• KSII Transactions on Internet and Information Systems (TIIS)
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• 제13권4호
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• pp.1975-1988
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• 2019

Short-term traffic flow prediction plays an important role in intelligent transportation systems (ITS) in areas such as transportation management, traffic control and guidance. For short-term traffic flow regression predictions, the main challenge stems from the non-stationary property of traffic flow data. In this paper, we design an ensemble cascading prediction framework based on extremely randomized trees (extra-trees) using a boosting technique called EET to predict the short-term traffic flow under non-stationary environments. Extra-trees is a tree-based ensemble method. It essentially consists of strongly randomizing both the attribute and cut-point choices while splitting a tree node. This mechanism reduces the variance of the model and is, therefore, more suitable for traffic flow regression prediction in non-stationary environments. Moreover, the extra-trees algorithm uses boosting ensemble technique averaging to improve the predictive accuracy and control overfitting. To the best of our knowledge, this is the first time that extra-trees have been used as fundamental building blocks in boosting committee machines. The proposed approach involves predicting 5 min in advance using real-time traffic flow data in the context of inherently considering temporal and spatial correlations. Experiments demonstrate that the proposed method achieves higher accuracy and lower variance and computational complexity when compared to the existing methods.

• 한국지능시스템학회:학술대회논문집
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• 한국퍼지및지능시스템학회 1998년도 추계학술대회 학술발표 논문집
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• pp.137-144
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• 1998

This paper proposed a optimal scale factors technique of a fuzzy-neural network for a load frequency control of two areas power system. The optimal scale factors control technique is optimize from an initial fuzzy logic control rule, and then is learned with an error back propagation learning algorithm of the fuzzy-neural network. In application two areas the load frequency control of the power system, it hopes to have response characteristic better than optimal control technique which is the conventional control technique and to show to minimize a frequency deviation and reaching and settling time of a tie line power flow deviation

• 정보과학회 논문지
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• 제42권10호
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• pp.1254-1267
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• 2015

최근 무분별한 액세스 포인트 설치로 인해 무선랜 간섭이 많이 발생하고 있으며, 이러한 문제를 해결하기 위해 많은 기법이 제안되었다. 액세스 포인트 집단화 기법은 특정 액세스 포인트로 스테이션의 연결을 이동시켜 전송을 수행하는 액세스 포인트를 줄이는 방식이다. 이 방식은 스테이션의 연결을 강제로 이동시키므로 특정 스테이션의 전송 성능 저하가 발생할 수 있다. 액세스 포인트 전송 파워 조절 기법의 경우 연결이 끊어지는 스테이션이 발생하거나 특정 값 이하로 파워를 조절할 경우 전체적인 전송 성능 감소가 일어날 수 있다. 두 기법을 결합하면 집단화를 통해 전송을 수행하는 액세스 포인트가 줄어 간섭이 줄어들고 세부적인 전송 파워 조절을 통해 간섭 범위를 더 줄일 수 있다. 그러나 두 기법을 단순 결합하면 집단화 수행 후에 파워 조절이 가능한 경우의 수가 적어지거나 파워 조절 시 연결이 끊어지는 스테이션이 늘어나 성능 향상이 단일 기법보다 미미한 상황이 발생할 수 있다. 그러므로 본 논문에서는 OpenFlow 기반 무선랜 환경에서 액세스 포인트 집단화 기법, 파워 조절 기법을 결합하여 각 기법의 단점을 보완하고 집단화를 수행할 때 다음 단계 전송 파워 조절 수행 시 파워 조절 가능한 경우의 수가 많아지도록 고려하여 간섭을 효율적으로 완화하는 기법을 제안한다. 시뮬레이션을 통해 각 기법을 비교한 결과 제안 기법의 평균 전송 지연 시간은 집단화 기법에 비해 최대 12.8%, 파워 조절 기법에 비해 최대 18.1% 감소하고, 간섭에 의한 패킷 손실률은 제안 기법이 집단화 기법에 비해 최대 24.9%, 파워 조절 기법에 비해 최대 46.7% 감소하였다. 또한 집단화 기법과 파워 조절 기법은 특정 스테이션의 데이터 처리율이 감소하는 부작용이 발생하는 반면 제안 기법은 특정 스테이션의 처리율 감소 없이 전체 데이터 처리율을 증가시킴을 확인할 수 있었다.

• 한국전산유체공학회지
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• 제13권4호
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• pp.96-106
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• 2008

We review a series of studies on turbulent skin friction drag reduction in wall-turbulence recently conducted in Japan. First, an identity equation relating the skin friction drag and the Reynolds shearstress (the FIK identity) is introduced. Based on the implication of the FIK identity, a new analytical suboptimal feedback control law requiring the streamwise wall-shear stress only is introduced and direct numerical simulation (DNS) results of turbulent pipe flow with that control is reported. We also introduce DNS of an anisotropic compliant surface and parameter optimization using an evolutionary optimization technique.

