• 제목/요약/키워드: Defect Map

검색결과 74건 처리시간 0.028초

Application of SA-SVM Incremental Algorithm in GIS PD Pattern Recognition

  • Tang, Ju;Zhuo, Ran;Wang, DiBo;Wu, JianRong;Zhang, XiaoXing
    • Journal of Electrical Engineering and Technology
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    • 제11권1호
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    • pp.192-199
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    • 2016
  • With changes in insulated defects, the environment, and so on, new partial discharge (PD) data are highly different from the original samples. It leads to a decrease in on-line recognition rate. The UHF signal and pulse current signal of four kinds of typical artificial defect models in gas insulated switchgear (GIS) are obtained simultaneously by experiment. The relationship map of ultra-high frequency (UHF) cumulative energy and its corresponding apparent discharge of four kinds of typical artificial defect models are plotted. UHF cumulative energy and its corresponding apparent discharge are used as inputs. The support vector machine (SVM) incremental method is constructed. Examples show that the PD SVM incremental method based on simulated annealing (SA) effectively speeds up the data update rate and improves the adaptability of the classifier compared with the original method, in that the total sample is constituted by the old and new data. The PD SVM incremental method is a better pattern recognition technology for PD on-line monitoring.

고집적화 반도체 소자의 CMP 공정에서 Micro-Defect 관한 연굴 (A Study of Micro-defect on chemical Mechanical Polishing(CMP) Process in VLST Circuit)

  • 김상용;이경태;서용진;이우선;정헌상;김창일;장의구
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1999년도 하계학술대회 논문집 D
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    • pp.1891-1894
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    • 1999
  • We can classify the scratches after CMP process into micro-scratch and macro-scratches according to the scratch size, scratch intensity and defect map, etc. The micro-scratches on wafer after CMP process are discussed in this paper. From many causes, major factor that influences the formation of micro-scratch is known as particle size distribution of slurry.(1) It is indefinite what size or type of particle can cause micro-scratch on wafer surface, but there is possibility caused by large particle over 1um. The best way for controlling these large particle to inflow is to use the slurry filter on POU(Point of user). But the slurry filter(especially, depth-type filter) has sometimes the problem which makes more sever micro-scratches on wafer surface after CMP. We studied that depth-type slurry filter has what kind of week-points and the number of scratch could be reduced by lowering slurry flow rate and by using high spray bar which sprays DIW on polishing pad with high pressure.

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Oil Pipeline Weld Defect Identification System Based on Convolutional Neural Network

  • Shang, Jiaze;An, Weipeng;Liu, Yu;Han, Bang;Guo, Yaodan
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제14권3호
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    • pp.1086-1103
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    • 2020
  • The automatic identification and classification of image-based weld defects is a difficult task due to the complex texture of the X-ray images of the weld defect. Several depth learning methods for automatically identifying welds were proposed and tested. In this work, four different depth convolutional neural networks were evaluated and compared on the 1631 image set. The concavity, undercut, bar defects, circular defects, unfused defects and incomplete penetration in the weld image 6 different types of defects are classified. Another contribution of this paper is to train a CNN model "RayNet" for the dataset from scratch. In the experiment part, the parameters of convolution operation are compared and analyzed, in which the experimental part performs a comparative analysis of various parameters in the convolution operation, compares the size of the input image, gives the classification results for each defect, and finally shows the partial feature map during feature extraction with the classification accuracy reaching 96.5%, which is 6.6% higher than the classification accuracy of other existing fine-tuned models, and even improves the classification accuracy compared with the traditional image processing methods, and also proves that the model trained from scratch also has a good performance on small-scale data sets. Our proposed method can assist the evaluators in classifying pipeline welding defects.

자동차 스타일링을 위한 반사선의 실시간 생성 및 표현 알고리듬 (Efficient Algorithm for the Real-time Generation of Reflection Lines)

  • 강주엽;이건우
    • 대한기계학회논문집A
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    • 제24권1호
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    • pp.173-181
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    • 2000
  • Depending upon the method of the surface generation and the quality of the boundary curves provided, the resulting surfaces may have global or local irregularities in many cases. Thus it would be necessary for the designer to evaluate the surface quality and to modify the surface. This capability is very important because the defect of the surface requires the rework of the dies that causes a big loss in cost and delivery time. To simulate the reflection line test in the actual production line, a faster generation algorithm is presented. Among., various surface interrogation methods using reflection lines, Blinn-Newell type of reflection mapping is applied to generate reflection lines on the trimmed NURBS surface. The generation of reflection lines is formulated as a surface-plane intersection problem, and solved by surface-contouring techniques. In addition, a modified reflection map is proposed to eliminate the discontinuity of reflection lines due to the configuration of the reflection map. A fast reflection line algorithm is developed utilizing an efficient traced contouring technique, and proved to be well suited for real-time quality-assessment task.

Efficient Algorithm for Real-time Generation of Reflection Lines

  • Kim, Tae-wan;Juyup Kang;Lee, Kunwoo;Park, Sangkun
    • Journal of Mechanical Science and Technology
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    • 제15권2호
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    • pp.160-171
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    • 2001
  • Depending upon the method of the surface generation and the quality of the designed boundary curves, the resulting surfaces may have global or local irregularities in many cases. Thus, it would be necessary for the designer to evaluate the surface quality and to modify the surface. This is very important because the defect of the surface causes the rework of the dies, increasing cost and delivery time significantly. To simulate the reflection line test in the actual production line, a faster algorithm for generating reflection lines is presented. In this paper, among various surface interrogation methods using reflection lines, Blinn-Newell type of reflection mapping is applied to generate the reflection lines on the trimmed NURBS surfaces. The derivation of reflection lines is formulated as a surface-plane intersection problem (Jung 1994) and is solved by surface-contouring techniques. Also, for eliminating the discontinuity of reflection lines due to the configuration of reflection map, a modified reflection map is proposed. An efficient traced contouring technique is utilized for the computational efficiency and proves to be well suited for the real-time quality-assessment task.

