• 제목/요약/키워드: Concept drift

검색결과 78건 처리시간 0.031초

A Method for Detecting Concept Drift in Data Stream by Using Exponential Histogram (데이터스트림에서 Exponential Histogram을 사용한 개념 변화 검출 기법)

  • Kim, Man-Soo;Lim, Hyo-Sang
    • Proceedings of the Korea Information Processing Society Conference
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    • 한국정보처리학회 2017년도 춘계학술발표대회
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    • pp.861-864
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    • 2017
  • 본 논문은 Exponential histogram을 사용하여 데이터스트림에서 개념 변화를 검출 하는 기법을 제안한다. 스트림 데이터와 같이 빠르게 증가하는 데이터에 대한 개념 변화를 찾는 것은 중요 문제이다. 기존에 사용하던 슬라이딩 윈도우 기반의 방법들은 과거의 데이터를 버렸지만, 제안하는 방법은 과거의 데이터를 효율적으로 저장하며, 윈도우의 크기를 변경 할 수 있는 방법을 제안한다. 실험을 통해 제안하는 방법에 대한 효율성과 정확성을 보인다.

A Method for Detecting Concept Drift in Data Stream by Using Convolutional Neural Network (합성곱 신경망을 이용한 데이터스트림 환경에서의 개념 변화 검출 기법)

  • Kim, Daewon;Lim, Hyo-Sang
    • Proceedings of the Korea Information Processing Society Conference
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    • 한국정보처리학회 2017년도 춘계학술발표대회
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    • pp.865-867
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    • 2017
  • 본 논문에서는 데이터스트림 환경에서 개념 변화를 탐지하기 위해 합성곱 신경망(CNN)을 사용하는 방법을 제시한다. 데이터스트림 환경에서 입력될 수 있는 데이터를 패턴화하여 신경망 모델에 학습시키고, 패턴화한 데이터를 학습시킨 신경망 모델을 이용하여 스트림 환경에서 개념 변화를 검출 가능함을 보인다.

A Study for Open Space System Establishment of Chonju City -Chiefly as Viewed the Concept of Specified Nodes & Corridors- (전주시 "오픈스페이스"체계 수립에 관한 연구: 특화된 결정점과 "코리도"개념의 도입을 중심으로-)

  • 최만봉;김재식
    • Journal of the Korean Institute of Landscape Architecture
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    • 제15권1호
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    • pp.69-84
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    • 1987
  • According to the complexity and the pluralism of the modern cities, they are changing themselves into the multinoded and social - classless urban environments. The sudden drift of population to the cities is giving rise to the serious environmental problems, and the rapid increase of recreational needs among the citizen is changing the urban society into a leisure - oriented one. In order to coping with the abrupt change in the social and natural urban environments, the various fields of urban society should be co - ordinated. The study uses the green - city concept to get solves the incongruity of urban structure in Chonju City. The existing open space maps were drawn up by the various techniques such as the analysis of the topographic maps and collected data, the interpretation of the aero-photographs and the reconnaissance of site. The authors suggested the existing condition, and the problems and potentials of open space elements in Chonju City through the analysis of the existing condition maps. After synthesizing the contents of analysis, the 7u(hors established an exclusive open space system for Chonju City.

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Study on the Operational Concept of Underwater Acoustic Measurement System in Korean Sea (한국 환경에 적합한 기동형 수중음향측정체계 운용 개념 연구)

  • Dho, Kyeong-Cheol;Son, Kweon;Choi, Jae-Yong
    • Journal of the Korea Institute of Military Science and Technology
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    • 제6권2호
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    • pp.45-54
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    • 2003
  • The radiated-noise of combat ship is very important in the point of detection and vulnerability assessment. Therefore several kind of underwater acoustic measurement method has been developed. This paper reviews the various measurement concepts and proposes a procedure to select the better one under consideration of measurement conditions. And this paper recommends the portable drift type, which has vertical line array, as the most efficient measurement method in Korean sea.

Concept-Drifting Data Streams classification using Adapted IOLIN System (적응적 IOLIN시스템을 사용한 Concept Drift가 있는 데이터 스트림의 분류)

  • Kim, Jae-Woo;Lee, Ju-Hong;Hong, Jun-Sik
    • Proceedings of the Korea Information Processing Society Conference
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    • 한국정보처리학회 2007년도 추계학술발표대회
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    • pp.485-488
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    • 2007
  • 스트림 데이터를 분류하는 문제는 데이터 스트림 마이닝 분야에서 가장 넓게 연구되고 있는 항목이다. 실세계에서의 데이터 스트림을 분류하는데 있어서 본질적인 문제점들이 있다 : 1)많은 양의 데이터가 불규칙적으로 빠르게 입력되는 것과, 2)유동적 컨셉트로 알려진, 데이터의 분류가 시간에 따라서 유동적으로 변하는 문제이다. 본 논문에서는 위와 같은 문제를 해결하기 위해서 적응적 OLIN시스템을 제안한다. 제안된 시스템은 지역적인 유동적 컨셉트뿐만 아니라 전역적인 유동적 컨셉트 문제까지 고려하여, 기존의 시스템보다 향상된 성능을 보였다.

