• Title/Summary/Keyword: 링크예측

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Classifying a Strength of Dependency between classes by using Software Metrics and Machine Learning in Object-Oriented System (기계학습과 품질 메트릭을 활용한 객체간 링크결합강도 분류에 관한 연구)

  • Jung, Sungkyun;Ahn, Jaegyoon;Yeu, Yunku;Park, Sanghyun
    • KIPS Transactions on Software and Data Engineering
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    • v.2 no.10
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    • pp.651-660
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    • 2013
  • Object oriented design brought up improvement of productivity and software quality by adopting some concepts such as inheritance and encapsulation. However, both the number of software's classes and object couplings are increasing as the software volume is becoming larger. The object coupling between classes is closely related with software complexity, and high complexity causes decreasing software quality. In order to solve the object coupling issue, IT-field researchers adopt a component based development and software quality metrics. The component based development requires explicit representation of dependencies between classes and the software quality metrics evaluates quality of software. As part of the research, we intend to gain a basic data that will be used on decomposing software. We focused on properties of the linkage between classes rather than previous studies evaluated and accumulated the qualities of individual classes. Our method exploits machine learning technique to analyze the properties of linkage and predict the strength of dependency between classes, as a new perspective on analyzing software property.

Short-term Prediction of Travel Speed in Urban Areas Using an Ensemble Empirical Mode Decomposition (앙상블 경험적 모드 분해법을 이용한 도시부 단기 통행속도 예측)

  • Kim, Eui-Jin;Kim, Dong-Kyu
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.38 no.4
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    • pp.579-586
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    • 2018
  • Short-term prediction of travel speed has been widely studied using data-driven non-parametric techniques. There is, however, a lack of research on the prediction aimed at urban areas due to their complex dynamics stemming from traffic signals and intersections. The purpose of this study is to develop a hybrid approach combining ensemble empirical mode decomposition (EEMD) and artificial neural network (ANN) for predicting urban travel speed. The EEMD decomposes the time-series data of travel speed into intrinsic mode functions (IMFs) and residue. The decomposed IMFs represent local characteristics of time-scale components and they are predicted using an ANN, respectively. The IMFs can be predicted more accurately than their original travel speed since they mitigate the complexity of the original data such as non-linearity, non-stationarity, and oscillation. The predicted IMFs are summed up to represent the predicted travel speed. To evaluate the proposed method, the travel speed data from the dedicated short range communication (DSRC) in Daegu City are used. Performance evaluations are conducted targeting on the links that are particularly hard to predict. The results show the developed model has the mean absolute error rate of 10.41% in the normal condition and 25.35% in the break down for the 15-min-ahead prediction, respectively, and it outperforms the simple ANN model. The developed model contributes to the provision of the reliable traffic information in urban transportation management systems.

Improving QoS using Cellular-IP/PRC in Hospital Wireless Network

  • Kim, Sung-Hong
    • The Journal of the Korea institute of electronic communication sciences
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    • v.1 no.2
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    • pp.120-126
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    • 2006
  • In this paper, we propose for improving QoS in hospital wireless network using Cellular-IP/PRC(Paging Route Cache) with Paging Cache and Route Cache in Cellular-IP. Although the Cellular-IP/PRC technology is devised for mobile internet communication, it has its vulnerability in frequent handoff environment. This handoff state machine using differentiated handoff improves quality of services in Cellular-IP/PRC. Suggested algorithm shows better performance than existing technology in wireless mobile internet communication environment. When speech quality is secured considering increment of interference to receive in case of suppose that proposed acceptance method grooves base radio station capacity of transfer node is plenty, and most of contiguity cell transfer node was accepted at groove base radio station with a blow, groove base radio station new trench lake acceptance method based on transmission of a message electric power estimate of transfer node be. Do it so that may apply composing PC(Paging Cache) and RC(Routing Cache) that was used to manage paging and router in radio Internet network in integral management and all nodes as one PRC(Paging Router Cache), and add hand off state machine in transfer node so that can manage hand off of transfer node and Roaming state efficiently, and studies so that achieve connection function at node. Analyze benevolent person who influence on telephone traffic in system environment and forecasts each link currency rank and imbalance degree, forecast most close and important lake interception probability and lake falling off probability, GoS(Grade of Service), efficiency of cell capacity in QoS because applies algorithm proposing based on algorithm use gun send-receive electric power that judge by looking downward link whether currency book was limited and accepts or intercept lake and handles and displays QoS performance improvement.

