• 제목/요약/키워드: Two-Stream Network

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Prediction of Dissolved Oxygen at Anyang-stream using XG-Boost and Artificial Neural Networks

  • Keun Young Lee;Bomchul Kim;Gwanghyun Jo
    • Journal of information and communication convergence engineering
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    • 제22권2호
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    • pp.133-138
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    • 2024
  • Dissolved oxygen (DO) is an important factor in ecosystems. However, the analysis of DO is frequently rather complicated because of the nonlinear phenomenon of the river system. Therefore, a convenient model-free algorithm for DO variable is required. In this study, a data-driven algorithm for predicting DO was developed by combining XGBoost and an artificial neural network (ANN), called ANN-XGB. To train the model, two years of ecosystem data were collected in Anyang, Seoul using the Troll 9500 model. One advantage of the proposed algorithm is its ability to capture abrupt changes in climate-related features that arise from sudden events. Moreover, our algorithm can provide a feature importance analysis owing to the use of XGBoost. The results obtained using the ANN-XGB algorithm were compared with those obtained using the ANN algorithm in the Results Section. The predictions made by ANN-XGB were mostly in closer agreement with the measured DO values in the river than those made by the ANN.

사면 및 하도 복합유출장의 단기 유출해석 시스템 개발 (Build-Up a Kinematic Wave Routing System for the Catchment-Stream Complex)

  • 하성룡
    • 대한토목학회논문집
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    • 제14권4호
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    • pp.875-886
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    • 1994
  • 본 연구는 유역의 지형인자를 고려한 강우의 수리학적 단기유출 해석 시스템을 개발한 것이다. 강우 유출의 기본 개념은 Kinematic Wave 이론에 의거하였으며, 그 수치해는 특성곡선 추적법에 의하여 산출된다. 개발된 강우유출해석 시스템은 한개의 하도를 중심으로 좌우 2개의 등가사면을 지니는 단위 등가조도 모델이 복수개의 하도망을 따라 결합된 복합 등가조도 유역 모델로 구성되며, 등가조도유역 모델은 유역의 하천차수이론에 근거하여 규정됨으로써 유역이 지니는 확률적 지형인자를 모델 파라메타에 함축시키는 특성을 지닌다. 모델 파라메타의 민감도분석과 IHP 대표유역인 보청천 유역의 지형 및 수문자료를 이용한 모델 보정과 검정을 통하여 제안 시스템의 현장 적용성과 재현가능성이 확인되었다. 본 연구의 성과에 의하여 해석대상 등가유역의 시공간상 임의 위치에서 수리량의 시간변동 예측 및 유역의 개발에 따른 단기적 수질변동 해석에 요구되는 수리량의 해석이 가능하게 되었다.

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실시간 비디오 스트림의 전송지연 축소를 위한 TCP 친화적 하이브리드 혼잡제어 기법 (A TCP-Friendly Congestion Control Scheme using Hybrid Approach for Reduction of Transmission Delay for Real-Time Video Stream)

  • 김형진;조정현;나인호
    • 한국정보통신학회논문지
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    • 제8권2호
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    • pp.304-309
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    • 2004
  • 최근 인터넷의 발전으로 디지털 오디오 및 비디오와 같은 멀티미디어 스트림에 대한 요구가 증가하고 있다. 이러한 멀티미디어 스트리밍을 UDP로 전송할 경우 TCP와 같은 혼잡제어를 수행하지 않기 때문에 동일한 경로에 TCP 트레픽 궁핍을 일으켜 혼잡붕괴 및 막대한 전송지연을 초래한다. 이러한 문제점으로 인하여 실시간 멀티미디어 스트림의 전송지연 축소와 혼잡제어를 위한 새로운 전송기법과 프로토콜에 대한 다각적 인 연구가 수행되고 있다. TCP 친화적 혼잡제어 기법은 크게 일반적인 혼잡윈도우 관리기능을 이용하는 윈도우 기반 혼잡제어와 TCP 모델링 방정식 등을 이용하여 전송율을 직접 조절하는 율 기반 혼잡제어로 나눌 수 있다. 본 논문은 윈도우 기반과 율 기반을 복합적으로 다룬 하이브리드형 TCP-friendly 혼잡제어 기법에서 전송율 개선을 위한 알고리즘을 제안하였으며, NS를 사용하여 제안된 TEAR의 성능을 실험하였다. 실험 결과를 통해 제안된 TEAR가 TCP보다 적은 율 변동과 공정성을 동시에 제공할 수 있음을 보였다.

