• Title/Summary/Keyword: change point analysis

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머신러닝 기반의 디지털 방송 프로그램 유형 분류 및 활용 방안 연구 (A Study of the Classification and Application of Digital Broadcast Program Type based on Machine Learning)

  • 윤상혁;이소현;김희웅
    • 지식경영연구
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    • 제20권3호
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    • pp.119-137
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    • 2019
  • With the recent spread of digital content, more people have been watching the digital content of TV programs on their PCs or mobile devices, rather than on TVs. With the change in such media use pattern, genres(types) of broadcast programs change in the flow of the times and viewers' trends. The programs that were broadcast on TVs have been released in digital content, and thereby people watching such content change their perception. For this reason, it is necessary to newly and differently classify genres(types) of broadcast programs on the basis of digital content, from the conventional classification of program genres(types) in broadcasting companies or relevant industries. Therefore, this study suggests a plan for newly classifying broadcast programs through using machine learning with the log data of people watching the programs in online media and for applying the new classification. This study is academically meaningful in the point that it analyzes and classifies program types on the basis of digital content. In addition, it is meaningful in the point that it makes use of the program classification algorithm developed in relevant industries, and especially suggests the strategy and plan for applying it.

종교조직 유형론으로 본 대순진리회 유형 연구 (A Study of Type of Daesoonjinrihoe as a Established Sect and It's Appraisal)

  • 김항제
    • 대순사상논총
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    • 제25_1집
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    • pp.87-119
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    • 2015
  • Typology of religious organization is a useful analysis from the stand point of sociology of region. A study on the change of type of religious organization according to typology is a academic responsibility. This study can also make a religion prepare theoretical shape for the future of the religion. Although Daesoonjinrihoe now becomes a established sect, Daesoonjinrihoe should retain characteristics as a alternative sect. This feature as a alternative sect is an important identity of Daesoonjinrihoe which was established to criticize and overcome established sect. Dotongjingyeong is an ideal world of Daesoonjinrihoe. The foundation of Dotongjingyeong as an ideal world is essential value and reason of existence of Daesoonjinrihoe. For this reason, Daesoon jinrihoe should not just maintain its position but lead to reach the Dotongjingyeong here and now. Dotongjingyeong which should be built here and now is beyond Daesoonjinrihoe as a religious organization, because Dotongjingyeong is new heaven and new earth. Daesoonjinrihoe should put an guard against trial and error through change of type. Otherwise, Daesoonjinrihoe can not retain characteristics as an alternative sector. Now Daesoonjinrihoe may be at a revolutionary turning point for the foundation of Dotongjingyeong.

An analytical approach of behavior change for concrete dam by panel data model

  • Gu, Hao;Yang, Meng;Gu, Chongshi;Cao, Wenhan;Huang, Xiaofei;Su, Huaizhi
    • Steel and Composite Structures
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    • 제36권5호
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    • pp.521-531
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    • 2020
  • The behavior variation of concrete dam is investigated, based on a new method for analyzing the data model of concrete dam in service process for the limitation of wavelet transform for solving concrete dam service process model. The study takes into account the time and position of behavior change during the process of concrete dam service. There is no dependence on the effect quantity for overcoming the shortcomings of the traditional identification method. The panel data model is firstly proposed for analyzing the behavior change of composite concrete dam. The change-point theory is used to identify whether the behavior of concrete dams changes during service. The phase space reconstruction technique is used to reconstruct the phase plane of the trend effect component. The time dimension method is used to solve the construction of multi-transformation model of composite panel data. An existing 76.3-m-high dam is used to investigate some key issues on the behavior change. Emphasis is placed on conversion time and location for three time periods consistent with the practical analysis report for evaluating the validity of the analysis method of the behavior variation of concrete dams presented in this paper.