• 대한기계학회:학술대회논문집
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• 대한기계학회 2008년도 추계학술대회B
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• pp.2713-2717
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• 2008

Whole flow fields of a room air conditioner (RAC) have been visualized by a Particle Image Velocimetry (PIV) technique to analyze the flow structure with various inlet and outlet angles, and to control an eccentric vortex which affects an efficiency and noise of the RAC. A test model with 5 stages of a cross flow fan has been manufactured and a transparent acryl has been installed at the side of the test model for the PIV experiment. The inlet and outlet flows and the flow inside the cross flow fan have been analyzed by varying the inlet grill angles and outlet blade angles. The movement of the eccentric vortex has been investigated experimentally by developing the measurement technique for the inner flow field of the cross flow fan. From the visualization of the inner flows, the origins of the noise inside the RAC and the condensation points around the outlet parts of the cold air have been observed and the solution of the problems can be proposed in this study.

• International Journal of Air-Conditioning and Refrigeration
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• 제8권2호
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• pp.11-22
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• 2000

Holographic interferometric tomography can provide reconstruction of instantaneous three-dimensional gross flow fields. The technique however confronts ill-posed reconstruction problems in practical applications. Experimental data are usually limited in projection and angular scanning when a field is captured instantaneously or under the obstruction of test models and test section enclosures. An algorithm, based on a series expansion method, has been developed to improve the reconstruction under the ill-posed conditions. A three-dimensional natural convection flow around two interacting isothermal cubes is experimentally investigated. The flow can provide a challenging reconstruction problem and lend itself to accurate numerical solution for comparison. The refractive index fields at two horizontal sections of the thermal plume with and without an opaque object are reconstructed at a limited view angle of 80$\circ$. The experimental reconstructions are then compared with those from numerical calculation and thermocouple thermometry. It confirms that the technique is applicable to reconstruction of reasonably complex, three-dimensional flow fields.

• 한국가시화정보학회지
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• 제19권1호
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• pp.94-99
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• 2021

In order to increase the efficiency of thermoelectric refrigerators using the Peltier effect, it is necessary to optimize the distribution of the flow of cold air from the fan. In this study, the flow flowing upwards and downwards while changing the area of the flow path was visualized using the PIV technique for the control of cold air in a thermoelectric refrigerator. From these results, the flow rate according to the change in the area of the flow path was confirmed, and design criteria for optimizing the distribution of cold air flowing to the top and bottom of the refrigerator were suggested.

• 대한기계학회논문집B
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• 제20권12호
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• pp.3980-3990
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• 1996

When a moist air is rapidly expanded in a supersonic nozzle, nonequilibrium condensation occurs at a supersaturation state. Condensation shock wave appears in the nozzle flow if the releasing latent heat due to condensation goes beyond a critical value. It has been known that self-excited oscillations of the condensation shock wave generate in an air or a steam nozzle flow with a large humidity. In the present study, the passive control technique using porous wall with a cavity underneath was applied to the condensation shock wave. The effects of the passive control on the steady and self-excited condensation shock waves were experimentally investigated by Schlieren visualization and static pressure measurements. The result shows that the present passive control is a useful technique to suppress the self-excited oscillations of condensation shock wave.

• 전기학회논문지
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• 제58권4호
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• pp.671-678
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• 2009

This paper presents target operation voltage guidelines of each voltage control area considering both voltage stability and economical efficiency in real power system. EMS(Energy Management System) data, Real-time simulator, shows not only voltage level but lots of information about real power system. Also this paper performs optimal power flow calculation of three objective functions to propose the best target operation voltage. objective function of interchange power flow maximum and active power loss minimization stand for economical efficiency index and reactive power reserve maximum objective unction represents stability index. Then through simulation result using optimazation technique, the most effective objective function is chosen. To sum up, this paper divides voltage control area into twelve considering electric distance characteristics and estimate or voltage level by the passage of time of EMS peak data. And through optimization technique target operation voltage of each voltage control area is estimated and compare heir result. Then it is proposed that the best scenario to keep up voltage stability and maximize economical efficiency in real power system.

• 인터넷정보학회논문지
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• 제21권1호
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• pp.179-190
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• 2020

유닉스 계열 시스템 환경에서 GOT 변조(GOT overwrite) 공격은 소프트웨어 권한 탈취를 위한 전통적인 제어흐름 탈취 기법 중 하나이다. 그 동안 GOT 변조를 방어하기 위한 몇 가지 기법들이 제안되었는데, 그 중 프로그램 로딩 단계에서 GOT 영역을 읽기전용 속성으로 메모리 배치하여 실행 시간에 GOT 변조를 원천적으로 차단하는 Full Relro(Relocation Read only) 기법이 가장 효과적인 방어기법으로 알려져 왔다. 하지만, Full Relro 기법은 로딩 시간의 지연을 가져와 시작 성능에 민감한 프로그램의 적용에는 제약이 있고, 라이브러리에 적용시 의존 라이브러리에 의한 연쇄적인 로딩 지연 문제 등으로 라이브러리에는 현재 적용되지 않고 있다. 또한, LLVM을 포함한 다수의 컴파일러들은 Full Relro 기법을 기본 적용하지 않아 실행환경의 프로그램은 GOT 공격에 여전히 취약하다. 이 논문에서는 현재 코드 재사용 공격 방어를 위해 가장 적합한 기법으로 인식되고 있는 CFI(Control Flow Integrity) 기법을 사용한 GOT 보호 장치를 제안한다. LLVM을 기반으로 본 기법을 구현하고 binutils-gdb 프로그램 그룹에 적용해 보안성, 성능, 호환성 등을 평가하였다. 본 CFI 기반 GOT 보호 장치는 우회하기 어렵고, 빠르며 기존 라이브러리 프로그램과도 호환되어 적용가능성이 높다.