• 제목/요약/키워드: rule-based model

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차량 부하 스펙트럼 모델링을 이용한 구동축의 가속 수명 평가 (Accelerated Life Evaluation of Drive Shaft Using Vehicle Load Spectrum Modeling)

  • 김도식;이근호;강이석
    • 대한기계학회논문집 C: 기술과 교육
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    • 제5권2호
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    • pp.115-126
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    • 2017
  • 본 논문은 특수 차량용 동력 전달계 부품인 구동축의 가속 수명 시험을 수행하는 것이다. 동력 전달계 부품의 수명 평가를 위하여 사용환경의 주행 부하 스펙트럼의 데이터가 필요하나, 특수 차량의 경우 부하 스펙트럼을 구할 수 없는 경우가 대부분이다. 따라서, 본 논문에서는 차량 데이터와 특수 주행로 조건에 기반하여 주행 부하 로드 스펙트럼을 모델링하고 시뮬레이션 하였다. 가속 수명 시험에는 역승 모델을 적용하였고, 마이너 법칙을 사용하여 등가 토크를 구하였으며, 구동축 가속 수명 시험을 위하여 교정 가속법을 사용하였다. 피로시험은 세 수준의 스트레스로 수행하였으며, 사용자 스트레스 수준의 수명은 외삽법을 사용하여 예측 하였고, 실제 시험 결과와 부하 스펙트럼 데이터와의 비교로 수명을 검증하였다.

로봇 사진사를 위한 오메가 형상 추적기와 얼굴 검출기 융합을 이용한 강인한 머리 추적 (Robust Head Tracking using a Hybrid of Omega Shape Tracker and Face Detector for Robot Photographer)

  • 김지성;정지훈;안광호;유연걸;이원형;정명진
    • 로봇학회논문지
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    • 제5권2호
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    • pp.152-159
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    • 2010
  • Finding a head of a person in a scene is very important for taking a well composed picture by a robot photographer because it depends on the position of the head. So in this paper, we propose a robust head tracking algorithm using a hybrid of an omega shape tracker and local binary pattern (LBP) AdaBoost face detector for the robot photographer to take a fine picture automatically. Face detection algorithms have good performance in terms of finding frontal faces, but it is not the same for rotated faces. In addition, when the face is occluded by a hat or hands, it has a hard time finding the face. In order to solve this problem, the omega shape tracker based on active shape model (ASM) is presented. The omega shape tracker is robust to occlusion and illuminationchange. However, whenthe environment is dynamic,such as when people move fast and when there is a complex background, its performance is unsatisfactory. Therefore, a method combining the face detection algorithm and the omega shape tracker by probabilistic method using histograms of oriented gradient (HOG) descriptor is proposed in this paper, in order to robustly find human head. A robot photographer was also implemented to abide by the 'rule of thirds' and to take photos when people smile.

AOP를 이용한 재공학에서의 핫 스팟 탐색과 응용 (Method and Application of Searching Hot Spot For Reengineering Software Using AOP)

  • 이의성;최은만
    • 정보처리학회논문지D
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    • 제16D권1호
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    • pp.83-92
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    • 2009
  • 현실 세계의 복잡한 비즈니스 로직들이 프로그램 내부에 투영되면서 시스템의 복잡도는 갈수록 높아지고 있다. 이러한 높은 복잡도를 가지는 프로그램도 그 생명주기 동안 재공학을 거쳐야 하는 것은 필연적일 것이다. 다양한 목적으로 가해지는 재공학 작업에서 그 작업의 대상이 되는 핫 스팟 예측은 매우 중요하다. 일반적으로 레거시 시스템의 재공학 작업은 UML과 코드 분석을 기반으로 예측한다. 또한 그 예측 단위는 클래스 혹은 유닛(함수) 단위가 된다. 그러나 함수 내부의 코드의 량이 갈수록 커져가고 있고 더 미세한 핫 스팟을 찾기 위하여 클래스 단위의 탐색보다 더 미세한 부분의 탐색이 필요하다. 본 논문에서는 AOP를 이용한 문장 단위의 핫 스팟 검출 기법을 제안한다. 기존의 기법에서 요구하던 핫 스팟 검출을 위한 UML과 코드 분석, 또한 이 둘 사이의 일치성과 관계없이 동적으로 AOP를 이용하여 레거시 시스템의 실행 정보를 기록하는 동적 이벤트 로그 데이터를 생성한다. 이를 바탕으로 핫 스팟을 예측하고 슬라이싱하는 방법을 제안하였다.

