• 제목/요약/키워드: spectral data analysis

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Principal Componet Analysis에 의한 고 분해능 AR 모델링과 스텍트럼 추정 (High Resolution AR Spectral Estimation by Principal Component Analysis)

  • 양흥석;이석원;공성곤
    • 대한전기학회논문지
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    • 제36권11호
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    • pp.813-818
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    • 1987
  • 본 논문에서는 AR모델링 기법과 Principal Component Analysis를 이용하여 주파수 분해능이 좋은 스펙트럼 추정방법을 제안하였다. 주어진 데이타를 고유벡터에 의해 전개하고, 각 고유벡터에 대하여 AR스펙트럼추정기법에 의하여 고유 스펙트럼을 구하고, 이것을 고유치로 가중하여 합성함으로써 주파수 분해능력이 좋은 스펙트럼 추정치를 얻을 수 있다. 계산량은 증가하지만, 특히 짧은 데이타, 협대역 신호, 그리고 신호대 잡음비가 낮은 경우에 비헤서도 정확한 스펙트럼 추정이 가능하다는 것을 컴퓨터 시뮬레이션을 통해 확인 하였다.

개선된 ARMA FTF 알고리즘을 이용한 ECG 신호의 스펙트럼 해석 (Spectral Analysis of the ECG Using the Improved ARMA FTF Algorithm)

  • 남현도;안동준;이철희
    • 대한의용생체공학회:의공학회지
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    • 제15권4호
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    • pp.395-400
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    • 1994
  • ECG 신호해석을 위해서는 고해상도 스펙트럼 해석이 필수적이다. ECG 신호의 주파수 해석을 위하여 많이 사용된고 있는 FFT(Fast Fourier Transform)는 데이타 수가 적을때는 해상도가 나쁘고 Gibb의 현상을 보인다. ARMA 모델을 이용한 고해상도 스펙트럼 해석을 위하여 ARMA FTF(Fast Transversal Filter)알고리즘을 사용하였으며 ARMA FTF알고리즘의 불안정의 원인을 분석하고 이의 개선책을 제시하였다. 제안된 알고리즘을 사용하여 ECG 신호의 스펙트럼 해석에 적용하여 좋은 결과를 얻었다. 본 연구의 결과는 FFT를 사용한 결과보다 굴곡이 작아 컴퓨터를 이용한 진단에 유용하게 사용될 수 있으리라 생각된다.

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AVHRR영상과 분광반사특성을 이용한 식생지수(NDVI)의 변동특성 (Variation Characteristics of Vegetation Index(NDVI) Using AVHRR Images and Spectral Reflectance Characteristics)

  • 박종화;류경식
    • 한국환경복원기술학회지
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    • 제8권2호
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    • pp.33-40
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    • 2005
  • The objective of this research was to find an indirect method to estimate spectral reflectance and NDVI(Normalized Difference Vegetation Index) efficiently, using the spectroradiometer and NOAA AVHRR satellite data. For collecting RS base data, used spectro-radiometer that measures reflection characteristics between 300~1,100nm was used and measured the reflection of vegetation from paddy rice during the growing season at Chungbuk national university's farm in 2002. The feasibility of detecting the temporal variation in the spectral reflectance and NDVI in paddy rice were conducted on eight growth stages. AVHRR data were collected in eight different months over a one year period in 2002. The results were compared with those obtained by analyzing NDVI characteristics. The spectral reflectance and NDVI of paddy rice have a great effect on the growth condition. Considerably, NDVI was increased by developing muscle fiber tissue at the near infrared wavelength until the Booting stage. Then the NDVI increased until the Maturity stage and then decreased until harvest. The highest month was at July and the lower month was at March. The difference NDVI analysis using March and another months data was conducted, the results were provided information on the growth condition of crops.

Estimation of Forest LAI in Close Canopy Situation Using Optical Remote Sensing Data