기계식 해체 공법을 적용한 슬래브 해체 시 발생하는 진동 해석 연구 (A Study on Vibration Analysis During the Slab Dismantling Using the Mechanical Dismantling Method)

  • 노유송;석철기;박훈
    • 화약ㆍ발파
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    • 제39권4호
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    • pp.1-11
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    • 2021
  • 본 연구에서는 기계식 해체공법을 적용한 슬래브 해체 시 발생하는 진동을 분석하기 위해 진동 자료를 획득하였다. 획득한 진동 자료는 부착장치에 따라 구별하여 파형 및 우세주파수 분석을 수행하였고, 작업위치와 계측위치 사이의 거리를 측정하는 방법을 달리하여 상관관계를 분석하였다. 부착 장치 별 파형분석 결과 장비 작업에 의한 진동 파형의 위상 변화는 거의 없고 진동속도의 크기인 진폭의 변화만 일어났으며, 주파수 분석 결과 압쇄기를 사용한 경우 브레이커를 사용한 경우에 비해 주파수 대역이 낮으며, 해체 대상 건축물의 고유 진동수와 주파수 대역이 근접하였다. 상관관계 분석결과 작업 위치와 계측위치의 이격거리는 상호 간의 직선거리가 아닌 실제 건축물을 따라 진동이 전파하는 경로로 평가해야 높은 상관성을 보임을 확인하였다.

유역의 토지이용 특성을 고려한 비점오염원 관리방안 적용에 따른 저감 효율 분석 (Analysis of the Efficiency of Non-point Source Pollution Managements Considering the Land Use Characteristics of Watersheds)

  • 최유진;이서로;금동혁;한정호;박운지;김종건;임경재
    • 한국물환경학회지
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    • 제36권5호
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    • pp.405-422
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    • 2020
  • Land use change by urbanization has significantly affected the hydrological process including the runoff characteristics. Due to this situation, it has been becoming more complicated to manage non-point source pollutions caused by rainfall. In order to effectively control non-point sources, it is necessary to identify the reduction efficiency of the various management method based on land use characteristics. Thus, the purpose of this study is to analyze the reduction efficiency of non-point source pollution management practices targeting three different watersheds with the different land use characteristics using the Soil and Water Assessment Tool (SWAT). To do this, the vulnerable subwatersheds to non-point source pollution occurrence within each watershed were selected based on the streamflow and water quality simulation results. Then, considering the land use, low impact development (LID) or best management practices (BMPs) were applied to the selected subwatersheds and the efficiency of each management was analyzed. As a result of analysis of the non-point source pollution reduction efficiency, when LID was applied to urban areas, the average reduction efficiencies of SS, NO3-N, and TP were 5.92%, 4.62%, and 10.35%, respectively. When BMPs were applied to rural areas, the average reduction efficiencies of SS, TN and TP were 35.45%, 4.37%, and 10.16%, respectively. The results of this study can be used as a reference for determining appropriate management methods for non-point source pollution in urban, rural, and complex watersheds.

Landsat Mss Data를 이용한 서울시 산림패취의 패턴 변화분석 (Analysis of the Change in Pattern of Seoul Forest Patch to have used Landsat MSS Data)

  • 이종성
    • 한국조경학회지
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    • 제26권2호
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    • pp.240-250
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    • 1998
  • This study is to have attempted to analyze the characteristics of the change in forest landscape pattern of Seoul for 18 years by grasping it through satellite image data on the forest area in Seoul where a rapid change according urbanization and industrialization is going on. On the basis of Landsat MSS data- satellite image data, this writer analyzed the change in the number and size of patch and the mean edge length of each forest land, and the index of patch shape by each year from a landscape -ecological point of view. The results are as follows; First, in the pattern change of the forest patch of Seoul, the highest patch fragmentation area is the forest of the Yangchon-gu district where is decreasing it forest area by 654ha, 511ha, 495ha, 402ha each year from its total size of 742ha in 1979. Second, the change tendency shows that the average forest size decreased at 552.58ha in 1983, 435.03ha in 1988, 396.23ha in 1992, and 379.96ha in 1996. And analysis showed that even in the number of patches, the forest fragmentation phenomenon was presenting by the increase of development disturbance. Third, the mean edge by year was longest at 23,385m in 1979, but it is decreasing continuously. This shows the regular and artificial uniformity of forest landscape by disturbance-effect increase of the built-up development and shows low portion against edge effect by the time-series change like 1979>1983>198>1992>1996. Finally, in the analysis of a shape index indicated by ratio of size and edge, total averages were 2.56, 2.33, 2.17, 2.14, 2.14 each year, so that it is considered that the disturbance and ecological health status against forest landscape can be grasped according to being examined as 1979>1983>1988>1992, 1996 by the time-series change of the landscape.