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선박용 과급기 타이타늄합금 압축기휠의 열간단조 공정설계 (Hot Forging Design of Titanium Compressor Wheel for a Marine Turbocharger)

  • 염종택;나영상;임정숙;김정한;홍재근;박노광
    • 소성∙가공
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    • 제18권4호
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    • pp.354-360
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    • 2009
  • Hot-forging process and die design were made for a large-scale compressor wheel of Ti-6Al-4V alloy by using the results of 2-D FEM simulation. The design integrated the geometry-controlled approach and the processing contour map based on the dynamic materials model and the flow stability criteria. In order to obtain the processing contour map of Ti-6Al-4V alloy, compression tests were carried out in the temperature range of $915^{\circ}C$ to $1015^{\circ}C$ and the strain rate range of $10^{-3}s^{-1}$ to $10s^{-1}$. In the die design of the compressor wheel using the rigid-plastic FEM simulation, forging dimensional accuracy, the capacity of the forging machine and defect-free forging were considered as main design factors. The microstructure of hot forged wheel using the designed die showed a typical alpha-beta structure without forging-defects.

깊이정보의 변환 및 합성 기법을 이용한 디지털 홀로그래픽 콘텐츠 저작 (Digital Holographic Contents Manipulation using Convert and synthesize of Depth-map)

  • 최현준;서영호;김동욱
    • 한국정보통신학회논문지
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    • 제17권4호
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    • pp.1010-1019
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    • 2013
  • 최근 완전한 3차원 입체시를 구현하는 홀로그램에 대한 연구가 활발해지고 있으나, 홀로그램은 생성 비용이 많이 들어 콘텐츠의 확보가 어려운 단점을 갖고 있다. 이에 본 논문에서는 생성된 디지털 홀로그램 콘텐츠를 저작하여 새로운 디지털 홀로그램 콘텐츠를 확보하는 방법을 제시한다. 이 방법은 깊이정보를 조작하거나 합성하여 새로운 디지털 홀로그램 콘텐츠를 저작하는 방법이다. 제안한 방법을 검증하기 위해 여러 종류의 깊이정보를 조작하여 위치와 거리를 변경하고, 이를 컴퓨터-생성 홀로그램으로 만든 후 복원한 결과 조작한 위치와 거리에 정확히 물체상이 복원되는 것을 확인하였다.

나이브 베이즈 분류기를 적용한 외관검사공정 개발 (Development of Visual Inspection Process Adapting Naive Bayes Classifiers)

  • 유선중
    • 한국가스학회지
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    • 제19권2호
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    • pp.45-53
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    • 2015
  • 외관검사공정의 성능을 개선하기 위하여 기존의 자동외관검사장비 및 인간검사원에 추가하여 새로이 나이브 베이즈 분류기를 이용한 공정 구성을 개발하였다. 나이브 베이즈 분류기를 공정에 적용함으로써 불량의 유출 및 인간검사원의 작업량을 동시에 개선할 수 있다. 이때 분류기의 판정기준으로 기존의 MAP 방법 대신 AMPB 방법을 제안하여 적용하였다. 카메라모듈 용 필터 제품을 이용한 실험 결과 유출율 1.14%, 인간검사원 작업량 비율 75.5% 수준에서 공정을 구성하는 것이 가능함을 확인할 수 있었다. 본 연구의 결과는 검사 장비 및 인간이 협업을 하여 수행하는 타 공정 - 가스 누출 탐지 - 등에도 적용될 수 있다는 것에 넓은 범위에서의 의의가 있다.

인공위성 영상 자료를 이용한 북한 지역의 간척지 조사 (Survey for Reclaimed Lands in Western Coast of North Korea using Satellite Image data)

  • 신석효;김상철;안기원;김남식
    • 한국측량학회:학술대회논문집
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    • 한국측량학회 2004년도 춘계학술발표회논문집
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    • pp.251-257
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    • 2004
  • The Electro-Optical Camera(EOC) image of the first Korea Multi-Purpose Satellitel(KOMPSAT-1) has both high resolution and convenient acquisition of research data, but on the other hand it has a defect of one band image. Fortunately, the multispectral Moderate Resolution Imaging Spectroradiometer (MODIS) image data are receiving every day at the Korea Aerospace Research Institute (KARI). Therefore, this paper performed an effective merging for survey of reclaimed land using the high-resolution (6.6m) KOMPSAT-1 EOC image and the multispectral MODIS image data. According this paper prepared map of reclaimed lands in Western Coast of North Korea as quantitative(position and form) survey of reclaimed lands of North Korea using merged image. The use of KOPSAT-1 EOC image and MODIS images was found to be economical such using of large scale areas as reclaimed land or according easy to collect information and such north korea as inaccessible areas like as receiving every day.

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A Study on ENC Application of Line Generalization Method

  • Ko, Hyun-Joo;Oh, Se-Woong;Suh, Sang-Hyun;Shim, Woo-Sung;Yoon, Chung
    • 한국항해항만학회지
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    • 제36권4호
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    • pp.285-290
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    • 2012
  • e-Navigation strategy IMO promotes is defined as it is necessary for network and information standard to provide various maritime safety informations to in land and on board users, and it is expected to provide a large amount and diverse kinds of maritime spatial information services to them. However, as there are some limits to transmit that by current mobile maritime communication technologies, it is required to simplify and optimize the information. In this study, tree node method is applied to ENC using Douglas-Peucker algorithm and we arranged the effect of simplified spatial information through CALS method which compensates the defect of basic tree node method.