• 제목/요약/키워드: Auto-modeling process

검색결과 92건 처리시간 0.021초

드릴링 작업의 모델링과 진단법에 관한 연구 (A Study on the Modeling and Diagnostics in Drilling Operation)

  • 윤문철
    • 동력기계공학회지
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    • 제2권2호
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    • pp.73-80
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    • 1998
  • The identification of drilling joint dynamics which consists of drilling and structural dynamics and the on-line time series detection of malfunction process is substantial not only for the investigation of the static and dynamic characteristics but also for the analytic realization of diagnostic and control systems in drilling. Therefore, We have discussed on the comparative assessment of two recursive time series modeling algorithms that can represent the drilling operation and detect the abnormal geometric behaviors in precision roundshape machining such as turning, drilling and boring in precision diemaking. For this purpose, simulation and experimental work were performed to show the malfunctional behaviors for drilling operation. For this purpose, a new two recursive approach (Recursive Extended Instrument Variable Method : REIVM, Recursive Least Square Method : RLSM) may be adopted for the on-line system identification and monitoring of a malfunction behavior of drilling process, such as chipping, wear, chatter and hole lobe waviness.

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발전소에서의 SOx 공정 모사, 모니터링 및 패턴 분류 (SOx Process Simulation, Monitoring, and Pattern Classification in a Power Plant)

  • 최상욱;유창규;이인범
    • 제어로봇시스템학회논문지
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    • 제8권10호
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    • pp.827-832
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    • 2002
  • We propose a prediction method of the pollutant and a synchronous classification of the current state of SOx emission in the power plant. We use the auto-regressive with exogeneous (ARX) model as a predictor of SOx emission and use a radial basis function network (RBFN) as a pattem classifier. The ARX modeling scheme is implemented using recursive least squares (RLS) method to update the model parameters adaptively. The capability of SOx emission monitoring is utilized with the application of the RBFN classifier. Experimental results show that the ARX model can predict the SOx emission concentration well and ARX modeling parameters can be a good feature for the state monitoring. in addition, its validity has been verified through the power spectrum analysis. Consequently, the RBFN classifier in combination with ARX model is shown to be quite adequate for monitoring the state of SOx emission.

BART 기반 문서 요약을 통한 토픽 모델링 성능 향상 (Performance Improvement of Topic Modeling using BART based Document Summarization)

  • 김은수;유현;정경용
    • 인터넷정보학회논문지
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    • 제25권3호
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    • pp.27-33
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    • 2024
  • 정보의 증가 속에서 학문 연구의 환경은 지속적으로 변화하고 있으며, 이에 따라 대량의 문서를 효과적으로 분석하는 방법의 필요성이 대두된다. 본 연구에서는 BART(Bidirectional and Auto-Regressive Transformers) 기반의 문서 요약 모델을 사용하여 텍스트를 정제하여 핵심 내용을 추출하고, 이를 LDA(Latent Dirichlet Allocation) 알고리즘을 통한 토픽 모델링의 성능 향상 방법을 제시한다. 이는 문서 요약을 통해 LDA 토픽 모델링의 성능과 효율성을 향상시키는 접근법을 제안하고 실험을 통해 검증한다. 실험 결과, 논문 데이터를 요약하는 BART 기반 모델은 Rouge-1, Rouge-2, Rouge-L 성능 평가에서 각각 0.5819, 0.4384, 0.5038의 F1-Score를 나타내어 원문의 중요 정보를 포착하고 있음을 보인다. 또한, 요약된 문서를 사용한 토픽 모델링은 Perplexity 지표를 통한 성능 비교에서 원문을 사용한 토픽 모델링의 경우보다 약 8.08% 더 높은 성능을 보인다. 이는 토픽 모델링 과정에서 데이터 처리량의 감소와 효율성 향상에 기여한다.