  • Lee, Kyu-Sung;Kim, Sun-Hwa;Park, Ji-Hoon;Kim, Tae-Geun;Park, Yun-Il;Woo, Chung-Sik
    • 대한원격탐사학회지
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    • 제22권5호
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    • pp.305-311
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    • 2006
  • Although there have been several attempts to estimate forest LAI using optical remote sensor data, there are still not enough evidences whether the NDVI is effective to estimate forest LAI, particularly in fully closed canopy situation. In this study, we have conducted a simple correlation analysis between LAI and spectral reflectance at two different settings: 1) laboratory spectral measurements on the multiple-layers of leaf samples and 2) Landsat ETM+ reflectance in the close canopy forest stands with fieldmeasured LAI. In both cases, the correlation coefficients between LAI and spectral reflectance were higher in short-wave infrared (SWIR) and visible wavelength regions. Although the near-IR reflectance showed positive correlations with LAI, the correlations strength is weaker than in SWIR and visible region. The higher correlations were found with the spectral reflectance data measured on the simulated vegetation samples than with the ETM+ reflectance on the actual forests. In addition, there was no significant correlation between the forest.LAI and NDVI, in particular when the LAI values were larger than three. The SWIR reflectance may be important factor to improve the potential of optical remote sensor data to estimate forest LAI in close canopy situation.

KOMPSAT-2 전정색영상과 다중분광영상의 융합기법 비교평가 (Comparison of Image Fusion Methods to Merge KOMPSAT-2 Panchromatic and Multispectral Images)

  • 오관영;정형섭;이광재
    • 대한원격탐사학회지
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    • 제28권1호
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    • pp.39-54
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    • 2012
  • 본 연구의 목적은 KOMPSAT-2 위성영상에 가장 일반적으로 적용 가능한 영상융합기법을 제시하는 것이다. 가장 널리 사용되는 영상융합기법인 HPF, modified IHS, pan-sharpened, wavelet을 지역적, 계절적 특성이 서로 다른 4장의 KOMPSAT-2 위성영상에 적용하였고, 각각의 융합결과를 공간적, 분광적으로 비교분석하였다. 영상융합기법의 품질평가는 시각적 분석과 정량적 분석을 병행하여 수행하였으며, 정량적 분석에는 spatial ERGAS, spectral ERGAS, SAM, Q4가 사용되었다. 종합적인 분석결과를 고려할 때, pan-sharpened가 색상정보와 공간정보의 균형적인 보존 측면에서 다른 융합기법들에 비해, 상대적으로 우수한 결과를 나타냈다. modified-IHS의 경우, 공간정보는 잘 보존하였지만 다소 큰 색상 왜곡이 발생되었고, HPF와 wavelet은 색상 왜곡은 적었지만, 공간정보의 왜곡이 발생하였다.

Revisiting the Correlations of Peak Luminosity with Spectral Lag and Peak Energy of the Observed Gamma-ray Bursts

  • Jo, Yun-A;Chang, Heon-Young
    • Journal of Astronomy and Space Sciences
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    • 제33권4호
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    • pp.247-256
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    • 2016
  • An analysis of light curves and spectra of observed gamma-ray bursts in gamma-ray ranges is frequently demanded because the prompt emission contains immediate details regarding the central engine of gamma-ray bursts (GRBs). We have revisited the relationship between the collimation-corrected peak luminosity and the spectral lag, investigating the lag-luminosity relationships in great detail by focusing on spectral lags resulting from all possible combinations of channels. Firstly, we compiled the opening angle data and demonstrated that the distribution of opening angles of 205 long GRBs is represented by a double Gaussian function having maxima at ~ 0.1 and ~ 0.3 radians. We confirmed that the peak luminosity and the spectral lag are anti-correlated, both in the observer frame and in the source frame. We found that, in agreement with our previous conclusion, the correlation coefficient improves significantly in the source frame. It should be noted that spectral lags involving channel 2 (25-50 keV) yield high correlation coefficients, where Swift/Burst Alert Telescope (BAT) has four energy channels (channel 1: 15-25 keV, channel 2: 25-50 keV, channel 3: 50-100 keV, channel 4: 100-200 keV). We also found that peak luminosity is positively correlated with peak energy.

지진파 스펙트럼특성과 선형판별분석을 이용한 자연지진과 인공지진 식별 (Discrimination between earthquake and explosion by using seismic spectral characteristics and linear discriminant analysis)

  • 제일영;전정수;이희일
    • 한국지진공학회:학술대회논문집
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    • 한국지진공학회 2003년도 추계 학술발표회논문집
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    • pp.13-19
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    • 2003
  • Discriminant method using seismic signal was studied for discrimination of surface explosion. By means of the seismic spectral characteristics, multi-variate discriminant analysis was performed. Four single discriminant techniques - Pg/Lg, Lg1/Lg2, Pg1/Pg2, and Rg/Lg - based on seismic source theory were applied to explosion and earthquake training data sets. The Pg/Lg discriminant technique was most effective among the four techniques. Nevertheless, it could not perfectly discriminate the samples of the training data sets. In this study, a compound linear discriminant analysis was defined by using common characteristics of the training data sets for the single discriminants. The compound linear discriminant analysis was used for the single discriminant as an independent variable. From this analysis, all the samples of the training data sets were correctly discriminated, and the probability of misclassification was lowered to 0.7%.

