• Title/Summary/Keyword: Periodogram

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POWER SPECTRUM ANALYSIS OF THE OMC1 IMAGE AT 1.1MM WAVELENGTH

  • Youn, So-Young;Kim, Sung-Eun
    • Journal of The Korean Astronomical Society
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    • v.45 no.4
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    • pp.93-99
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    • 2012
  • We present a 1.1mm emission map of the OMC1 region observed with AzTEC, a new large-format array composed of 144 silicon-nitride micromesh bolometers, that was in use at the James Clerk Maxwell Telescope (JCMT). These AzTEC observations reveal dozens of cloud cores and a tail of filaments in a manner that is almost identical to the submillimeter continuum emission of the entire OMC1 region at 450 and $850{\mu}m$. We perform Fourier analysis of the image with a modified periodogram and the density power spectrum, which provides the distribution of the length scale of the structures, is determined. The expected value of the periodogram converges to the resulting power spectrum in the mean squared sense. The present analysis reveals that the power spectrum steepens at relatively smaller scales. At larger scales, the spectrum flattens and the power law becomes shallower. The power spectra of the 1.1mm emission show clear deviations from a single power law. We find that at least three components of power law might be fitted to the calculated power spectrum of the 1.1mm emission. The slope of the best fit power law, ${\gamma}{\approx}-2.7$ is similar to those values found in numerical simulations. The effect of beam size and the noise spectrum on the shape and slope of the power spectrum are also included in the present analysis. The slope of the power law changes significantly at higher spatial frequency as the beam size increases.

Categorical time series clustering: Case study of Korean pro-baseball data (범주형 시계열 자료의 군집화: 프로야구 자료의 사례 연구)

  • Pak, Ro Jin
    • Journal of the Korean Data and Information Science Society
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    • v.27 no.3
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    • pp.621-627
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    • 2016
  • A certain professional baseball team tends to be very weak against another particular team. For example, S team, the strongest team in Korea, is relatively weak to H team. In this paper, we carried out clustering the Korean baseball teams based on the records against the team S to investigate whether the pattern of the record of the team H is different from those of the other teams. The technique we have employed is 'time series clustering', or more specifically 'categorical time series clustering'. Three methods have been considered in this paper: (i) distance based method, (ii) genetic sequencing method and (iii) periodogram method. Each method has its own advantages and disadvantages to handle categorical time series, so that it is recommended to draw conclusion by considering the results from the above three methods altogether in a comprehensive manner.

A study on electricity demand forecasting based on time series clustering in smart grid (스마트 그리드에서의 시계열 군집분석을 통한 전력수요 예측 연구)

  • Sohn, Hueng-Goo;Jung, Sang-Wook;Kim, Sahm
    • The Korean Journal of Applied Statistics
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    • v.29 no.1
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    • pp.193-203
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    • 2016
  • This paper forecasts electricity demand as a critical element of a demand management system in Smart Grid environment. We present a prediction method of using a combination of predictive values by time series clustering. Periodogram-based normalized clustering, predictive analysis clustering and dynamic time warping (DTW) clustering are proposed for time series clustering methods. Double Seasonal Holt-Winters (DSHW), Trigonometric, Box-Cox transform, ARMA errors, Trend and Seasonal components (TBATS), Fractional ARIMA (FARIMA) are used for demand forecasting based on clustering. Results show that the time series clustering method provides a better performances than the method using total amount of electricity demand in terms of the Mean Absolute Percentage Error (MAPE).

Classification with Seasonal Variability using Harmonic Components: Application for Remotely-sensed Images of Korean Peninsula

  • Lee, Sang-Hoon;Hong, Hyun-Ki
    • Proceedings of the KSRS Conference
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    • 2003.11a
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    • pp.1483-1485
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    • 2003
  • Multitemporal approaches using sequential data acquired over multiple years are essential for satisfactory discrimination between many land cover classes whose signatures exhibit seasonal trends. At any particular time, the response of several classes may be indistinguishable. Using the estimates of periodogram which are obtained from sequential images, the periodicity of the process have been incorporates into multitemporal classification. The Normalized Difference Vegetation Index (NDVI) was computed for seven-day composites of the Advanced Very High Resolution Radiometer (AVHRR) imagery over the Korean peninsula for 1996 - 2000 using a dynamic technique.

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쪽거리와 장기기억

  • Lee, Il-Gyun
    • The Korean Journal of Financial Management
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    • v.12 no.1
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    • pp.1-17
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    • 1995
  • 경제에 미친 충격이 경제에 일시적 영향을 미치고 사라지며 그 영향력이 곧 소멸하고 마는 경우와 영구히 존속하는 경우가 있을 수 있다. 경제에 불현듯 다가와 영향력을 행사한 충격이 일시적으로 존재하고 사라지느냐 아니면 영원히 또는 장기적으로 존재하느냐 하는 것은 경제 현상을 시계열적으로 파악하고 이해하는 데 중요한 요소이다. 충격이 경제 내에 장기기억으로 존재한다면 경제 현상은 경제가 시작되는 순간부터 현재까지의 충격들의 결합적 집합이라 할 수 있을 것이다. 이 논문에서는 적분확률과정의 모수 d가 정수를 갖지 않고 비정수를 갖을 때의 ARIMA(p, d, g)process, 즉 ARFIMA(p, d, q)process의 비정수차분 모수 d를 추정 하고자 한다. 그리고 이 비정수차 분모수의 추정과 검정을 통하여 우리나라의 주가가 충격을 받았을 때 이 충격을 금시 해소시키고 버리는지, 또는 장기적으로 기억하여 항상 주가에 반영시키고 있는지의 여부를 검증하였다. 이 논문에서는 periodogram 방법과 lag window 방법을 다같이 사용하여 차분모수 d를 추정하고 표준오차를 계산하여 d의 추정치에 대한 기각여부를 검정한 우리나라의 주식시장은 충격에 대한 장기기억을 보유하고 있다는 것을 발견하였다. 이와 같은 발견은 충격적이다.

