• Title/Summary/Keyword: 크로스모델

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Web Attack Classification Model Based on Payload Embedding Pre-Training (페이로드 임베딩 사전학습 기반의 웹 공격 분류 모델)

  • Kim, Yeonsu;Ko, Younghun;Euom, Ieckchae;Kim, Kyungbaek
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.30 no.4
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    • pp.669-677
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    • 2020
  • As the number of Internet users exploded, attacks on the web increased. In addition, the attack patterns have been diversified to bypass existing defense techniques. Traditional web firewalls are difficult to detect attacks of unknown patterns.Therefore, the method of detecting abnormal behavior by artificial intelligence has been studied as an alternative. Specifically, attempts have been made to apply natural language processing techniques because the type of script or query being exploited consists of text. However, because there are many unknown words in scripts and queries, natural language processing requires a different approach. In this paper, we propose a new classification model which uses byte pair encoding (BPE) technology to learn the embedding vector, that is often used for web attack payloads, and uses an attention mechanism-based Bi-GRU neural network to extract a set of tokens that learn their order and importance. For major web attacks such as SQL injection, cross-site scripting, and command injection attacks, the accuracy of the proposed classification method is about 0.9990 and its accuracy outperforms the model suggested in the previous study.

Resilient Moduli of Sub-ballast and Subgrade Materials (강화노반 및 궤도하부노반 재료의 회복탄성계수)

  • Park, Chul-Soo;Choi, Chan-Yong;Choi, Choong-Lak;Mok, Young-Jin
    • Journal of the Korean Society for Railway
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    • v.11 no.1
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    • pp.54-60
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    • 2008
  • In the trackbed design using elastic multilayer model, the stress-dependent resilient modulus $(E_R)$ is an important input parameter, that is, reflects substructure performance under repeated traffic loading. However, the evaluation method for resilient modulus using repeated loading triaxial test is not fully developed for practical purpose, because of costly equipment and the significantly fluctuated values depending on the testing equipment and laboratory personnel. The this study, the paper will present an indirect method to estimate the resilient modulus using dynamic properties. The resilient modulus of crushed stone, which is the typical material of sub-ballast, was calculated with the measured dynamic properties and the range of stress level of the sub-ballast, and approximated with the power model combined with bulk and deviatoric stresses. The resilient modulus of coarse grained material decreases with increasing deviatoric stress at a confining pressure, and increases with increasing bulk stress. Sandy soil (SM classified from Unified Soil Classification System) of subgrade was also evaluated and best fitted with the power model of deviatoric stress only.

Transmission Line Parameter Extraction and Signal Integrity Verification of VLSI Interconnects Under Silicon Substrate Effect (실리콘 기판 효과를 고려한 VLSI 인터컨넥트의 전송선 파라미터 추출 및 시그널 인테그러티 검증)

  • 유한종;어영선
    • Journal of the Korean Institute of Telematics and Electronics C
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    • v.36C no.3
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    • pp.26-34
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    • 1999
  • A new silicon-based IC interconnect transmission line parameter extraction methodology is presented and experimentally examined. Unlike the PCB or MCM interconnects, a dominant energy propagation mode in the silicon-based IC interconnects is not quasi-TEM but slow wave mode(SWM). The transmission line parameters are extracted taking the silicon substrate effect (i.e., slow wave mode) into account. The capacitances are calculated considering silicon substrate surface as a ground. Whereas the inductances are calculated by using an effective dielectric constant. In order to verify the proposed method, test patterns were designed. Experimental data have agreement within 10%. Further, crosstalk noise simulation shows excellent agreements with the measurements which are performed with high-speed time domain measurement ( i.e., TDR/TDT measurements) for test pattern, while RC model or RLC model without silicon substrate effect show about 20~25% underestimation error.