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Improving QoS using Cellular-IP/PRC in Wireless Internet Environment (Cellular-IP/PRC에서 핸드오프 상태 머신에 의한 QoS 개선)

  • Kim Dong-Hyun
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.9 no.6
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    • pp.1302-1308
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    • 2005
  • Propose Cellular-IP/PRC network with united paging and Cellular IP special duality that use roof information administration cache to secure lake acceptance method in wireless Internet environment and QoS in lesser extent cell environment. When speech quality is secured considering increment of interference to receive in case of suppose that proposed acceptance method grooves base radio station capacity of transfer node is plenty, and moat of contiguity cell transfer node was accepted at groove base radio station with a blow, groove base radio station new trench lake acceptance method based on transmission of a message electric power estimate of transfer node be. Do it so that may apply composing PC(Paging Cache) and RC(Routing Cache) that was used to manage paging and router in radio Internet network in integral management and all nodes as one PRC(Paging Router Cache), and add hand off state machine in transfer node so that can manage hand off of transfer node and Roaming state efficiently, and studies so that achieve connection function at node. Analyze benevolent person who influence on telephone traffic in system environment and forecasts each link currency rank and imbalance degree, forecast most close and important lake interception probability and lake falling off probability, GoS(Grade of Service), efficiency of cell capacity in QoS because applies algorithm proposing based on algorithm use gun send-receive electric power that judge by looking downward link whether currency book was limited and accepts or intercept lake and handles and displays QoS performance improvement.

Improving QoS using Cellular-IP/PRC in Hospital Wireless Network (병원 무선망에서 Cellular-IP/PRC에 의한 QoS 개선)

  • Suk, Kyung Hyu;Kim, Sung-Hong
    • The Journal of the Korea institute of electronic communication sciences
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    • v.3 no.3
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    • pp.188-194
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    • 2008
  • In this paper, we propose for improving QoS in Hospital wireless network using Cellular-IP/PRC(Paging Route Cache) with Paging Cache and Route Cache in Cellular-IP and propose for performance of realtime and non-real time handoff service using Handoff state machine Paging Route Cache. Although the Cellular-IP/PRC technology is devised for mobile internet communication, it has its vulnerability in frequent handoff environment. This handoff state machine using differentiated handoff improves quality of services in Cellular-IP/PRC Suggested algorithm shows better performance than existing technology in wireless mobile internet communication environment. When speech quality is secured considering increment of interference to receive in case of suppose that proposed acceptance method grooves base radio station capacity of transfer node is plenty, and moat of contiguity cell transfer node was accepted at groove base radio station with a blow, groove base radio station new trench lake acceptance method based on transmission of a message electric power estimate of transfer node be. Do it so that may apply composing PC(Paging Cache) and RC(Routing Cache) that was used to manage paging and router in radio Internet network in integral management and all nodes as one PRC(Paging Router Cache), and add hand off state machine in transfer node so that can manage hand off of transfer node and Roaming state efficiently, and studies so that achieve connection function at node. Analyze benevolent person who influence on telephone traffic in system environment and forecasts each link currency rank and imbalance degree, forecast most close and important lake interception probability and lake falling off probability, GoS(Grade of Service), efficiency of cell capacity in QoS because applies algorithm proposing based on algorithm use gun send-receive electric power that judge by looking downward link whether currency book was limited and accepts or intercept lake and handles and displays QoS performance improvement.

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Aircraft Position Prediction and Shadow Zone Penetration Control Using Bezier Curve (베지에 곡선을 이용한 항공기 위치 예측 및 음영 지역 진입 제어 방법)

  • Jeong, Jae-Soon;Roh, Byeong-Hee
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.39C no.11
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    • pp.1011-1022
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    • 2014
  • Currently, the wireless network environment of air node is constructed mainly of ground relay station. However, as the Korean Peninsula is composed of 70% mountainous region, there are multiple shadow zones. This is calling for effective measures to prevent aircraft from losing communication link during low-mid altitude missions. In this article we propose the utilization of Bezier Curve for estimation of aircraft flight path and control method for entering shadow zone. This method successfully estimated aircraft track, and analyzed the existence, disseminated the warning, and took measures to avoid the shadow zone before entering. This article, suggested after simulated experiments, proves that the method enables seamless communication during air operations.