High-speed Satellite ATM Experimentations and Demonstrations using Ka-band Koreasat-3

  • Kim, Nae-soo;Park, Dong-Joon;Park, Seoung-Nam;Oh, Deock-Gil
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2002년도 ITC-CSCC -2
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    • pp.896-899
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    • 2002
  • In this paper, we present the experimentation and demonstration results of Korea-Japan high-speed satellite ATM network using Ka-band Koreasat-3. This experimentation consists of two items - TCP/IP and MPEG-2 video/audio transmission over 155Mbps ATM based satellite network. The goals of this experimentation are to measure TCP performance when the only standard mechanisms approved by IETF in order to improve TCP performance in LFN(long fat network) are used and to derive the effects of quality for the high definition video stream when MPEG-2 TS is transmitted through 155Mbps satellite ATM link. With on the results of the experiments, we demonstrated the applications suitable to the high-speed satellite ATM network. The first TCP/IP and MPEG-2 transmission experiments were done at the rate of 155Mbps using Ka-band KOREASAT-3 between Korea and Japan, and its results will be demonstrated with the ATM-based 3D-HDV(3 dimensional High definition video) and HDTV during 2002 Korea-Japan World Cup Soccer Game.

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무선 멀티미디어 센서 네트워크를 위한 고속 링크 설정 프로토콜 (Fast Link-Setup Protocol for Wireless Multimedia Sensor Networks)

  • 박우길
    • 한국통신학회논문지
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    • 제39C권3호
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    • pp.247-254
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    • 2014
  • 무선 멀티미디어 센서 네트워크는 이미지 센서나 마이크 센서에 의해 주기적으로 생성된 멀티미디어 데이터를 효율적으로 전송하기 위해서 가장 적합한 채널을 선택하는 것이 중요하다. 대부분의 기존 연구에서는 무선 센서 네트워크가 사용할 채널을 미리 고정하는 경우가 많았지만, 주파수 부족 문제가 심각한 현실에서는 특정 채널을 고정적으로 사용한다는 것이 다양한 환경을 지원하는데 큰 제약이 될 수 있다. 본 논문에서는 이를 개선하기 위해서 기존 무선 인지 라디오 네트워크(Cognitive radio network)에서 사용하는 공통 제어 채널 없이 두 노드가 서로 사용 가능한 채널을 찾기 위한 방식을 도입하였다. 또한 기존 방식의 문제점으로 사용하는 채널수가 늘어날수록 성능이 크게 저하됨을 보이고, 이를 개선하기 위해 새로운 방식을 제안하였다. 따라서 제안 방식은 네트워크의 노드 밀도가 증가할수록 다른 방식에 비해 30% 이상 빠르게 링크를 설정할 수 있다.

Impact of Bidirectional Interaction between Sewer and Surface flow on 2011 Urban Flooding in Sadang stream watershed, Korea

  • Pakdimanivong, Mary;Kim, Yeonsu;Jung, Kwansue;Li, Heng
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2015년도 학술발표회
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    • pp.397-397
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    • 2015
  • The frequency of urban floods is recently increased as a consequence of climate change and haphazard development in urban area. To mitigate and prevent the flood damage, we generally utilized a numerical model to investigate the causes and risk of urban flood. Contrary to general flood inundation model simulating only the surface flow, the model needs to consider flow of the sewer network system like SWMM and ILLUDAS. However, this kind of model can not consider the interaction between the surface flow and drainage network. Therefore, we tried to evaluate the impact of bidirectional interaction between sewer and surface flow in urban flooding analysis based on simulations using the quasi-interacted model and the interacted model. As a general quasi-interacted model, SWMM5 and FLUMEN are utilized to analyze the flow of drainage network and simulate the inundation area, respectively. Then, FLO-2D is introduced to consider the interaction between the surface flow and sewer system. The two method applied to the biggest flood event occurred in July 2011 in Sadang area, South Korea. Based on the comparison with observation data, we confirmed that the model considering the interaction the sewer network and surface flow, showed a good agreement than the quasi-interacted model.