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SPECTRAL ANALYSIS OF WATER-STRESSED FOREST CANOPY USING EO-l HYPERION DATA

  • Kook Min-Jung;Shin Jung-Il;Lee Kyu-Sung
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2005년도 Proceedings of ISRS 2005
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    • pp.7-10
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    • 2005
  • Plant water deficiency during drought season causes physiological stress and can be a critical indicator of forest fire vulnerability. In this study, we attempt to analyze the spectral characteristics of water stressed vegetation by using the laboratory measurement on leaf samples and the canopy reflectance spectra extracted from satellite hyperspectral image data. Leaf-level reflectance spectra were measured by varying moisture content using a portable spectro-radiometer. Canopy reflectance spectra of sample forest stands of two primary species (pine and oak) located in central part of the Korean peninsula were extracted from EO-l Hyperion imaging spectrometer data obtained during the drought season in 2001 and the normal precipitation year in 2002. The preliminary analysis on the reflectance spectra shows that the spectral characteristics of leaf samples are not compatible with the ones obtained from canopy level. Although moisture content of vegetation can be influential to the radiant flux reflected from leaf-level, it may not be very straightforward to obtain the spectral characteristics that are directly related to the level of canopy moisture content. Canopy spectra form forest stands can be varied by structural variables (such as LAt, percent coverage, and biomass) other than canopy moisture content.

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Near-Infrared Spectral Characteristics in Presence of Sun Glint Using CASI-1500 Data in Shallow Waters

  • Jeon, Joo-Young;Kim, Sun-Hwa;Yang, Chan-Su
    • 대한원격탐사학회지
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    • 제31권4호
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    • pp.281-291
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    • 2015
  • Sun glint correction methods of hyperspectral data that have been developed so far have not considered the various situations and are often adequate for only certain conditions. Also there is an inaccurate assumption that the signal in NIR wavelength is zero. Therefore, this study attempts to analyze the NIR spectral properties of sun glint effect in coastal waters. For the analysis, CASI-1500 airborne hyperspectral data, bathymetry data and in-situ data obtained at coastal area near Sin-Cheon, Jeju Island, South Korea were used. The spectral characteristics of radiance and reflectance at the five NIR wavelengths (744 nm, 758 nm, 772 nm, 786 nm, and 801 nm) are analyzed by using various statistics, spatial and spectral variation of sun-glinted area under conditions of the bottom types of benthos, barren rocks and sand with similar water depth. Through the quantitative analysis, we found that the relation of water depth or bottom type with sun glint is relatively less which is a similar result with the previous studies. However the sun glint are distributed similarly with the patterns of the direction of wave propagation. It is confirmed that the areas with changed direction of wave propagation were not affected by the sun glint. The spatial and spectral variations of radiance and reflectance are mainly caused by the effect of sun glint and waves. The radiance or reflectance of more sun-glinted areas are increased approximately 1.5 times and the standard deviations are also increased three times compared to the less sun glinted areas. Through this study, the further studies of sun glint correction method in coastal water using the patterns of wave propagation and diffraction will be placed.

측선자력의 스펙트럼분석에 의한 자성체 심도추정 (Spectral Analysis Technique Applied to Magnetic Profile Data for Magnetic Depth Estimates)

  • 박창고;박창업
    • 자원환경지질
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    • 제22권1호
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    • pp.81-87
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    • 1989
  • 자력탐사 해석에 있어서 Slope, graphical, spectral 및 Fourier 해석 등을 포함한 많은 심도계산 방법들이 연구 발표되었다. 그러나 Peters의 half-slope 및 Vacquier 둥의 maximum-slope 방법들이 석유 탐사에 종사하는 지구물리학자들 간에 인기가 있고 널리 사용되고 있다. Slope 방법은 그 적용이 간단하고 쉬울 뿐만 아니라 대체적으로 신뢰성 있는 결과를 준다. Spectral 방법은 평균 깊이의 추정에는 빠르고 효과적이기는 하지만 고립된 개개 자력이상에 적용될 때 믿을 수 없는 결과가 나온다. Spectral 방법의 문제점을 줄이고 결과의 정확도를 높이기 위해서 이 방법의 신뢰도와 적용한계점에 대한 논의를 제시한다.

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