• 제목/요약/키워드: Empirical orthogonal function

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직교화 기법을 이용한 앙상블 경험적 모드 분해법의 고유 모드 함수와 모드 직교성 (Intrinsic Mode Function and its Orthogonality of the Ensemble Empirical Mode Decomposition Using Orthogonalization Method)

  • 손수덕;하준홍;비자야 P. 포크렐;이승재
    • 한국공간구조학회논문집
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    • 제19권2호
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    • pp.101-108
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    • 2019
  • In this paper, the characteristic of intrinsic mode function(IMF) and its orthogonalization of ensemble empirical mode decomposition(EEMD), which is often used in the analysis of the non-linear or non-stationary signal, has been studied. In the decomposition process, the orthogonal IMF of EEMD was obtained by applying the Gram-Schmidt(G-S) orthogonalization method, and was compared with the IMF of orthogonal EMD(OEMD). Two signals for comparison analysis are adopted as the analytical test function and El Centro seismic wave. These target signals were compared by calculating the index of orthogonality(IO) and the spectral energy of the IMF. As a result of the analysis, an IMF with a high IO was obtained by GSO method, and the orthogonal EEMD using white noise was decomposed into orthogonal IMF with energy closer to the original signal than conventional OEMD.

천해 체적 산란강도의 수직분포 변동성 (Variability of Vertical Distribution of Volume Scattering Observed in the Shallow Water)

  • 박경주;김은혜;강돈혁;나정열
    • 한국음향학회지
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    • 제22권1호
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    • pp.69-77
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    • 2003
  • 연안역의 천해 해저면에 설치된 ADCP (Acoustic Doppler Current Profiler, 300㎑, 1200 ㎑)를 이용, 천해에서 체적 산란강도 (volume scattering strength, Sv)의 수직분포에 대한 시변동성을 알아보았다. 수심 85m와 113m에서 ADCP로 측정한 후방 산란강도의 일주기 변동성은 동물플랑크톤 (zooplankton)으로 추측되는 산란체의 일주기 수직이동 (daily vertical migration)에 기인된 것으로 추정되었다. 그러나 수심 20m의 천해에서 관측된 산란강도의 시변동성은 경험적 직교함수 (Empirical Orthogonal Function, EOF) 분석 결과, 해저면 부근의 변화가 천해 체적 산란강도의 변동성에 큰 영향을 주는 것으로 나타났다.

경험고유함수를 이용한 후정해수욕장 단기 모래 이동 분석 (Short-term Sand Movement Analysis in Hujeong Beach using Empirical Orthogonal Functions)

  • 천세현;서경덕;안경모
    • 한국해안·해양공학회논문집
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    • 제26권4호
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    • pp.244-252
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    • 2014
  • 후정해수욕장의 모래 이동을 분석하기 위해 경험고유함수(Empirical Orthogonal Function; EOF) 분석법을 적용하였다. EOF 분석을 위해 2009년 6월부터 2010년 5월까지 13개 기선에 대해서 총 5회 실시된 후정해수욕장의 단면 관측값이 사용되었다. 13개 단면 분석결과 사이의 시간적, 물리적 일관성을 확보하기 위해 13개 기선 모두를 하나로 통합하고 이를 사용해 EOF 분석을 수행하였다. 분석결과 첫 번째 고유함수는 평균해빈 지형을 나타내었으며 두 번째와 세 번째 고유함수의 경우 해빈의 자연변동성과 파랑에 의해 발생된 횡방향 모래이동을 각각 나타내었다. 네 번째와 다섯 번째 고유함수의 경우 특별한 연관성을 발견할 수 없었다. 결론적으로 후정해수욕장의 모래 이동에 영향을 미치는 요인은 크기 순으로 자연변동성과 파랑에 의한 횡방향 모래이동으로 분석 되었다.