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Vibration Control for a Single Degree of Freedom Structure Using Active Friction Slip Braces (능동 조임 마찰 가새로 보강한 단자유도 구조물의 응답)

  • Lee, Jin-Ho;Zekai, Akbay;Kim, Jung-Gil;Oh, Sang-Gyun
    • Journal of the Korea institute for structural maintenance and inspection
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    • 제10권1호
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    • pp.131-138
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    • 2006
  • Structural bracing concept equipped with a new and efficient friction based energy dissipation device is referred to Friction SliP Brace (FSB) where the behavior of the brace components is elastic until the axial resistant force in the brace exceeds the friction force developed at the frictional interface of the device. In this study, the FSB concept is modified and new type of hybrid energy dissipation device, the Active Friction SliP Braces (AFSB), is described. The FSB is by far improved in the AFSB by inclusion of an active clamping mechanism on the friction interface. The clamping action regulated by the developed algorithm is altered during the response of the building. The results indicate that the action of dissipating vibrational energy in the AFSB impacts on the response at later cycles by keeping the drift amplitudes at much lower levels, revealing overshooting problem due to its early slippage. Providing predetermined constant incremental strengths to the building by AFSB medium improves response by reducing drift amplitudes and base shear under small and medium amplitude ground accelerations.

Seismic Performance of Square RC Column Confined with Spirals (나선철근으로 횡구속된 정사각형 RC 기둥의 내진성능)

  • Ko, Seong Hyun
    • Journal of the Korea institute for structural maintenance and inspection
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    • 제16권5호
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    • pp.88-97
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    • 2012
  • The objective of this research is to investigate the seismic performance and flexure-shear behavior of square reinforced concrete bridge piers with solid and hollow cross section. Test specimens were nonseismically designed with the aspect ratio 4.5 Two reinforced concrete columns were tested under constant axial load while subjected to lateral load reversals with increasing drift levels. Longitudinal steel ratio was 2.217 percent. The transverse reinforcement ratio As/($s{\cdot}h$), corresponding to 58 percent of the minimum lateral reinforcement required by Korean Bridge Design Specifications for seismic detailing, which represent existing columns not designed by the current seismic design specifications or designed by limited ductility concept. This study are to provide quantitative reference data for the limited ductility design concept and tendency for performance or damage assessment based on the performance levels such as cracking, yielding, collapse, etc. Failure behavior, ultimate displacement/drift ratio, displacement ductility, response modification factor, equivalent viscous damping ratio, residual deformation, effective stiffness, plastic hinge length, strain of reinforcements and nonlinear analysis are investigated and discussed in this paper.

Stiffness-based Optimal Design of Shear Wall-Frame Structure System using Sensitivity Analysis (민감도 해석을 이용한 전단벽-골조 구조시스템의 강성최적설계)

  • Lee Han-Joo;Kim Ho-Soo
    • Journal of the Computational Structural Engineering Institute of Korea
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    • 제19권1호
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    • pp.63-71
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    • 2006
  • This study presents the effective stiffness-based optimal technique to control Quantitatively lateral drift for shear wall-frame structure system using sensitivity analysis. To this end, the element stiffness matrices are constituted to solve the compatibility problem of displacement degree of freedom between the frame and shear wall. Also, lateral drift constraint to introduce the approximation concept that can preserve the generality of the mathematical programming and can effectively solve the large scaled problems is established. And, the section property relationships for shear wall and frame members are considered in order to reduce the number of design variables and differentiate easily the stiffness matrices. Specifically, constant-shape assumption which is uniformly varying in size during optimal process is applied in frame structure. The thickness or length of shear wall can be changed depending on user's intent. Two types of 20 story shear wall-frame structure system are presented to illustrate the features of the stiffness-based optimal design technique.

Evaluation of seismic strengthening techniques for non-ductile soft-story RC frame

  • Karki, Prajwol;Oinam, Romanbabu M.;Sahoo, Dipti Ranjan
    • Advances in concrete construction
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    • 제9권4호
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    • pp.423-435
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    • 2020
  • Open ground story (OGS) reinforced concrete (RC) buildings are vulnerable to the complete collapse or severe damages under seismic actions. This study investigates the effectiveness of four different strengthening techniques representing the local and global modifications to improve the seismic performance of a non-ductile RC OGS frame. Steel caging and concrete jacketing methods of column strengthening are considered as the local modification techniques, whereas steel bracing and RC shear wall systems are selected as the global strengthening techniques in this study. Performance-based plastic design (PBPD) approach relying on energy-balance concept has been adopted to determine the required design force demand on the strengthening elements. Nonlinear static and dynamic analyses are carried out on the numerical models of study frames to assess the effectiveness of selected strengthening techniques in improving the seismic performance of OGS frame.. Strengthening techniques based on steel braces and RC shear wall significantly reduced the peak interstory drift response of the OGS frame. However, the peak floor acceleration of these strengthened frames is amplified by more than 2.5 times as compared to that of unstrengthened frame. Steel caging technique of column strengthening resulted in a reasonable reduction in the peak interstory drift response without substantial amplification in peak floor acceleration of the OSG frame.

A Study on Numerical Simulation for Predicting of Unmanned Undersea Vehicle's Manoeuvrability (수중운동체의 조종성능 예측을 위한 수치시뮬레이션에 대한 연구)

  • Bae, Jun-Young
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 한국정보통신학회 2015년도 추계학술대회
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    • pp.83-85
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    • 2015
  • The Purpose of this paper was to carry out basic study on development of real-time submarine-hnadling simulator. The author adopt the Unmanned Undersea vehicle(UUV), which has taken the shape of manta[1]. They call here it Unmanned Undersea Vehicle(UUV). UUV is based on the same design concept as UUV called Manta Test Vehicle, which was originally built by the Naval Undersea Warfare Center, USA[1]. The present study deals with prediction of manoeuvring motion of UUV at general drift angles and large drift angles. The dynamic mathematical model with six degrees of freedom is revised and supplemented in order to describe accurately motion of UUV. The hydrodynamic derivatives related to motion are obtained from previous work[2].

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