Traffic Flow Control Channels Analysis Using Symmetry Link Network in Wireless Communication (무선통신에서 대칭링크 네트워크를 이용한 트래픽 흐름제어 채널분석)

  • Park, Kwang-Chae
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.13 no.9
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    • pp.1811-1818
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    • 2009
  • This paper is about the research to maintain and enhance the flow of data of the wireless traffic control. Various types of burst traffic that were found at TCP window flow control have been removed or mitigated using the two-way traffic control. Currently, TCP ACK Compression problem appears during the transmission of the wireless communication control channel because the queues are mostly located at the end system. Therefore, in this paper, the periodic bursty characterist of the source IP queue wilt be analyzed to predict the maximum value of queues. And then the prediction tool will be applied to wireless communication traffic control to handle symmetric traffic as to increase the throughput and improve the performance.

A Technical Trend Analysis of LTE Based Femtocell (LTE 기반 펨토셀 기술 동향)

  • Koo, B.T.;Kim, M.H.;Chung, H.B.
    • Electronics and Telecommunications Trends
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    • v.25 no.5
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    • pp.72-83
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    • 2010
  • 통신시장의 경쟁 심화, 소비자 요구 다양화, 통신비 부담 증가와 더불어 유무선 통신 기술 발달로 유무선 융합 서비스의 출현이 기대되어 2007년부터 펨토셀이 각광받기 시작했다. 유무선사업자에 대한 이동통신 사업자의 경쟁력 강화와 신규 수익 모델 창출 방안으로 이동통신 전화 중심의 유무선 융합 기술인 펨토셀이 부상된 것이다. 펨토셀(Femtocells)은 가정이나 사무실 등 실내에서 사용되는 초소형 이동통신용 기지국으로서, 음영지역을 해소하는 대안이며, 유무선 컨버전스 서비스를 위한 실내 통신 인프라로 활용할 수 있다는 점에서 전 세계 통신업체들의 관심이 높아지고 있다. 한편 이동통신 모뎀이 3G WCDMA에서 4G LTE/LTE-Adv.로 급속히 변경될 것으로 예측되고 있다. 펨토셀이 음영지역을 대체하는 효과만으론 시장활성화가 급속하게 이루어지지 않았으나, 4G 이동통신으로 넘어가면서 LTE 펨토셀 보급도 급물살을 탈 것으로 예측된다. 그 이유는 LTE가 패킷데이터 전송에 기반을 둔 다양한 서비스 지원이 가능한 이동통신으로서 하향링크 최대 전송속도 300Mbps peak data rate가 가능하기 때문이다. 휴대셋에서 고속의 멀티미디어 서비스가 가능해 질 수 있음을 시사하는 것이다. 본보고서는 LTE 기반 펨토셀 구조를 살펴보고, 표준화동향 및 산업체 동향을 살펴보고자 한다.

A BI-Level Programming Model for Transportation Network Design (BI-Level Programming 기법을 이용한 교통 네트워크 평가방법 연구)

  • Kim, Byung-Jong;Kim, Won-Kyu
    • Journal of Korean Society of Transportation
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    • v.23 no.7 s.85
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    • pp.111-123
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    • 2005
  • A network design model has been proposed. which represents a transportation facility investment decision problem. The model takes the discrete hi-level programming form in which two types of decision makers, government and travelers, are involved. The model is characterized by its ability to address the total social costs occurring in transportation networks and to estimate the equilibrium link volumes in multi-modal networks. Travel time and volume for each link in the multi-modal network are predicted by a joint modal split/traffic assignment model. An efficient solution algorithm has been developed and an illustrative example has been presented.

Probabilistic Fiber Strength of Composite Pressure Vessel (복합재 압력용기의 확률 섬유 강도)

  • 황태경;홍창선;김천곤
    • Composites Research
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    • v.16 no.6
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    • pp.1-9
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    • 2003
  • In this paper, probabilistic failure analysis based on Weibull distribution function is proposed to predict the fiber strength of composite pressure vessel. And, experimental tests were performed using fiber strand specimens, unidirectional laminate specimens and composite pressure vessels to confirm the volumetric size effect on the fiber strength. As an analytical method, the Weibull weakest link model and the sequential multi-step failure model are considered and mutually compared. The volumetric size effect shows the clearly observed tendency towards fiber strength degradation with increasing stressed volume. Good agreement of fiber strength distribution was shown between test data and predicted results for unidirectional laminate and hoop ply in pressure vessel. The site effect on fiber strength depends on material and processing factors, the reduction of fiber strength due to the stressed volume shows different values according to the variation of material and processing conditions.