SEASONAL AND INTERANNUAL VARIABILITY OF CHLOROPHYLL A IN OKHOTSK SEA FROM SEAWIFS DATA

  • Tshay, Zhanna R.
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2006년도 Proceedings of ISRS 2006 PORSEC Volume II
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    • pp.913-916
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    • 2006
  • Spatial distribution, seasonal and interannual variability of chlorophyll a concentration in Okhotsk Sea from SeaWiFS data between 2001 and 2004 were describe. An Empirical Orthogonal Function method was applied for analysis data. The ten modes described about 85% of total variance. Two maxima were defined - more intensive in spring and weaker in autumn. The first mode showed zones with chlorophyll a concentration during maximum bloom. The second mode specified timing of spring bloom in various regions in Okhotsk Sea. Analysis of SeaWiFS data indicated connection between highest chlorophyll a concentration and sea surface temperature limits during spring bloom. Similar relation was not found during fall bloom.

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기온과 강수특성을 고려한 남한의 기후지역구분 (Classification of Climate Zones in South Korea Considering both Air Temperature and Rainfall)

  • 박창용;최영은;문자연;윤원태
    • 대한지리학회지
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    • 제44권1호
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    • pp.1-16
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    • 2009
  • 본 연구에서는 기온과 강수특성을 함께 고려하여 남한의 기후지역을 구분하였다. 먼저 계절별 기온 및 강수량 분포를 살펴보았는데, 기온은 모든 계절에서 지형 및 위도에 의해 영향을 받았다. 강수량은 여름철에 집중되고 지역적으로는 강원 영동, 남해안, 제주에서 많았고 경북 중부지역에서 적은 분포를 보였다. 기온 및 강수량의 경험적 직교함수(Empirical Orthogonal Function)분석을 통해서 산출된 주성분점수를 입력변수로 하여 평균연결법과 Ward법을 이용한 군집분석을 수행하였다. Ward법은 지형, 위도, 해양의 효과와 기압계 이동 방향에 따른 특성을 잘 반영하였으며 행정구역에도 잘 맞게 구분되어 가장 좋은 군집결과를 보여주었다.

Climate Prediction by a Hybrid Method with Emphasizing Future Precipitation Change of East Asia

  • Lim, Yae-Ji;Jo, Seong-Il;Lee, Jae-Yong;Oh, Hee-Seok;Kang, Hyun-Suk
    • 응용통계연구
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    • 제22권6호
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    • pp.1143-1152
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    • 2009
  • A canonical correlation analysis(CCA)-based method is proposed for prediction of future climate change which combines information from ensembles of atmosphere-ocean general circulation models(AOGCMs) and observed climate values. This paper focuses on predictions of future climate on a regional scale which are of potential economic values. The proposed method is obtained by coupling the classical CCA with empirical orthogonal functions(EOF) for dimension reduction. Furthermore, we generate a distribution of climate responses, so that extreme events as well as a general feature such as long tails and unimodality can be revealed through the distribution. Results from real data examples demonstrate the promising empirical properties of the proposed approaches.

東南黃海에서 海水溫度의 EOF 分析 (Empirical Orthogonal Function Analysis of Seawater Temperature in the Southeastern Hwanghae)

  • 이흥재;방인권
    • 한국해양학회지
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    • 제21권4호
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    • pp.193-202
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    • 1986
  • 황해 동남해역에서 해면과 30m층 수온의 시. 공간 변동성을 1967-1982 장기 수온자료의 variance 와 cmpirical orthogonal function(EOF)분석으로 연구하였다. 월평균 해면수온의 공간분포는, 남에서 북으로 감소하는 장기 년평균과 유사한 형태를 갖고 있다. 반면에 년평균 해면수온으로부터 계산한 분산은 남에서 북으로 증가한다. 해면 수온의 variance 가 경기만 남부해역을 제외한 연구해역에서 30m층 보다 2배이상 크다. EOF의 첫째와 둘째 모드가 계절변화를 갖고 있으며 해면과 30M층 variance의 97.6%와 85.2%를 각각설명하기 때문에 수온의 큰 variance 는 계절변화와 밀접한 관계가 있다. 겨울철 조사 해역 북부와 남부사이 수온의 차이가 크나 여름철에는 작아진다. 이것은 여름철 복사에 의한 해면의 열흡수가 열손실이 나 해양열이류보다 훨씬 크다는 것을 반영해준다. 여름철에 경기만 남부와 목포 주변 연안수가 조석혼합에 의해 외해수보다 수온이 낮게 나타난다.

