• 제목/요약/키워드: Spatial Clusters

검색결과 286건 처리시간 0.028초

Spatial Focalization of Zen-Meditation Brain Based on EEG

  • Liu, Chuan-Yi;Lo, Pei-Chen
    • 대한의용생체공학회:의공학회지
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    • 제29권1호
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    • pp.17-24
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    • 2008
  • The aim of this paper is to report our preliminary results of investigating the spatial focalization of Zen-meditation EEG (electroencephalograph) in alpha band (8-13 Hz). For comparison, the study involved two groups of subjects, practitioners (experimental group) and non-practitioners (control group). To extract EEG alpha rhythm, wavelet analysis was applied to multi-channel EEG signals. Normalized alpha-power vectors were then constructed from spatial distribution of alpha powers, that were classified by Fuzzy C-means based algorithm to explore various brain spatial characteristics during meditation (or, at rest). Optimal number of clusters was determined by correlation coefficients of the membership-value vectors of each cluster center. Our results show that, in the experimental group, the incidence of frontal alpha activity varied in accordance with the meditation stage. The results demonstrated three different spatiotemporal modules consisting with three distinctive meditation stages normally recognized by meditation practitioners. The frontal alpha activity in two groups decreased in different ways. Particularly, monotonic decline was observed in the control group, and the experimental group showed increasing results. The phenomenon might imply various mechanisms employed by meditation and relaxation in modulating parietal alpha.

Clustering Algorithm for Time Series with Similar Shapes

  • Ahn, Jungyu;Lee, Ju-Hong
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제12권7호
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    • pp.3112-3127
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    • 2018
  • Since time series clustering is performed without prior information, it is used for exploratory data analysis. In particular, clusters of time series with similar shapes can be used in various fields, such as business, medicine, finance, and communications. However, existing time series clustering algorithms have a problem in that time series with different shapes are included in the clusters. The reason for such a problem is that the existing algorithms do not consider the limitations on the size of the generated clusters, and use a dimension reduction method in which the information loss is large. In this paper, we propose a method to alleviate the disadvantages of existing methods and to find a better quality of cluster containing similarly shaped time series. In the data preprocessing step, we normalize the time series using z-transformation. Then, we use piecewise aggregate approximation (PAA) to reduce the dimension of the time series. In the clustering step, we use density-based spatial clustering of applications with noise (DBSCAN) to create a precluster. We then use a modified K-means algorithm to refine the preclusters containing differently shaped time series into subclusters containing only similarly shaped time series. In our experiments, our method showed better results than the existing method.

Spatiotemporal Clusters and Trend of Trichomonas vaginalis Infection in Korea

  • Kim, Yeong Hoon;Ahn, Hye-Jin;Kim, Dongjae;Nam, Ho-Woo
    • Parasites, Hosts and Diseases
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    • 제60권2호
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    • pp.97-107
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    • 2022
  • This study was done to provide an overview of the latest trichomoniasis status in Korea by finding disease clusters and analyzing temporal trends during 2012-2020. Data were obtained from the Health Insurance Review & Assessment Service (HIRA) of Korea. SaTScan and Joinpoint programs were used for statistical analyses. Gyeonggi-do had the highest average population and highest number of cases. The high incidence of T. vaginalis infections were observed among women aged 40-49 and 30-39 years (33,830/year and 33,179/year, respectively). Similarly, the 40-49 and 30-39 age group in men showed the highest average cases (1,319/year and 1,282/year, respectively). Jeollabuk-do was the most likely cluster, followed by Busan/Gyeongsangnam-do/Ulsan/Daegu and Jeju-do and Gwangju. Urban and rural differences were prominent. Trichomoniasis has decreased significantly in most clusters, except for Incheon. Trichomoniasis was decreasing in women recently after peaking around 2014. Men showed different trends according to age. Trichomoniasis was increasing in the 10-39 age groups, but decreasing in the 40-59 age groups. This study might provide an analytic basis for future health measures, policy-makers, and health authorities in developing effective system for prevention of trichomoniasis.

Indoor Environment Drone Detection through DBSCAN and Deep Learning

  • Ha Tran Thi;Hien Pham The;Yun-Seok Mun;Ic-Pyo Hong
    • 전기전자학회논문지
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    • 제27권4호
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    • pp.439-449
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    • 2023
  • In an era marked by the increasing use of drones and the growing demand for indoor surveillance, the development of a robust application for detecting and tracking both drones and humans within indoor spaces becomes imperative. This study presents an innovative application that uses FMCW radar to detect human and drone motions from the cloud point. At the outset, the DBSCAN (Density-based Spatial Clustering of Applications with Noise) algorithm is utilized to categorize cloud points into distinct groups, each representing the objects present in the tracking area. Notably, this algorithm demonstrates remarkable efficiency, particularly in clustering drone point clouds, achieving an impressive accuracy of up to 92.8%. Subsequently, the clusters are discerned and classified into either humans or drones by employing a deep learning model. A trio of models, including Deep Neural Network (DNN), Residual Network (ResNet), and Long Short-Term Memory (LSTM), are applied, and the outcomes reveal that the ResNet model achieves the highest accuracy. It attains an impressive 98.62% accuracy for identifying drone clusters and a noteworthy 96.75% accuracy for human clusters.