타원형 디프 드로잉 트랜스퍼 금형의 공정설계 전문가 시스템(I) (An Expert System for the Process Planning of the Elliptical Deep Drawing Transfer Die)

  • 박동환;박상봉;강성수
    • 한국CDE학회논문집
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    • 제5권3호
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    • pp.255-262
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    • 2000
  • A computer-aided process planning (CAPP) system for rotationally symmetric deep drawing products has been developed. The application for non-axisymmetric components, however, has not been reported yet. Therefore, this study investigates process sequence design in deep drawing process and constructs an expert system of process planning for non-axisymmetric motor frame products with elliptical shape. The system developed consists of four modules. The first one is recognition of shape module to recognize the products. The second one is a 3-D modeling module to calculate surface area for non-axisymmetric products. The third one is a blank design module that creates an oval-shaped blank with the identical surface area. The forth one is a process planning module based on production rules that play the best important role in an expert system for manufacturing. The production rules are generated and upgraded by interviewing with field engineers. The constructed system using AutoLISP language under the AutoCAD environment is baled on the knowledge base system which is involved a lot of expert's technology. Results of this system will be provide effective aids to the designer and engineer in this field.

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GSCAD를 이용한 Template 기능 개발 및 적용 (Development of GSCAD Template Rule for Hull Plate Forming)

  • 윤종성;박지현;명희건;사공계완
    • 대한조선학회 특별논문집
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    • 대한조선학회 2011년도 특별논문집
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    • pp.32-35
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    • 2011
  • Template has been widely used for hull forming process in most of shipyards. It is used to estimate the curvature of deformed shape in comparison with design shape. SHI (Samsung Heavy Industry) had used AutoKon system for ship manufacturing design in the past. The AutoKon used the global coordinate system of ship (frame, water line and so on) to create template data. It brought the mismatched angles between templates and a curved shell plate. The mismatched angle is measured by forming worker to place template on shell forming stage. However, the mismatched angle is difficult to place template with exactly required angle because the shell plates have various curvature and size. It causes incorrect shape of formed shell plates. The attached angle of template should be 90 degree to place template easily on forming shell plates. Currently, SHI has been applied GSCAD for ship manufacturing design process which is 3D solid modeling system. The GSCAD is the rule-based system which can automate 3D modeling and control the manufacturing data by rule. The rule can easily provide methods to create and automate template object with regular attached angle in comparison with AutoKon system. Therefore, SHI developed new template rule which it can automatically create template object with regular attached angle in GSCAD.

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A Study on the Application of a Drone-Based 3D Model for Wind Environment Prediction

  • Jang, Yeong Jae;Jo, Hyeon Jeong;Oh, Jae Hong;Lee, Chang No
    • 한국측량학회지
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    • 제39권2호
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    • pp.93-101
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    • 2021
  • Recently, with the urban redevelopment and the spread of the planned cities, there is increasing interest in the wind environment, which is related not only to design of buildings and landscaping but also to the comfortability of pedestrians. Numerical analysis for wind environment prediction is underway in many fields, such as dense areas of high-rise building or composition of the apartment complexes, a precisive 3D building model is essentially required in this process. Many studies conducted for wind environment analysis have typically used the method of creating a 3D model by utilizing the building layer included in the GIS (Geographic Information System) data. These data can easily and quickly observe the flow of atmosphere in a wide urban environment, but cannot be suitable for observing precisive flow of atmosphere, and in particular, the effect of a complicated structure of a single building on the flow of atmosphere cannot be calculated. Recently, drone photogrammetry has shown the advantage of being able to automatically perform building modeling based on a large number of images. In this study, we applied photogrammetry technology using a drone to evaluate the flow of atmosphere around two buildings located close to each other. Two 3D models were made into an automatic modeling technique and manual modeling technique. Auto-modeling technique is using an automatically generates a point cloud through photogrammetry and generating models through interpolation, and manual-modeling technique is a manually operated technique that individually generates 3D models based on point clouds. And then the flow of atmosphere for the two models was compared and analyzed. As a result, the wind environment of the two models showed a clear difference, and the model created by auto-modeling showed faster flow of atmosphere than the model created by manual modeling. Also in the case of the 3D mesh generated by auto-modeling showed the limitation of not proceeding an accurate analysis because the precise 3D shape was not reproduced in the closed area such as the porch of the building or the bridge between buildings.