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A study on driving characteristics of thin-type ultrasonic motor (Thin-type 초음파모터의 구동특성연구)

  • Jeong, Seong-Su;Jun, Ho-Ik;Chong, Hyon-Ho;Kim, Jong-Wook;Park, Min-Ho;Park, Tae-Gone
    • Proceedings of the Korean Institute of Electrical and Electronic Material Engineers Conference
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    • 2009.06a
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    • pp.193-193
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    • 2009
  • Thin-type 초음파모터의 구조는 크로스형태의 앓은 스테이터에 윗면과 아랫면에 각각 8개의 압전세라믹이 부착된 형태이고, 압전세라믹의 분극방향은 로터와 접촉하는 스테이터의 중심부인 네 개의 타점에서 순차적인 타원변위가 생성되도록 결정된다. 유한요소해석프로그램인 ATILA 5.2.4를 사용하여 형태, 길이, 두께, 스테이터 재질, 클램프특성이 최적 설계된 모델을 제작하였고, 푸쉬풀 게이지, x-y 스테이지, rpm 메터, 토크 게이지, 맨코더, AD컨버터를 이용하여 피드백 제어 구동시스템을 구성하였다. 그림 I은 마이크로컨트롤러 (ATmega)와 피드백회로를 이용한 구동 드라이버를 보여준다. 한 주기에서 1/4분주의 순차적인 네 개의 구형파를 생성하고, 이를 push-pull회로를 통하여 90도의 위상차가 나는 정현파를 생성하여 초음파 모터의 구동전원으로 사용한다. 피드백 회로인 엔코더와 AD 컨버터는 초음파모터의 속도를 피드백하여 정속도 운전을 위한 전압제어에 사용되었다. 특성 측정 결과, 제품화된 드라이버와 비교하여 큰 차이를 보이지 않았고 피드백 회로를 통하여 부하변화에 따른 속도의 극심한 변화를 0.2~0.4[N]의 범위에서 정속도 운전이 가능하였으며, 장시간의 운전에도 온도 및 속도특성이 안정적임을 확인하였다.

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A New TWA-Based Efficient Signal Integrity Verification Technique for Complicated Multi-Layer RLC Interconnect Lines (복잡한 다층 RLC 배선구조에서의 TWA를 기반으로 한 효율적인 시그널 인테그러티 검증)

  • Jo Chan-Min;Eo Yung-Seon
    • Journal of the Institute of Electronics Engineers of Korea SD
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    • v.43 no.7 s.349
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    • pp.20-28
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    • 2006
  • A new TWA(Traveling-wave-based Waveform Approximation)-based signal integrity verification method for practical interconnect layout structures which are composed of non-uniform RLC lines with various discontinuities is presented. Transforming the non-uniform lines into virtual uniform lines, signal integrity of the practical layout structures can be very efficiently estimated by using the TWA-technique. It is shown that the proposed technique can estimate the signal integrity much more efficiently than generic SPICE circuit model with 5% timing error and 10% crosstalk error.

Analysis of Sound Attenuation by Chambers in Duct Systems by the Finite Element Method (유한요소법에 의한 소음기의 감음특성해석)

  • 최석주
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 1991.04a
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    • pp.23-27
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    • 1991
  • 각종 홀 (음악홀, 극장, 사무실건물)의 공조 덕트계에는 미로형소음챔버가 설 치되는 경우가 많다. 이러한 소음장치를 건물내부에 설치하는 경우에는 건물 설계단계에서부터 소음챔버로 인한 감음양(투과손실 : Transmission Loss)의 예측계산이 중요하다. 그렇지만, 일반적인 소음장치는 그 형상이나 내표면의 흡음조건이 아주 복잡하기 때문에, 현단계에서는 간단한 이론만으로 투과손 실예측이 거의 불가능하다. 지금까지 이 문제에 대해서 유한요소법(Finite Element Method : FEM)을 이용해 검토한 예가 종종 소개되었으나, 대부분 소음챔버의 입구와 출구에서의 임의의 점에 대한 음압비를 투과손실로서 구 하고 있다. 그러나, 소음기자체의 실질적인 투과손실특성을 알기 위해서는 소음기의 입력 파워에 대한 출력파워의 비로서 구하지 않으면 안된다. 따라 서, 본 연구에서는 유한요소법에 의한 복소음향인텐시티(Complex sound intensity)의 수치계산법을 각종소음기 (팽창형, 미로형)의 투과손실해석에 적 용하기 위하여 이론적인 면에서 고찰했으며, 프로그램도 개발하여 모델해석 에 적용하였다. 또한, 위에서 언급된 수치해석법의 타당성의 검증을 위하여, 측정에 의한 투과손실예측방법으로서 크로스스펙트럼(Cross Spectrum)법에 의한 음향인텐시티계측법의 이용에 대해서 이론적으로 고찰했으며, 그 이론 을 기초로 한 축척 모형실험을 병행하였다.