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Identifying Suspended Particulate Matters in an Urban Coastal System: Significance and Application of Particle Size Analysis

  • Ahn, Jong-Ho
    • Environmental Engineering Research
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    • 제17권3호
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    • pp.167-174
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    • 2012
  • In situ particle size spectra are obtained from two sequent cruises in order to evaluate the physical consequences of suspended particulate matters caused by episodic storm runoff from the Santa Ana River watershed, an urbanized coastal watershed. Suspended particles from various sources including surface runoff, near-bed resuspension, and phytoplankton are identified in empirical orthogonal function (EOF) analysis and an entropy-based parameterization (Shannon entropy). The first EOF mode is associated with high turbidity and fine particles as indicated by the elevated beam attenuation near the Santa Ana River and Newport Bay outlets, and the second EOF mode explains the suspended sediment dispersal and particle coarsening at the near-surface plume. Chlorophyll particles are also distinguished by negative magnitudes of the first EOF mode, which is supported by the relationship between fluorescence and beam attenuation. The integrated observation between the first EOF mode and the Shannon entropy index accentuates the characteristics of two different structures and/or sources of sediment particles; the near-surface plumes are originated from runoff water outflow, while the near-bottom particles are resuspended due to increased wave heights or mobilizing bottom turbidity currents. In a coastal pollution context, these methods may offer useful means of characterizing particle-associated pollutants for purposes of source tracking and environmental interpretation.

Fluctuations of Coastal Water Temperatures Along Korean and Japanese Coasts in the East Sea

  • KANG Yong-Q.;CHOI Seong-Won
    • 한국수산과학회지
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    • 제21권6호
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    • pp.351-360
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    • 1988
  • Based on historic data of monthly means of sea surface temperatures (SST) for 24 years $(1921\~1944) $ at 23 Korean and Japanese coastal stations in the East Sea (the Japan Sea), we analyzed spatio-temporal characteristics of coastal SST and SST anomalies. The means of SST at Korean coast are higher than those at Japanese coast of the same latitudes, and the annual range of SST at Korean coast are larger than those at Japanese coast. Empirical orthogonal function analysis shows that almost all $(96\%)$ of the SST fluctuations are described by simultaneous seasonal variations. The flurtuations of SST anomalies are small in the Korea Strait and large at the boundaries between the warm and told currents in the basin. The fluctuations of SST anomalies along Korean coast are correlated each other The same is true for SST anomalies along Japanese coast. However, there is only weak correlation between the SST anomalies at Korean coast and those at Japanese coast. Empirical orthogonal function analysis shows that $27\%$ of the coastal SST anomalies in the East Sea are described by simultaneous fluctuations, and $12\%$ of them are described by alternating fluctuations between Korean and Japanese coasts.

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한반도 미래 기온 변화 예측을 위한 ECHO-G/S 시나리오의 통계적 상세화에 관한 연구 (A Study on Statistical Downscaling for Projection of Future Temperature Change simulated by ECHO-G/S over the Korean Peninsula)

  • 신진호;이효신;권원태;김민지
    • 대기
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    • 제19권2호
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    • pp.107-125
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    • 2009
  • Statistical downscaled surface temperature datasets by employing the cyclostationary empirical orthogonal function (CSEOF) analysis and multiple linear regression method are examined. For evaluating the efficiency of this statistical downscaling method, monthly surface temperature of the ECMWF has been downscaled into monthly temperature having a fine spatial scale of ~20km over the Korean peninsula for the 1973-2000 period. Monthly surface temperature of the ECHOG has also been downscaled into the same spatial scale data for the same period. Comparisons of temperatures between two datasets over the Korean peninsula show that annual mean temperature of the ECMWF is about $2^{\circ}C$ higher than that of the ECHOG. After applying to the statistical downscaling method, the difference of two annual mean temperatures reduces less than $1^{\circ}C$ and their spatial patterns become even close to each other. Future downscaled data shows that annual temperatures in the A1B scenario will increase by $3.5^{\circ}C$ by the late 21st century. The downscaled data are influenced by the ECHOG as well as observation data which includes effects of complicated topography and the heat island.