개폐식 대공간 구조물의 파라메트릭 설계와 풍하중 적용 (Parametric Design and Wind Load Application for Retractable Large Spatial Structures)

  • 김시욱;정보라;김치경;이시은
    • 한국전산구조공학회논문집
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    • 제32권6호
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    • pp.341-348
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    • 2019
  • 본 연구의 목적은 개폐식 대공간 구조물의 풍하중 산정 및 구조해석의 과정을 자동으로 수행하는 컴포넌트를 개발하는 것이다. 설계한 파라메트릭 모델링을 StrAuto를 통해 구조해석 자동화단계를 거쳐 구조해석용 모델로 변환하는 과정을 실시간으로 연동하여 구조해석 결과를 자동으로 도출하는 과정으로부터 본 연구에서는 추가로 구조물의 풍하중을 형상에 따라 상세히 할당하는 기능을 개발하였다. 이와 같은 과정을 통해 풍하중에 대한 최적화를 수행하여, 기존 설계된 구조의 물량을 줄이고, 구조적 안정성은 유지하는 방향으로 결론을 도출하였다. 추후에는 본 예제 모델을 통해 진동제어 최적화를 위한 제진장치 설치위치의 자동탐색이 가능하게 되는 연구를 진행할 계획이다.

Auto Regressive모델링 기반의 특징점 추출과 Support Vector Machine을 통한 조기수축 부정맥 분류 (Feature Extraction based on Auto Regressive Modeling and an Premature Contraction Arrhythmia Classification using Support Vector Machine)

  • 조익성;권혁숭;김주만;김선종
    • 한국정보통신학회논문지
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    • 제23권2호
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    • pp.117-126
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    • 2019
  • 부정맥 분류를 위한 기존 연구들은 분류의 정확성을 높이기 위해 신경망, 퍼지, 시계열 주파수 분석, 비선형 분석법 등이 연구되어 왔다. 이러한 방법들은 분류율를 향상시키기 위해 정확한 특징점과 많은 양의 신호를 처리해야 하기 때문에 데이터의 가공 및 연산이 복잡하며, 다양한 부정맥을 분류하는데 어려움이 있다. 본 연구에서는 AR(Auto Regressive) 모델링 기반의 특징점 추출과 SVM(Support Vector Machine)을 통한 조기수축 부정맥 분류 방법을 제안한다. 이를 위해 잡음을 제거한 ECG 신호에서 R파를 검출하고 QRS와 RR 간격의 특정 파형 구간을 모델링하였다. 이후 최적 세그먼트 길이(n1, n2), 최적 차수( p1, p2)의 4가지 AR 모델링 변수를 추출하고 SVM을 통해 Normal, PVC, PAC를 분류하였다. 연구의 타당성을 입증하기 위해 MIT-BIH 부정맥 데이터베이스를 대상으로 한 R파의 평균 검출 성능은 99.77%, Normal, PVC, PAC 부정맥은 각각 99.23%, 97.28, 96.62의 평균 분류율을 나타내었다.

객체지향 UML을 활용한 자동차부품제조업체의 공급사슬관리망 설계.구현 연구 (A study on Design & Implementation of Supply Chain Management adopting Object-Oriented design methodology for auto-part manufacture company)

  • 나상균;이준수;유태우;정병호
    • 대한안전경영과학회지
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    • 제9권3호
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    • pp.73-84
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    • 2007
  • This paper was concerned about design and implementation of supply chain management for auto-part company by adopting a UML(Unified Modeling Language). The part of SCM and e-business have interested by larger company, researcher and academic professor. There has been known about a little implementing SCM and it's initiatives for SME(small-medium sized enterprise). We, in this paper, dealt with design and implementing the SCM on supply chain auto part SMEs. The UML is a standard language for specifying, visualizing, constructing, and documenting the artifacts of software systems. It simplifies the complex process of software design, making a blueprint for the SCM implementation. In this paper, we also adopt some methods for the systematic system analysis, design, and implementation by applying UML to a SCM system.

자동차 모터 프레임 금형에서 블랭크 설계 자동화 시스템의 적용 (Application of Computer Aided Blank Design System for Motor Frame Die, Automobile)

  • 박동환;박상봉;강성수
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 2000년도 춘계학술대회 논문집
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    • pp.753-756
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    • 2000
  • The accumulated know-how and trial-and-error procedures are known as the best ways to determine blank shape and dimensions. One of the most important steps to determine the blank shape and dimensions in deep drawing process is to calculate the surface area of the product. In general, the surface area of products is calculated by mathematical or 3-D modeling methods. A blank design system is constructed for elliptical deep drawing products to recognize the geometry of the product in the long side and short side by drafting in another two layers on AutoCAD software. This system consists of input geometry recognition module, 3-D modeling module and blank design module, respectively. Blank dimension of three types is determined by the same area, which was acquired in 3-D modeling module. The suitability of this system is verified by applying to a real deep drawing product.

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