Hydro-thermo-mechanical biaxial buckling analysis of sandwich micro-plate with isotropic/orthotropic cores and piezoelectric/polymeric nanocomposite face sheets based on FSDT on elastic foundations

  • Rajabi, Javad;Mohammadimehr, Mehdi
    • Steel and Composite Structures
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    • 제33권4호
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    • pp.509-523
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    • 2019
  • In the present work, the buckling analysis of micro sandwich plate with an isotropic/orthotropic cores and piezoelectric/polymeric nanocomposite face sheets is studied. In this research, two cases for core of micro sandwich plate is considered that involve five isotropic Devineycell materials (H30, H45, H60, H100 and H200) and an orthotropic material also two cases for facesheets of micro sandwich plate is illustrated that include piezoelectric layers reinforced by carbon and boron-nitride nanotubes and polymeric matrix reinforced by carbon nanotubes under temperature-dependent and hydro material properties on the elastic foundations. The first order shear deformation theory (FSDT) is adopted to model micro sandwich plate and to apply size dependent effects from modified strain gradient theory. The governing equations are derived using the minimum total potential energy principle and then solved by analytical method. Also, the effects of different parameters such as size dependent, side ratio, volume fraction, various material properties for cores and facesheets and temperature and humidity changes on the dimensionless critical buckling load are investigated. It is shown from the results that the dimensionless critical buckling load for boron nitride nanotube is lower than that of for carbon nanotube. It is illustrated that the dimensionless critical buckling load for Devineycell H200 is highest and lowest for H30. Also, the obtained results for micro sandwich plate with piezoelectric facesheets reinforced by carbon nanotubes (case b) is higher than other states (cases a and c).The results of this research can be used in aircraft, automotive, shipbuilding industries and biomedicine.

Yaw wind effect on flutter instability of four typical bridge decks

  • Zhu, Le-Dong;Xu, You-Lin;Guo, Zhenshan;Chang, Guang-Zhao;Tan, Xiao
    • Wind and Structures
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    • 제17권3호
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    • pp.317-343
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    • 2013
  • When evaluating flutter instability, it is often assumed that incident wind is normal to the longitudinal axis of a bridge and the flutter critical wind speed estimated from this direction is most unfavorable. However, the results obtained in this study via oblique sectional model tests of four typical types of bridge decks show that the lowest flutter critical wind speeds often occur in the yaw wind cases. The four types of bridge decks tested include a flat single-box deck, a flat ${\Pi}$-shaped thin-wall deck, a flat twin side-girder deck, and a truss-stiffened deck with and without a narrow central gap. The yaw wind effect could reduce the critical wind speed by about 6%, 2%, 8%, 7%, respectively, for the above four types of decks within a wind inclination angle range between $-3^{\circ}$ and $3^{\circ}$, and the yaw wind angles corresponding to the minimal critical wind speeds are between $4^{\circ}$ and $15^{\circ}$. It was also found that the flutter critical wind speed varies in an undulate manner with the increase of yaw angle, and the variation pattern is largely dependent on both deck shape and wind inclination angle. Therefore, the cosine rule based on the mean wind decomposition is generally inapplicable to the estimation of flutter critical wind speed of long-span bridges under skew winds. The unfavorable effect of yaw wind on the flutter instability of long-span bridges should be taken into consideration seriously in the future practice, especially for supper-long span bridges in strong wind regions.

