• Journal of Information Processing Systems
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• 제19권1호
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• pp.130-138
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• 2023

The traffic flow in an urban area is affected by the date, weather, and regional traffic flow. The existing methods are weak to model the dynamic road network features, which results in inadequate long-term prediction performance. To solve the problems regarding insufficient capacity for dynamic modeling of road network structures and insufficient mining of dynamic spatio-temporal features. In this study, we propose a novel traffic flow prediction framework called shared spatio-temporal attention convolution optimization network (SSTACON). The shared spatio-temporal attention convolution layer shares a spatio-temporal attention structure, that is designed to extract dynamic spatio-temporal features from historical traffic conditions. Subsequently, the graph optimization module is used to model the dynamic road network structure. The experimental evaluation conducted on two datasets shows that the proposed method outperforms state-of-the-art methods at all time intervals.

• 한국정보과학회논문지:정보통신
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• 제31권1호
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• pp.70-80
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• 2004

현재의 인터넷 라우터는 Drop tail 방식으로 큐 안의 패킷을 관리한다. 따라서 네트워크 트래픽의 지수적인 증가로 인해 발생하는 혼잡 상황을 명시적으로 해결 할 수 없다. 이 문제를 해결하기 위해 IETF(Internet Engineering Task Force)에서는 RED(Random Early Detection) 알고리즘과 같은 능동적인 큐 관리(Active Queue Management)알고리즘을 제시하였다. 하지만 RED 알고리즘은 네트워크 환경에 따른 매개 변수의 설정의 어려움을 가지고 있어 잘못된 매개변수 설정으로 인하여 네트워크 성능을 저하시키는 문제를 발생시키며 전체 망에 불안정한 혼잡제어를 야기 시킬 수 있다. 본 논문에서는 기존의 큐 관리 알고리즘을 개선한 SQM(Stabilized Queue Management) 알고리즘을 제안하였다. SQM 알고리즘은 다양한 네트워크 조건에 대해 좋은 성능을 얻을 수 있도록 쉽게 매개 변수설정이 가능하며 불필요한 패킷 패기율을 줄여 효율적으로 혼잡상황을 제어한다. 제안한 알고리즘의 성능을 검증하기 위해 기존의 방법과 시뮬레이션을 이용하여 비교하였다.

• 대한교통학회지
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• 제32권5호
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• pp.497-502
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• 2014

공항에서의 지상교통관제는 매우 중요한 항공교통업무 가운데 하나이다. 따라서 세계 각국에서는 이와 관련된 시뮬레이터의 개발에 대한 관심이 지대하다. 본 연구는 우리나라에서 개발 및 고도화된 비행장관제시뮬레이터에 대한 특징과 장점 및 향후 개발되는 A-SMGCS와의 연동성을 기술하였다. 본 장비의 특징은 훈련관제사의 단독적인 훈련이 가능하도록 설계되었으며 다양한 기상조건 및 정상 및 비정상상황 설정으로 상황에 부합되는 관제사 교육훈련이 가능하다는 점이다. 따라서 본 비행장관제시뮬레이터를 통하여 항공관제 부분에서의 종합훈련은 물론 다양한 상황에서의 관제사 훈련을 통하여 비행안전과 공항용량 증대 훈련에 크게 기여를 할 것으로 사료된다.

• 대한교통학회지
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• 제32권5호
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• pp.522-530
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• 2014

교통관리센터에 축적되어 있는 속도 이력데이터에는 반복 비반복 정체 시공간 전개에 대한 상세한 정보가 모두 들어있으나, 도해법에 의해 다루어져 왔기 때문에 많은 양의 이력데이터를 처리하여 교통상황예측이나 정보제공에 활용할 수 없는 한계가 존재하였다. 본 논문에서는, 기존의 Classification과 Density-Based Clustering 알고리즘을 속도 시공간 데이터 특성에 맞게 조합하고 변형하여 정체 시공간 영역을 자동 인식하는 알고리즘과, 정체파급길이, 파급속도, 해소속도 등 정체 시공간 전개 패턴의 특성치를 산정하는 알고리즘을 개발하였다, 본 알고리즘은, 교통관리센터에 축적되어 있는 방대한 양의 이력데이터를 자동으로 분석하여 자세한 정체 관련 정보를 추출할 수 있고, 산정된 특성치를 가지고 각 센터의 필요에 따라 다양한 정보를 2차 생성하고 활용할 수 있는 장점이 있다. 본 연구결과는 향후 반복 비반복 정체에 대한 예측과 대응이 획기적으로 개선되는데 초석이 될 것으로 기대된다.

