• 제목/요약/키워드: multi-source data

검색결과 422건 처리시간 0.027초

Invariant Range Image Multi-Pose Face Recognition Using Fuzzy c-Means

  • Phokharatkul, Pisit;Pansang, Seri
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2005년도 ICCAS
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    • pp.1244-1248
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    • 2005
  • In this paper, we propose fuzzy c-means (FCM) to solve recognition errors in invariant range image, multi-pose face recognition. Scale, center and pose error problems were solved using geometric transformation. Range image face data was digitized into range image data by using the laser range finder that does not depend on the ambient light source. Then, the digitized range image face data is used as a model to generate multi-pose data. Each pose data size was reduced by linear reduction into the database. The reduced range image face data was transformed to the gradient face model for facial feature image extraction and also for matching using the fuzzy membership adjusted by fuzzy c-means. The proposed method was tested using facial range images from 40 people with normal facial expressions. The output of the detection and recognition system has to be accurate to about 93 percent. Simultaneously, the system must be robust enough to overcome typical image-acquisition problems such as noise, vertical rotated face and range resolution.

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Korea Emissions Inventory Processing Using the US EPA's SMOKE System

  • Kim, Soon-Tae;Moon, Nan-Kyoung;Byun, Dae-Won W.
    • Asian Journal of Atmospheric Environment
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    • 제2권1호
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    • pp.34-46
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    • 2008
  • Emissions inputs for use in air quality modeling of Korea were generated with the emissions inventory data from the National Institute of Environmental Research (NIER), maintained under the Clean Air Policy Support System (CAPSS) database. Source Classification Codes (SCC) in the Korea emissions inventory were adapted to use with the U.S. EPA's Sparse Matrix Operator Kernel Emissions (SMOKE) by finding the best-matching SMOKE default SCCs for the chemical speciation and temporal allocation. A set of 19 surrogate spatial allocation factors for South Korea were developed utilizing the Multi-scale Integrated Modeling System (MIMS) Spatial Allocator and Korean GIS databases. The mobile and area source emissions data, after temporal allocation, show typical sinusoidal diurnal variations with high peaks during daytime, while point source emissions show weak diurnal variations. The model-ready emissions are speciated for the carbon bond version 4 (CB-4) chemical mechanism. Volatile organic carbon (VOC) emissions from painting related industries in area source category significantly contribute to TOL (Toluene) and XYL (Xylene) emissions. ETH (Ethylene) emissions are largely contributed from point industrial incineration facilities and various mobile sources. On the other hand, a large portion of OLE (Olefin) emissions are speciated from mobile sources in addition to those contributed by the polypropylene industry in point source. It was found that FORM (Formaldehyde) is mostly emitted from petroleum industry and heavy duty diesel vehicles. Chemical speciation of PM2.5 emissions shows that PEC (primary fine elemental carbon) and POA (primary fine organic aerosol) are the most abundant species from diesel and gasoline vehicles. To reduce uncertainties in processing the Korea emission inventory due to the mapping of Korean SCCs to those of U.S., it would be practical to develop and use domestic source profiles for the top 10 SCCs for area and point sources and top 5 SCCs for on-road mobile sources when VOC emissions from the sources are more than 90% of the total.

복수파동원의 탄성파 진폭법을 이용한 터널탐사에 관한 연구 (Tunnel Detection Using Seismic Multi-source Amplitude Data)

  • 서백수;김훈;손권익
    • 지구물리와물리탐사
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    • 제10권4호
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    • pp.377-382
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    • 2007
  • 우리나라에서는 심부 소형 터널의 탐사를 위하여 여러 가지 탐사법이 응용되고 있다. 지금까지 탄성파 자료 처리에서는 주로 주시를 이용한 주시역산법이 많이 이용되어 왔으나, 측정 시추공간의 짧은 거리와 초동의 피킹 오차 등에 의해서 터널의 정확한 위치 해석은 매우 부정확하였다. 본 연구에서는 복수파동원에 의한 진폭법을 이용한 오차 토모그램 방법을 제안하였다. 이론 모형자료와 실제 현장 자료에서 여러 개의 파동원을 조합한 자료들을 이용하여 터널의 위치를 계산하였다.

다방향 불규칙파중에서의 반잠수식 부체군에 작용하는 파강제력 (Wave Exciting Forces on Multiple Floating Bodies of Semisubmersible Type in Multi-directional Irregular Waves)

  • 조효제;구자삼;김경태
    • 한국해양공학회지
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    • 제11권4호
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    • pp.76-89
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    • 1997
  • The hydrodynamic interaction characteristics between multiple floating bodies of semisubmersible type are examined to present the basic data for the design of huge offshore structures supported by a large number of the floating bodies in multi-directional irregular waves. The numerical approach is based on a combination of a three-dimensional source distribution method, the wave interaction theory and the spectral analysis method. The effects of wave directionality on the wave exciting forces acting on multiple floating bodies in multi-directional irregular waves also have been pointed out.