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체표 캐패시턴스 측정 방식을 이용한 체표 경락.경혈 에너지 변화 분석 (Analysis of Meridian Energy and its Change Pattern with Time using Measurement of Skin-Capacitance on Source Points)

  • 김수병;권선민;명현석;이경중;강희정;임윤경;이용흠
    • Korean Journal of Acupuncture
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    • 제26권3호
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    • pp.1-11
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    • 2009
  • Objectives : The object of this study is to investigate the balance/imbalance of skin capacitances between left and right meridians, and to analyze the change patterns of electric energy on meridians with the lapse of time. Method : Electric potential was measured on five source points (LU9, PC7, HT7, LI4, SI4) bilaterally for 4 hours. The energy balance/imbalance between left and right was investigated, and the change patterns with time were analyzed. Results and Conclusions : The amplitude of meridian energy on five source points and the energy balance/imbalance between left and right were varied in each individual. When a source point showed a balanced meridian energy bilaterally, the change patterns of meridian energy with time were similar between left and right. While, when it showed an imbalanced energy between left and right, the change patterns of meridian energy were also different between left and right. Through this study, we proposed a new diagnostic method of meridian energy.

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동적응답의 변화를 고려한 점용접부의 진동피로해석 (Vibration Fatigue Analysis for Multi-Point Spot-Welded SPCC Structure Considering Change of Dynamic Response)

  • 강기원;장일주;김정규
    • 대한기계학회논문집A
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    • 제34권9호
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    • pp.1193-1199
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    • 2010
  • 점용접은 자동차 산업에서 차체 구조물의 대표적 접합방법으로서 차량에 피로하중이 작용할 경우 구조물 전체의 파손 발생이전에 점용접부 일부에 조기 피로파손의 발생가능성이 존재한다. 이러한 점용접부의 국부적 파손은 차량 구조물의 동적 반응 및 이에 따른 피로거동의 변화를 야기할 가능성이 존재한다. 따라서 차량과 같이 스펙트럼하중을 받는 구조물의 피로수명 평가를 위해서는 이러한 점용접부의 국부적 파손에 의한 동적 반응의 변화를 고려하여야 한다. 본 논문에서는 점용접부의 누적피로손상으로 인한 동적반응의 변화를 고려한 진동피로해석을 수행하였다. 이에 필요한 S-N 선도는 전단 점용접 시험편에 대한 일정진폭 피로시험을 통하여 획득하였다. 또한 스펙트럼하중하의 점용접부의 피로수명은 유한요소해석에 기반한 진동피로해석을 통하여 평가하였다.

과채류 친환경 실천 농가의 생산성 변화 분석 (An Analysis on Productivity Change in Environment-Friendly Farming of Fruit Vegetables)

  • 최돈우;김태균
    • 한국유기농업학회지
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    • 제22권2호
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    • pp.335-345
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    • 2014
  • The productivity decrease in environment-friendly farming is the biggest obstacle for the development of environment-friendly food market. This paper aimed to analyze the productivity change in environment-friendly farming of fruit vegetables (oriental melon, watermelon, and strawberry). Box-Cox transformation model was used to infer the functional form of productivity change. The results showed that the periods of productivity restoration to 90% level in oriental melon, strawberry, and watermelon were 14.1 years, 11.4 years, and 6.0 years, respectively. The forms of productivity restoration of fruit vegetables showed differences due to their growth characteristics, incidences of crop pests, preference for the environment- friendly agricultural products, cultivation period and so on. Because the form and period of productivity restoration were different depending on kinds of fruit vegetable, the government policy should be established considering this point of view.

Robust CUSUM test for time series of counts and its application to analyzing the polio incidence data

  • Kang, Jiwon
    • Journal of the Korean Data and Information Science Society
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    • 제26권6호
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    • pp.1565-1572
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    • 2015
  • In this paper, we analyze the polio incidence data based on the Poisson autoregressive models, focusing particularly on change-point detection. Since the data include some strongly deviating observations, we employ the robust cumulative sum (CUSUM) test proposed by Kang and Song (2015) to perform the test for parameter change. Contrary to the result of Kang and Lee (2014), our data analysis indicates that there is no significant change in the case of the CUSUM test with strong robustness and the same result is obtained after ridding the polio data of outliers. We additionally consider the comparison of the forecasting performance. All the results demonstrate that the robust CUSUM test performs adequately in the presence of seemingly outliers.