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Broad Band Stop Filter Using Frequency Selective Surface Embeded in Microwave Transmission Line (마이크로파 전송선로에 삽입된 주파수 선택 표면을 이용한 광대역 대역저지필터)

  • Kim, Jinyoung;Jung, Changwon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.13 no.12
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    • pp.6022-6026
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    • 2012
  • This article presents a band-stop filter (BSF) by using a periodic structure property of frequency selective surfaces (FSSs) embedded in a microstrip transmission line. The proposed BSF is designed with FSS unit cells modifying the cross-loop slots. The BSF is interpreted with an equivalent circuit model and a dispersion diagram. The center frequency (fo) of the BSF is 6.6GHz. Proposed filter increases the number of unit cell. As a result, 3dB bandwidth is wider and insertion loss is reduced. Also, Facbricated BSF exhibits uniplanar geometry, simple fabrication.

A Design of a Recommendation System for One to One Web Marketing (일대일 웹 마케팅을 위한 디지털콘텐트 추천 시스템)

  • Na Yun Ji;Go Il Seok;Han Kun Heui
    • The KIPS Transactions:PartD
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    • v.11D no.7 s.96
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    • pp.1537-1542
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    • 2004
  • Various studies to increase customer satisfaction of a web based system are performed actively. Also in recent days an interest about the personalization that supporting a order type service on customer's viewpoint was raised. So the studies supporting the personalization is required in a web-based marketing system. In this study, we designed an intelligent recommendation system which supporting one to one web marketing using cross selling. The proposed system used an intelligent data mining method as a concurrent cross selling and a sequential cross selling. Also, In experiment on the prototype, we show a proposed system was usable in an practical system applying the mining result.

Relative Viscosity of Emulsions in Simple Shear Flow: Temperature, Shear Rate, and Interfacial Tension Dependence (전단유동에서 온도, 전단속도, 계면장력 변화에 따른 에멀전의 유변학적 특성)

  • Choi, Se Bin;Lee, Joon Sang
    • Transactions of the Korean Society of Mechanical Engineers B
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    • v.39 no.8
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    • pp.677-682
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    • 2015
  • We simulate an emulsion system under simple shear rates to analyze its rheological characteristics using the lattice Boltzmann method (LBM). We calculate the relative viscosity of an emulsion under a simple shear flow along with changes in temperature, shear rate, and surfactant concentration. The relative viscosity of emulsions decreased with an increase in temperature. We observed the shear-thinning phenomena, which is responsible for the inverse proportion between the shear rate and viscosity. An increase in the interfacial tension caused a decrease in the relative viscosity of the decane-in-water emulsion because the increased deformation caused by the decreased interfacial tension significantly influenced the wall shear stress.

Behavior Engine for WebGL-based Interactive Contents (WebGL 기반의 상호작용 콘텐츠를 위한 행위 엔진)

  • Seo, Jin-Seok
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2011.10a
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    • pp.862-865
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    • 2011
  • WebGL is a cross-platform web standard for a low-level 3D graphics API based on OpenGL ES 2.0 and presents 3D graphics in web browsers without installing extra plug-ins. The reason that WebGL is notable is because it is included in the HTML5 standard which is getting the spotlight as a next-generation RIA(Rich Internet Application) platform for variable devices such as PCs, smart phones, table PCs, and smart TVs. In this research, we would like to introduce and develop a behavior engine for easy and rapid authoring of complicated interactions and 3D object's behavior models in WebGL-based contents.

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