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A Visualization System for Multiple Heterogeneous Network Security Data and Fusion Analysis

  • Zhang, Sheng;Shi, Ronghua;Zhao, Jue
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제10권6호
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    • pp.2801-2816
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    • 2016
  • Owing to their low scalability, weak support on big data, insufficient data collaborative analysis and inadequate situational awareness, the traditional methods fail to meet the needs of the security data analysis. This paper proposes visualization methods to fuse the multi-source security data and grasp the network situation. Firstly, data sources are classified at their collection positions, with the objects of security data taken from three different layers. Secondly, the Heatmap is adopted to show host status; the Treemap is used to visualize Netflow logs; and the radial Node-link diagram is employed to express IPS logs. Finally, the Labeled Treemap is invented to make a fusion at data-level and the Time-series features are extracted to fuse data at feature-level. The comparative analyses with the prize-winning works prove this method enjoying substantial advantages for network analysts to facilitate data feature fusion, better understand network security situation with a unified, convenient and accurate mode.

무선 센서 네트워크에서 멀티-홉 클러스터를 통한 이동 싱크 지원 통신 프로토콜 (Communication Protocol to Support Mobile Sinks by Multi-hop Clusters in Wireless Sensor Networks)

  • 오승민;정주현;이정철;박호성;임용빈;김상하
    • 한국통신학회논문지
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    • 제35권3A호
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    • pp.287-295
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    • 2010
  • 무선 센서 네트워크에서, 위치정보 없이 이동 싱크를 지원하는 연구들은 노드로 클러스터를 이루고 이들의 연결을 통해서 싱크로 데이터를 전달하는 가상의 인프라구조를 형성한다. 소스 노드가 위치한 클러스터와 싱크가 위치한 클러스터 간에는 이 구조를 통해서 연결되지만, 모든 클러스터 헤드와의 연결을 만들기 위해 플러딩을 하기 때문에 높은 라우팅 비용을 야기한다. 비록 다계층의 클러스터를 통해서 클러스터의 수를 줄일 수는 있지만, 싱크와 소스가 가깝더라도 다른 최상위 클러스터에 속한다면, 데이터는 우회될 수밖에 없다. 그래서 우리는 데이터 우회를 해결하고 클러스터의 수를 줄일 수 있는 멀티 홉 클러스터 기반의 프로토콜을 제안한다. 싱크의 위치 정보서비스와 싱크로의 데이터의 전달을 위해 랑데부 클러스터 헤드를 선정하지만, 소스와 싱크가 속한 클러스터 간의홉 수를 이용해서 효과적으로 데이터의 우회를 줄인다. 시뮬레이션은 기존 방안보다 효과적으로 데이터가 전달되는 것을 보인다.

Designing Bigdata Platform for Multi-Source Maritime Information

  • Junsang Kim
    • 한국컴퓨터정보학회논문지
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    • 제29권1호
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    • pp.111-119
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    • 2024
  • 본 논문에서는 해상에서 수집되는 다양한 출처의 정보들을 수집할 수 있는 빅데이터 플랫폼을 제안한다. 현재 운영되는 해양 관련 빅데이터 플랫폼들은 만들어진 데이터를 저장 및 공유하는데 초점이 맞추어져 있고 데이터 수집과 전처리는 데이터 제공자가 각자 담당한다. 지상 대비 열악한 통신망을 사용하는 해양 환경에서 데이터를 수집 및 통합하는 것은 높은 비용과 비효율성이 존재하며, 이로 인해 관련 인프라의 구현이 쉽지 않다. 특히 기상 정보, 레이더 및 센서 데이터 등 실시간 데이터 수집 및 분석이 필요한 분야의 경우 통신망 문제와 더불어 데이터 보안, 조직과 선박의 특성, 데이터 수집 비용 문제 등 지상 대비 다수의 문제를 고려해야 한다. 먼저 본 논문에서는 이 문제들을 정의하고 해결방안을 제시한다. 그리고 이를 반영한 빅데이터 플랫폼 설계를 위해 데이터 소스, 계층적 MEC, 데이터 전송 구조를 우선 제안한 후 이를 모두 통합한 전체 플랫폼 구조를 제시한다.

Interference Aware Multipath Routing in Multi-rate Wireless Sensor Networks

  • Lee, Kang Gun;Park, Hyung Kun
    • 한국멀티미디어학회논문지
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    • 제18권8호
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    • pp.909-914
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    • 2015
  • In wireless sensor networks, sensor nodes have a short transmission range and data is transferred from source to destination node using the multi-hop transmission. Sensor nodes are powered by battery and the link qualities are different, and the routing protocol in the wireless sensor network is one of the important technical issues. Multipath routing was proposed to reduce the data congestion and increase data throughput. In the multipath routing, however, each path can be interfered by the other path, and it can aggravate network performance. In this paper, we propose the multipath routing scheme for multi-rate wireless sensor networks. The multipath routing selects transmission paths to minimize transmission delay and path interference.

