HH-Polarization, the CMOD series algorithms should not be used directly. As a preliminary approach of resolving with this problem, we applied the polarization ratio between the HH and VV polarizations in the wind vectors estimation. Two test areas, one in front of Inchon and several sites around Jeju island were selected and investigated for wind vector estimation. The new results were compared with the wind vectors obtained from CMOD algorithms. The wind vector results agree well with the observed wind speed data. However the estimation of wind direction agree with the observed wind direction only when the wind speed is greater than approximately 3.0m/s.

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Dynamic behavior of H-shape tall building subjected to wind loading computed by stochastic and CFD methodologies

  • Lucas Willian Aguiar Mattias;Joao Elias Abdalla Filho
    • Wind and Structures
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    • 제37권3호
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    • pp.229-243
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    • 2023
  • This study analyzes the response of a tall building with an H-shaped cross-section when subjected to wind loading generated by the same H-shape. As normative standards usually adopt regular geometries for determining the wind loading, this paper shows unpublished results which compares results of the dynamic response of H-shaped buildings with the response of simplified section buildings. Computational Fluid Dynamics (CFD) is employed to determine the steady wind load on the H-shaped building. The CFD models are validated by comparison with wind tunnel test data for the k-ε and k-ω models of turbulence. Transient wind loading is determined using the Synthetic Wind Method. A new methodology is presented that combines Stochastic and CFD methods. In addition, time-history dynamic structural analysis is performed using the HHT method for a period of 60 seconds on finite element models. First, the along-wind response is studied for wind speed variations. The wind speeds of 28, 36, 42, and 50 m/s at 0° case are considered. Subsequently, the dynamic response of the building is studied for wind loads at 0°, 45°, and 90° with a wind speed of 42 m/s, which approximates the point of resonance between gusts of wind and the structure. The response values associated with the first two directions for the H-shaped building are smaller than those for the R-shaped (Equivalent Rectangular Shape) one. However, the displacements of the H-shaped building associated with the latter wind load are larger.