반도체 프로브 공정에서의 2단계 계층적 생산 계획 방법 연구 (Two-Level Hierarchical Production Planning for a Semiconductor Probing Facility)

  • 방준영
    • 산업경영시스템학회지
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    • 제38권4호
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    • pp.159-167
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    • 2015
  • We consider a wafer lot transfer/release planning problem from semiconductor wafer fabrication facilities to probing facilities with the objective of minimizing the deviation of workload and total tardiness of customers' orders. Due to the complexity of the considered problem, we propose a two-level hierarchical production planning method for the lot transfer problem between two parallel facilities to obtain an executable production plan and schedule. In the higher level, the solution for the reduced mathematical model with Lagrangian relaxation method can be regarded as a coarse good lot transfer/release plan with daily time bucket, and discrete-event simulation is performed to obtain detailed lot processing schedules at the machines with a priority-rule-based scheduling method and the lot transfer/release plan is evaluated in the lower level. To evaluate the performance of the suggested planning method, we provide computational tests on the problems obtained from a set of real data and additional test scenarios in which the several levels of variations are added in the customers' demands. Results of computational tests showed that the proposed lot transfer/planning architecture generates executable plans within acceptable computational time in the real factories and the total tardiness of orders can be reduced more effectively by using more sophisticated lot transfer methods, such as considering the due date and ready times of lots associated the same order with the mathematical formulation. The proposed method may be implemented for the problem of job assignment in back-end process such as the assignment of chips to be tested from assembly facilities to final test facilities. Also, the proposed method can be improved by considering the sequence dependent setup in the probing facilities.

사용자 명령어 분석을 통한 비정상 행위 판정에 관한 연구 (A Study on Anomaly Detection based on User's Command Analysis)

  • 윤정혁;오상현;이원석
    • 정보보호학회논문지
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    • 제10권4호
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    • pp.59-71
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    • 2000
  • 컴퓨터와 통신기술의 발달로 사용자에게 다양한 정보와 편리성이 제공된 반면, 컴퓨터 침입 및 범죄로 인한 피해가 날로 증가하고 있으며 다양한 침입 방법들이 새롭게 사용되고 있다. 따라서 침입자들의 행위를- 효과적으로 탐지하기 위해서는 기존의 오용탐지 방법과 더불어 비정상행위 모델의 적용에 대한 필요성이 증가하고 있다. 본 논문에서는 비 정상행위 탐지 모델에서 사용자의 정상행위 패턴 생성 시 최근에 관찰된 사용자의 행위에 더 많은 영향을 주도록 하는 새로운 연관 규칙 알고리즘을 제시한다 또한 생성된 정상행위 패턴을 토대로 사용자별 그리고 사용자간 클러스터링 과정을 수행함으로써 작업의 유사성을 가진 그룹의 명령어 또는 프로그램 이용정도를 파악한다. 이와 더불어 다양한 실험을 통해서 본 논문에서 제안된 비정상행위 판정시스템에서 탐지율을 최대화 할 수 있는 임계치 값들을 제시한다.

Axisymmetric vibration analysis of a sandwich porous plate in thermal environment rested on Kerr foundation

  • Zhang, Zhe;Yang, Qijian;Jin, Cong
    • Steel and Composite Structures
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    • 제43권5호
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    • pp.581-601
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    • 2022
  • The main objective of this research work is to investigate the free vibration behavior of annular sandwich plates resting on the Kerr foundation at thermal conditions. This sandwich configuration is composed of two FGM face sheets as coating layer and a porous GPLRC (GPL reinforced composite) core. It is supposed that the GPL nanofillers and the porosity coefficient vary continuously along the core thickness direction. To model closed-cell FG porous material reinforced with GPLs, Halpin-Tsai micromechanical modeling in conjunction with Gaussian-Random field scheme is used, while the Poisson's ratio and density are computed by the rule of mixtures. Besides, the material properties of two FGM face sheets change continuously through the thickness according to the power-law distribution. To capture fundamental frequencies of the annular sandwich plate resting on the Kerr foundation in a thermal environment, the analysis procedure is with the aid of Reddy's shear-deformation plate theory based high-order shear deformation plate theory (HSDT) to derive and solve the equations of motion and boundary conditions. The governing equations together with related boundary conditions are discretized using the generalized differential quadrature (GDQ) method in the spatial domain. Numerical results are compared with those published in the literature to examine the accuracy and validity of the present approach. A parametric solution for temperature variation across the thickness of the sandwich plate is employed taking into account the thermal conductivity, the inhomogeneity parameter, and the sandwich schemes. The numerical results indicate the influence of volume fraction index, GPLs volume fraction, porosity coefficient, three independent coefficients of Kerr elastic foundation, and temperature difference on the free vibration behavior of annular sandwich plate. This study provides essential information to engineers seeking innovative ways to promote composite structures in a practical way.