지식이전 선행요인에 관한 다차원 분석: 사회적 자본 이론과 사회연결망 이론의 결합 (Multi-level Analysis of the Antecedents of Knowledge Transfer: Integration of Social Capital Theory and Social Network Theory)

  • 강민형;허용석
    • Asia pacific journal of information systems
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    • 제22권3호
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    • pp.75-97
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    • 2012
  • Knowledge residing in the heads of employees has always been regarded as one of the most critical resources within a firm. However, many tries to facilitate knowledge transfer among employees has been unsuccessful because of the motivational and cognitive problems between the knowledge source and the recipient. Social capital, which is defined as "the sum of the actual and potential resources embedded within, available through, derived from the network of relationships possessed by an individual or social unit [Nahapiet and Ghoshal, 1998]," is suggested to resolve these motivational and cognitive problems of knowledge transfer. In Social capital theory, there are two research streams. One insists that social capital strengthens group solidarity and brings up cooperative behaviors among group members, such as voluntary help to colleagues. Therefore, social capital can motivate an expert to transfer his/her knowledge to a colleague in need without any direct reward. The other stream insists that social capital provides an access to various resources that the owner of social capital doesn't possess directly. In knowledge transfer context, an employee with social capital can access and learn much knowledge from his/her colleagues. Therefore, social capital provides benefits to both the knowledge source and the recipient in different ways. However, prior research on knowledge transfer and social capital is mostly limited to either of the research stream of social capital and covered only the knowledge source's or the knowledge recipient's perspective. Social network theory which focuses on the structural dimension of social capital provides clear explanation about the in-depth mechanisms of social capital's two different benefits. 'Strong tie' builds up identification, trust, and emotional attachment between the knowledge source and the recipient; therefore, it motivates the knowledge source to transfer his/her knowledge to the recipient. On the other hand, 'weak tie' easily expands to 'diverse' knowledge sources because it does not take much effort to manage. Therefore, the real value of 'weak tie' comes from the 'diverse network structure,' not the 'weak tie' itself. It implies that the two different perspectives on strength of ties can co-exist. For example, an extroverted employee can manage many 'strong' ties with 'various' colleagues. In this regards, the individual-level structure of one's relationships as well as the dyadic-level relationship should be considered together to provide a holistic view of social capital. In addition, interaction effect between individual-level characteristics and dyadic-level characteristics can be examined, too. Based on these arguments, this study has following research questions. (1) How does the social capital of the knowledge source and the recipient influence knowledge transfer respectively? (2) How does the strength of ties between the knowledge source and the recipient influence knowledge transfer? (3) How does the social capital of the knowledge source and the recipient influence the effect of the strength of ties between the knowledge source and the recipient on knowledge transfer? Based on Social capital theory and Social network theory, a multi-level research model is developed to consider both the individual-level social capital of the knowledge source and the recipient and the dyadic-level strength of relationship between the knowledge source and the recipient. 'Cross-classified random effect model,' one of the multi-level analysis methods, is adopted to analyze the survey responses from 337 R&D employees. The results of analysis provide several findings. First, among three dimensions of the knowledge source's social capital, network centrality (i.e., structural dimension) shows the significant direct effect on knowledge transfer. On the other hand, the knowledge recipient's network centrality is not influential. Instead, it strengthens the influence of the strength of ties between the knowledge source and the recipient on knowledge transfer. It means that the knowledge source's network centrality does not directly increase knowledge transfer. Instead, by providing access to various knowledge sources, the network centrality provides only the context where the strong tie between the knowledge source and the recipient leads to effective knowledge transfer. In short, network centrality has indirect effect on knowledge transfer from the knowledge recipient's perspective, while it has direct effect from the knowledge source's perspective. This is the most important contribution of this research. In addition, contrary to the research hypothesis, company tenure of the knowledge recipient negatively influences knowledge transfer. It means that experienced employees do not look for new knowledge and stick to their own knowledge. This is also an interesting result. One of the possible reasons is the hierarchical culture of Korea, such as a fear of losing face in front of subordinates. In a research methodology perspective, multi-level analysis adopted in this study seems to be very promising in management research area which has a multi-level data structure, such as employee-team-department-company. In addition, social network analysis is also a promising research approach with an exploding availability of online social network data.

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POLARIZATION OBSERVATIONS OF RADIO SOURCES IN THE FIELD CONTAINING ABELL 695

  • Kim, Kwang-Tae
    • 천문학회지
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    • 제21권2호
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    • pp.117-132
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    • 1988
  • Multi-frequency polarization observations of Abell 695 are reported here. The brightest radio source 0838+325, which was previously classified as a wide angled head-tail radio source, is, in the present observations, resolved into two separable sources, a head-tail source 0838+325 AB and a diffuse one 0838+325C. The radio-tail shows high degree of linear polarization(${\sim}50$-25%) along the radio-tail, suggesting that the interaction with its surrounding intracluster medium (ICM) is not highly turbulent. With the present data, thermal particle densities at the locations of these sources are estimated to be n > $10^{-5}\;cm^{-3}$.

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