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Efficient Spectrum Sensing Method using the Short Time Fourier Transform algorithm (Short Time Fourier Transform 알고리즘을 적용한 효율적인 스펙트럼 센싱 기법)

  • Kang, Min-Kyu;Lee, Hyun-So;Hwang, Sung-Ho;Kim, Kyung-Seok
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2009.11a
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    • pp.375-378
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    • 2009
  • The Spectrum Sensing Technology is the core technology of the Cognitive Radio (CR) System that is one of the future wireless communication technologies. This is the technology that temporarily allocates the frequency bandwidth by scanning surrounding wireless environments to keep licensed terminals and search the unused frequency bandwidth. In this paper, we proposed the efficient Spectrum Sensing Method using the Short Time Fourier Transform (STFT). The Cosine and DVB-H signal with the 6MHz bandwidth is used as the Input Signal. And we confirm the Spectrum Sensing result using Modified Periodogram Method, Welch's Method for compared with Short Time Fourier Transform Algorithm.

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THE PERIODICITY OF THE SOLAR FLARE PRODUCTION DURING THE ACTIVITY CYCLE 22

  • TOHMURA ICHIROH;TOKIMASA NORITAKA;KUBOTA JUN
    • Journal of The Korean Astronomical Society
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    • v.29 no.spc1
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    • pp.321-322
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    • 1996
  • Using the data on the occurrences of the Ho: and soft X-ray flares for the time interval of January 1, 1986-May :31, 1994, we have studied the middle term(30-300days) pericities of the solar flare production during the activity cycle 22. Power analysis of the time seies of daily H$\alpha$ flare index in the northern hemisphere shows prominent periodicities at 220, 120, 109, and 92 days(see Figures l(a) and l(b)), while in the southern hemisphere, those at 267, 213, 183, 167, and 107 days are apparent, though their peaks are not so distint as those in the northern hemisphere. Periodogram of daily soft X-ray flare index also reveal the periodicities at 279, 205, 164, 117, and 91 days in the northern hemisphere, and at 266, 220, 199, 162, 120, and 100 days in the southern hemisphere. Howeer, the 155-day periodicity reported for the earlier cycles, 19, 20, and 21, could not be confirmed in our analysis. to be submitted to Solar Physics; an extended abstract.

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The Influence of Slit Shape on the Reflective Characteristic of Caissons in Harbor (항만구조물 반사특성에 미치는 Slit 형상의 영향)

  • Kim, Kyu-Han;Kim, Min-Soo;Lee, Kang-Chul;Ryu, Moo-Eun
    • Proceedings of the Korea Committee for Ocean Resources and Engineering Conference
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    • 2006.11a
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    • pp.461-464
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    • 2006
  • The caisson of the inner wall type has a weak point that reflecting wave is big. Therefore it has been studied that the research of the decreasing reflecting wave using installation the perforated wall in front of caisson to decrease of that weak point. In this study, we analyzed the characteristic of reflection horizontal and diamond style vertical slit caisson using hydraulic model test. According to the results of experiments, we could confirm that diamond style vertical caisson has a reflection coefficient which has lower than horizontal caisson of the reflection coefficient of 5~10%.

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Basis or In-Vivo and In-Vitro Thrombosis Detection of Mechanical Valve (In-Vivo 및 In-Vitro 실험을 통한 기계식 판막의 혈전현상 검출을 위한 기초연구)

  • Lee, H.S.;Lee, S.H.;Kim, S.H.
    • Proceedings of the KOSOMBE Conference
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    • v.1997 no.11
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    • pp.113-117
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    • 1997
  • In this paper we detected the thrombosis formation by spectral analysis and neural network. Using microphone and amplifier, we measured the sound from the mechanical valve which is attached to the pneumatic ventricular assist device. The sound was sampled by A/D converter and the periodogram is the main algorithm or obtaining spectrum. We made the valvular thrombosis models using pellethane and silicon and they are thrombosis model on the disk, around the sewing ring and fibrous tissue growth across the orifice of valve. The spectrum of normal and 5 kinds of thrombotic valve were obtained and primary and secondary peak appeared in each spectrum waveform. So to distinguish the secondary peak of normal and thrombotic valve quantatively, 3 layer back propagation neural network.

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STATISTICAL PREDICTION OF THE ANNUAL CATCHES OF ANCHOVY, ENGRAULIS JAPONICA, IN KOREA BY MEANS OF PAST DATA (어획 통계고에 의한 멸치의 장기 변동 분석)

  • CHANG Jee-Won;SU Doo-Ok
    • Korean Journal of Fisheries and Aquatic Sciences
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    • v.3 no.1
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    • pp.45-51
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    • 1970
  • By means of past data, taken from the annual catches of anchovy landings in Korea, from the year 1926 to 1967, as reported in the Annual Statistical deports of Fisheries, the future annual catches from the year 1968 to 1973 were predicted by statistical extrapolation. The trend C(t) in the 42 year period above was interpreted by the least square method. Also, the ratio of the actual annual catches Ct to this trend C(t) was regarded as a stationary variate and the serial correlation coefficients $r_k$ were calculated. The type of statistical variate model was therefore determined by the correlogram. A periodical analysis, using Whittaker's method, was performed and a harmonic analysis was also performed. According to these calculations the stationary variate at was fixed and the annual catches following the year 1967 were predicted by extrapolation.

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