유사도와 연관규칙분석을 이용한 암호화폐 추천모형 (Cryptocurrency Recommendation Model using the Similarity and Association Rule Mining)

  • 김예찬;김진영;김채린;김경재
    • 지능정보연구
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    • 제28권4호
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    • pp.287-308
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    • 2022
  • 최근 비트코인을 필두로한 암호화폐의 폭발적인 성장이 금융 시장의 주요 이슈로 떠오르고 있다. 이에 전 세계적인 암호화폐 투자의 관심이 증가하고 있지만, 24시간 365일 운영되는 시장과 가격 변동성, 그리고 기하 급수적으로 증가하고 있는 암호화폐 종류는 암호화폐 투자자들에게 리스크로 제공되고 있어, 특히 암호화폐 포트폴리오를 구상하는데 있어 추천에 적합하지 않는 암호화폐들을 구분하여 투자자들의 리스크를 감소시킬 수 있는 연구의 필요성이 제기되고 있다. 이에 본 논문은 기존에 있었던 단순히 암호화폐 가격의 미래를 예측하여 수익률을 극대화 하거나, 수익률에 초점을 맞추어 암호화폐 포트폴리오를 구성하는 연구들과 달리, 투자자들의 성향을 반영하고, 투자에 적합한 암호화폐를 머신러닝 기법 중 하나인 Apriori 알고리즘을 활용하여 추천하되, 추천에 적합한 알트코인들을 비트코인의 유사도와 연관규칙을 중심으로 선별하여, 투자자들의 리스크를 감소시킬 수 있는 적합한 추천 방식과 해석을 제시한다.

The finite element method for dynamics of FG porous truncated conical panels reinforced with graphene platelets based on the 3-D elasticity

  • Lingqin Xia;Ruiquan Wang;Guang Chen;Kamran Asemi;Abdelouahed Tounsi
    • Advances in nano research
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    • 제14권4호
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    • pp.375-389
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    • 2023
  • In this study, free vibration analysis of functionally graded (FG) porous truncated conical shell panels reinforced by graphene platelets (GPLs) has been investigated for the first time. Additionally, the effect of three different types of porosity distribution and five different types of GPLs patterns on dynamic response of the shell are also studied. Halpin-Tsai micromechanical model and Voigt's rule are used to determine Young modulus, shear modulus and Poisson's ratio with mass densities of the shell, respectively. The main novelties of present study are: applying 3D elasticity theory and the finite element method in conjunction with Rayleigh-Ritz method to give more accurate results unlike other simplified shell theories, and also presenting a general 3D solution in cylindrical coordinate system that can be used for analyses of different structures such as circular, annular and annular sector plates, cylindrical shells and panels, and conical shells and panels. A convergence study is performed to justify the correctness of the obtained solution and numerical results. The impact of porosity and GPLs patterns, the volume of voids, the weight fraction of graphene nanofillers, semi vertex and span angles of the cone, and various boundary conditions on natural frequencies of the functionally graded panel have been comprehensively studied and discussed. The results show that the most important parameter on dynamic response of FG porous truncated conical panel is the weight fraction of nanofiller and adding 1% weight fraction of nanofiller could increase 57% approximately the amounts of natural frequencies of the shell. Moreover, the porosity distribution has great effect on the value of natural frequency of structure rather than the porosity coefficient.