DYNAMICAL EVOLUTION IN THE OPEN CLUSTER NGC 6819

  • KANG YaNG-WOO;ANN HONG BAE
    • 천문학회지
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    • 제35권2호
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    • pp.87-95
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    • 2002
  • We have conducted VI CCD photometry of the open cluster NGC 6819 in order to understand the effects of dynamical evolution in old open clusters. Our photometry covers 18' $\times$ 18' on the sky, centered on the cluster, which seems to cover the whole cluster field. Our photometry reaches down to V $\approx$ 20.5, which allows us to analyze the luminosity function and spatial distribution of stars brighter than Mv $\approx$ 8.5. There is a clear evidence for mass segregation in NGC 6819, i.e., the giants and upper main-sequence stars are concentrated in the inner regions, whereas the lower main-sequence stars distribute almost uniformly throughout the cluster. The luminosity function of the main-sequence stars of NGC 6819 is almost flat. The flat luminosity function indicates that a large number of low mass stars has escaped from the cluster unless its initial mass function is much different from the Salpeter type (${\phi}(m){\propto} m^{-(1+x)},x = 1.35$).

Compact Stellar Systems and Dwarf Galaxies in the Pandora's Cluster Abell 2744

  • 이명균;장인성
    • 천문학회보
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    • 제40권2호
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    • pp.30.2-30.2
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    • 2015
  • Abell 2744 is a giant merging cluster, called the Pandora's Cluster, at the redshift of z=0.308 (corresponding to a distance of 1270 Mpc). Taking the advantage of the deep high resolution images in the Hubble Frontier Field program, we study the properties of compact stellar systems including globular clusters and ultracompact dwarfs (UCDs) as well as dwarf galaxies in this cluster. We find a rich population of globular clusters and UCDs in Abell 2744. The spatial distribution of these objects is consistent with the mass map derived from lensing analysis, while showing a significant offset from the X-ray map of hot gas. The faint end of the luminosity function of the galaxies in the red sequence is fit by a flat slope, showing no faint upturn. We discuss these finding in relation with the origin of UCDs, formation of red sequence dwarf galaxies, and formation of the Pandora's cluster.

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THE ANALYSIS OF A STAR CLUSTER FAMILY IN THE NORTHERN PART OF CARINA NEBULA

  • AYU, RAMADHANI PUTRI;PRIYATIKANTO, RHOROM;ARIFYANTO, M. IKBAL;ROMADHONIA, RISKA WAHYU;HILMI, MIFTAHUL;FITRIANA, ITSNA KHOIRUL;WULANDARI, HESTI R.T.
    • 천문학논총
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    • 제30권2호
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    • pp.275-278
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    • 2015
  • We studied a cluster family in the northern part of the Carina Nebula (NGC 3372) a group of clusters near NGC 3324 (Tr 15, NGC 3293, Loden 165, Loden 153 and IC 2581). We used data from UCAC4 to determine the cluster's membership and the near infrared CMDs of each cluster. We analyzed the spatial density and elongation as a function of radius for each cluster and found a possible interaction between NGC 3293 and Loden153. However, the shape distortion of NGC 3324 cannot be evaluated because of the inhomogenity in the coverage of UCAC4 in the east part of NGC 3324.

Young Stellar Populations in Triangulum Galaxy (M33)

  • 강용범;이수창
    • 천문학회보
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    • 제37권2호
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    • pp.69.1-69.1
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    • 2012
  • We present a comprehensive study of star-forming regions and young star clusters in M33. We use GALEX far-UV and near-UV imaging to detect these young stellar populations tracing recent star formation across the disk of M33. The GALEX imaging, combining deep sensitivity and entire coverage of the galaxy, provides a complete view of the recent star formation in M33 and its variation with environment throughout the galaxy. We discuss variation of various properties (e.g., age, mass, spatial distribution) of star-forming regions and young star clusters in M33 which allow to provide constraints of recent star formation history of this galaxy.

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A pilot study of the two OB associations Cygnus OB2 and Carina OB1 using the Gaia data

  • Lim, Beomdu;Naze, Yael;Gosset, Eric;Rauw, Gregor
    • 천문학회보
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    • 제44권1호
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    • pp.47.2-47.2
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    • 2019
  • We present a kinematic study of the two young OB associations Cygnus OB2 and Carina OB1 using the recently released Gaia astrometric data. The unimodal distributions of parallaxes of stars indicate that these associations are real stellar systems, rather than line-of-sight coincidences. The associations are found to comprise dense star clusters and a sparse halo which have different proper motions. Clusters have small spatial sizes with small dispersions in proper motion, while the haloes extending to tens of parsecs have a large dispersion in proper motion. We speculate that this aspect is related to that found in molecular clouds, the so-called "line width-size" relation. In this talk, the formation process of these associations is discussed, based on our findings.

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우리나라 산업집적의 공간적 패턴과 구조 분석 -한국형 지역혁신체제 구축의 시사점 - (The Spatial Pattern and Structure of Industrial Agglomerations in Korea : Towards a Regional Innovation System)

  • 정준호;김선배
    • 한국경제지리학회지
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    • 제8권1호
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    • pp.17-29
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    • 2005
  • 본 연구는 공간적 자기상관(spatial autocorrelation) 정도를 측정하는 공간통계 기법인 MORAN I를 사용하여 산업집적의 공간적 패턴과 구조를 분석하였다. 분석결과 우리나라는 수도권 이외 지역의 혁신환경이 열악한 가운데 주요 산업집적지가 수도권 일대와 동남권 일대를 중심으로 분포하고 있는 다핵형 공간구조를 형성하고 있다. 그리고 일부 산업의 경우 산업집적지는 광역 시 $\cdot$ 도 단위의 행정구역을 넘어서는 집적패턴이 나타나고 있다. 이에 따라 본 연구는 한국경제발전을 위한 최우선 과제의 하나가 산업집적과 혁신환경의 공간적 불일치라는 경제 공간구조를 조정하는 것이어야 하며, 이를 위해서는 16개 광역 시 $\cdot$ 도 보다는 인접한 2$\∼$3개 광역 시 $\cdot$ 도를 포괄하는 경제권역을 단위로 산업클러스터 기반의 지역혁신체제 구축이 필요함을 제시하였다.

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