• 대한전자공학회:학술대회논문집
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• 대한전자공학회 2005년도 추계종합학술대회
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• pp.311-316
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• 2005

The power saving mechanism of IEEE 802.16e operates in two modes; awake mode and sleep mode. While the user terminal transmits and receives packets in awake mode, it sleeps for a given interval to save the power consumption in sleep mode. The IEEE 802.16e specifies that the user terminal increases the sleep interval exponentially unless it has to wake up. In this paper, we analyze the performance of IEEE 802.16e power saving mechanism by considering down link traffic conditions. With the extensive simulations, we observe the trade-off between the power saving performance and the average packet delay. In addition, we observe that various performance parameters of IEEE 802.16e power saving mechanism are affected by the traffic patterns.

• 한국전자파학회:학술대회논문집
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• 한국전자파학회 2000년도 종합학술발표회 논문집 Vol.10 No.1
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• pp.44-48
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• 2000

In this study was modify the PRMA for supporting various types of traffic classes such as CBR, VBR, ABR and UBR. For uplink, we use reservation slots and so the performance will not degrade in case of over load conditions. For downlink broadcasting slots for informing the status of slot reservations are used so the high priority priority terminal can preempt. And we use almost same size buffer as the frame size. So we can dynamically deal with, the traffic changes of VBR terminals. It makes easy for the terminals to reserve supplementary slots. Each terminal is reallocated by the priority of traffic classes and so we can easily select the dropping packets in case of overload conditions. As a result, using our scheme, we can get high channel efficiency and get low packet dropping ratio and delay.

• International Journal of Internet, Broadcasting and Communication
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• 제6권2호
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• pp.20-24
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• 2014

These days the large-scale car accidents have often been occurred by overspeeding in disregard of sharp curve, foggy and freezing regions. This paper has proposed the algorithm to calculate the safety speed in real time that can protect the car accidents under these weather and road conditions using Fuzzy reasoning theory. Under raining and snowing, drivers have to slow down the traffic safety speed by 1/3 of the traffic safety speed indicated on the existing speed sign plate based on their decision. So it is difficult to calculate and then observe the safety speed. This paper has performed the simulation that provides the deivers with the optimal safety speed considering the road and weather conditions in real time to improve these problems. We have proved this method can improve more 25% than the existing one.

• 대한교통학회지
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• 제5권1호
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• pp.3-23
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• 1987

Traffic signal control problems in urban street networks are formulated in two ways. In the formulations network flows are assumed to satisfy the user route choice criterion. the first formulation which is called implicit substiuation incorporates user route behavior implicitly in the objective function by recognizing the dependence of the link flows on the signal variables. On the other hands, the second one which is called 'penalty formulation' consists in expressing the route choice conditions in the form of a single nonlinear constraint. Approximate solution algorithm for each of the formulations was investigated in detail and computer codes were written to examine key aspects of each algorithm. A test was done on a network which is small in size but sufficiently complex in representing real-world traffic conditions and the test result shows that both algorithms produce converged solutions. It is recommended, however, that further studies should be done in order to compare the performance of each algorithm more in depth.

• 전자공학회논문지A
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• 제32A권3호
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• pp.411-417
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• 1995

Packet switching is an important aspect of ISDN. In the TDX-10 switching system, which is being developed as an ISDN exchange in Korea, the packet switching function is implemented on the basis of Case B scenario of X.31. After implementing the packet switching function the performance test must be executed to check whether the design objectives of performance are satisfied or not. However, it is not easy to set up test environment for performance measurement under full load conditions. This paper presents the design of the traffic generator which enables us to do performance test of the TDX-10 packet handler under full load conditions. To generate packet traffic we change only software programs without any change of the hardware system of the packet handler.

• 한국소음진동공학회논문집
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• 제19권4호
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• pp.425-432
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• 2009

Recently, reduction of road traffic noise in residential buildings has become one of the most important subjects. To reduce the road traffic noise, noise impact assessment by the road traffic prediction model is required before building construction. For reasonable road traffic noise prediction, it is required to analysis of various factors in road traffic prediction models. This paper was studied the road traffic noise propagation factors such as distance from road to building, receiver height, alignment angle of building and reflection coefficient of the building facade by two calculation models, RLS-90 and CRTN. The result showed that noise reduction was generally higher at bottom stories by ground absorption effect. The reflection coefficient of the building facade was affect of additional sound pressure level by facade reflecting. And alignment angle of building at $90^{\circ}$ was performed effective noise reduction better than $0^{\circ}$.