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과포화교통상태에서의 SPLIT COORDINATION신호제어전략 (Green-Split Coordination Strategy in Oversaturated Signal System)

  • 이광훈
    • 대한교통학회지
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    • 제11권1호
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    • pp.87-103
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    • 1993
  • The subject this paper is the signal control strategy under oversaturated conditions. The nature of traffic control for oversaturation is essentially different from the standard control modes. While under non-saturated situation traffic control is needed for the sake of safety and efficiency, the throughput is essential under oversaturated conditions. Therefore berth objective and strategies differ. For an oversaturated stream the cycle time and the signal offset are thought to be of rather secondary importance. For this case the green split may well be the most important control variable to serve the excessive demand. Up to now, however, most efforts have concentrated on the strategy with the concept which lies just on the extension of Webster's. "Green-split Coordination Strategy for Over-Saturated Networks", presents newly contrived three types of strategies named Forward-coordination, Backward-coordination and Network-coordination respectively and describes the algorithms with the evaluations. The forward coordination strategy treats the forward wave of flow between two signals. The aim is to prevent the outbreak of queue due to the accumulation of temporary excess of demand in near-saturation or saturation flow. The backward coordination strategy treats the backward rave of flow between two signals. The goal is to prevent the waste of green time caused by the exit block at the upstream signal. for this purpose a feedback regulation is provided of the upstream green-split so that the inflow-outflow balance is kept zero. The resultant surplus of green time is alloted to other signal stages. Also here the examination is made of the appropriate value of the feedback control parameter. The network coordination strategy is operated to maximize the network throughput in a specific direction applying a bang-bang control at the bottleneck intersection. This is a type of intervenient control for policy reasons. For this strategy the green-split coordinations, particuarly the backward coordination, are essential as the tactical elements. In order to evaluate the preposed strategies those are compared with the latest existing strategy called saturation-degree-ratio control by the simulation experiments in an assumed 4$\times$4 grid network. The results are satisfactory showing a 10-15% reduction in delays and a 15% increase in network capacity.

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신경망 모형을 이용한 홍수유출 예측시스템의 재발 (A Development of System for Flood Runoff Forecasting using Neural Network Model)

  • 안상진;전계원
    • 한국수자원학회논문집
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    • 제37권9호
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    • pp.771-780
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    • 2004
  • 본 논문에서는 신경망 모형을 이용해서 개발된 홍수유출 예측 시스템의 적용성을 검토하였다. 홍수유출 예측을 위한 신경망 모형을 공주, 부여지점에 적용하였으며, 신경망 모형을 입력층, 은닉층, 출력층으로 구성하였다. 입력층에는 강우자료와 홍수량 자료를 출력층에는 홍수유출량이 예측되도록 구성하였다. 홍수유출 예측 시스템 구성시 예측모형 선정을 위해 신경망 모형과 상태공간 모형을 이용하여 홍수시 실시간 하천유출량 예측을 수행하였다. 두 모형의 예측결과 비교시 신경망 모형이 실시간 홍수량 예측에 적합한 모형으로 선정되었다. 신경망 모형은 Web 상에서 사용이 가능하게 변환하여 홍수유출 예측시스템의 기본모형으로 개발되었다. Web 기반 모형으로 개발된 신경망 모형을 서버에 탑재하고 금강수계의 본류와 주요 지점에 적용하여 Web 상에서 개발된 모형의 적용성을 검증하였다.

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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다변량기법을 활용한 용담호 수질측정지점 유사성 연구 (A Study on Measuring the Similarity Among Sampling Sites in Lake Yongdam with Water Quality Data Using Multivariate Techniques)

  • 이요상;권세혁
    • 환경영향평가
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    • 제18권6호
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    • pp.401-409
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    • 2009
  • Multivariate statistical approaches to classify sampling sites with measuring their similarity by water quality data and understand the characteristics of classified clusters have been discussed for the optimal water quality monitering network. For empirical study, data of two years (2005, 2006) at the 9 sampling sites with the combination of 2 depth levels and 7 important variables related to water quality is collected in Yongdam reservoir. The similarity among sampling sites is measured with Euclidean distances of water quality related variables and they are classified by hierarchical clustering method. The clustered sites are discussed with principal component variables in the view of the geographical characteristics of them and reducing the number of measuring sites. Nine sampling sites are clustered as follows; One cluster of 5, 6, and 7 sampling sites shows the characteristic of low water depth and main stream of water. The sites of 2 and 4 are clustered into the same group by characteristics of hydraulics which come from that of main stream. But their changing pattern of water quality looks like different since the site of 2 is near to dam. The sampling sites of 3, 8, and 9 are individually positioned due to the different tributary.