• 제목/요약/키워드: pattern generalization

검색결과 95건 처리시간 0.022초

컴퓨터 시각(視覺)에 의거한 측정기술(測定技術) 및 측정오차(測定誤差)의 분석(分析)과 보정(補正) (Computer Vision Based Measurement, Error Analysis and Calibration)

  • 황헌;이충호
    • Journal of Biosystems Engineering
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    • 제17권1호
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    • pp.65-78
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    • 1992
  • When using a computer vision system for a measurement, the geometrically distorted input image usually restricts the site and size of the measuring window. A geometrically distorted image caused by the image sensing and processing hardware degrades the accuracy of the visual measurement and prohibits the arbitrary selection of the measuring scope. Therefore, an image calibration is inevitable to improve the measuring accuracy. A calibration process is usually done via four steps such as measurement, modeling, parameter estimation, and compensation. In this paper, the efficient error calibration technique of a geometrically distorted input image was developed using a neural network. After calibrating a unit pixel, the distorted image was compensated by training CMLAN(Cerebellar Model Linear Associator Network) without modeling the behavior of any system element. The input/output training pairs for the network was obtained by processing the image of the devised sampled pattern. The generalization property of the network successfully compensates the distortion errors of the untrained arbitrary pixel points on the image space. The error convergence of the trained network with respect to the network control parameters were also presented. The compensated image through the network was then post processed using a simple DDA(Digital Differential Analyzer) to avoid the pixel disconnectivity. The compensation effect was verified using known sized geometric primitives. A way to extract directly a real scaled geometric quantity of the object from the 8-directional chain coding was also devised and coded. Since the developed calibration algorithm does not require any knowledge of modeling system elements and estimating parameters, it can be applied simply to any image processing system. Furthermore, it efficiently enhances the measurement accuracy and allows the arbitrary sizing and locating of the measuring window. The applied and developed algorithms were coded as a menu driven way using MS-C language Ver. 6.0, PC VISION PLUS library functions, and VGA graphic functions.

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아이다부스트(Adaboost)와 원형기반함수를 이용한 다중표적 분류 기법 (Multi-target Classification Method Based on Adaboost and Radial Basis Function)

  • 김재협;장경현;이준행;문영식
    • 전자공학회논문지CI
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    • 제47권3호
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    • pp.22-28
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    • 2010
  • 최근 기계학습 분야에서 커널머신을 이용한 대표적 분류기로 Adaboost가 주목받고 있다. Adaboost는 통계적 학습이론에 기반하여 뛰어난 일반화 성능을 보여주며, 다양한 패턴인식 문제에 적용되고 있다. 그러나, Adaboost는 이진 분류기이므로 다중표적 분류 문제에 곧바로 적용할 수 없다. 일반적으로 다중 분류 문제를 해결하는 기법으로 One-Vs-All 기법과 Pair-Wise 기법이 대표적이다. 이러한 두 기법은 다중 분류 문제를 여러 개의 이진 분류 문제로 분할하고, 이들을 다시 종합하여 최종 결정을 내리는 출력코딩이라는 일반적인 기법으로 실제 시스템 구성에 적합할만한 분류 성능을 보여주지 못하는 경우가 대부분이다. 본 논문에서는 이진 분류기인 Adaboost의 다중 분류 확장 방안으로 원형 기반 함수를 약한 분류기로 이용하는 Adaboost 기반 다중표적 분류 기법을 제안한다.

Automatic Edge Class Formulation for Classified Vector Quantization

  • Jung, jae-Young
    • 한국산업정보학회논문지
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    • 제4권2호
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    • pp.57-61
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    • 1999
  • 영상 압축 분야에서 분류벡터양자화 방법은 에지와 같이 시각적 인지에 중요한 특징을 잘 복원해주는 특성을 가지고 있다. 그러나, 기존의 분류벡터양자화에서는 수직, 수평, 대각 에지 클래스와 같은 몇 개의 선형 에지 클래스를 사전에 정의하고 분류함으로써, 영상 내 존재하는 다양한 유형의 에지 패턴을 효과적으로 재구성할 수 있도록 일반화되어 있지 못하다. 본 논문에서는 에지 패턴들간의 유사도 측정자를 정의하고 이를 바탕으로 에지 블록을 분류하는 새로운 방법을 제안한다. 영상내외 각 에지블록은 그 블록이 가지는 에지 패턴의 형태에 따라 하나의 특징벡터로 변환된다. 훈련 영상들로부터 다양한 형태의 에지 패턴들을 유사도가 높은 것들끼리 군집화하여 일반화된 에지 클래스를 자동으로 생성한다. 실험에서는 생성된 선형/비선형 에지 클래스의 유형을 보이고, 이를 이용하여 0.6875bpp로 압축된 결과 영상에서 에지가 잘 보존되고 있음을 보인다.

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Preconditioned Jacobian-free Newton-Krylov fully implicit high order WENO schemes and flux limiter methods for two-phase flow models

  • Zhou, Xiafeng;Zhong, Changming;Li, Zhongchun;Li, Fu
    • Nuclear Engineering and Technology
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    • 제54권1호
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    • pp.49-60
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    • 2022
  • Motivated by the high-resolution properties of high-order Weighted Essentially Non-Oscillatory (WENO) and flux limiter (FL) for steep-gradient problems and the robust convergence of Jacobian-free Newton-Krylov (JFNK) methods for nonlinear systems, the preconditioned JFNK fully implicit high-order WENO and FL schemes are proposed to solve the transient two-phase two-fluid models. Specially, the second-order fully-implicit BDF2 is used for the temporal operator and then the third-order WENO schemes and various flux limiters can be adopted to discrete the spatial operator. For the sake of the generalization of the finite-difference-based preconditioning acceleration methods and the excellent convergence to solve the complicated and various operational conditions, the random vector instead of the initial condition is skillfully chosen as the solving variables to obtain better sparsity pattern or more positions of non-zero elements in this paper. Finally, the WENO_JFNK and FL_JFNK codes are developed and then the two-phase steep-gradient problem, phase appearance/disappearance problem, U-tube problem and linear advection problem are tested to analyze the convergence, computational cost and efficiency in detailed. Numerical results show that WENO_JFNK and FL_JFNK can significantly reduce numerical diffusion and obtain better solutions than traditional methods. WENO_JFNK gives more stable and accurate solutions than FL_JFNK for the test problems and the proposed finite-difference-based preconditioning acceleration methods based on the random vector can significantly improve the convergence speed and efficiency.

『황제내경(黃帝內經)』 "음양구부족자(陰陽俱不足者) 감약치지(甘藥治之)"에 대한 고찰 (The Meaning Of "In case of both Yin and Yang deficiency, treat with sweet medicinals(甘藥)" In the Huangdineijing)

  • 柳姃我
    • 대한한의학원전학회지
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    • 제35권4호
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    • pp.41-61
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    • 2022
  • Objectives : This paper aims to examine the clinical meaning of treating with sweet medicinals where acupuncture fails, through studying the verse, "In case of both Yin and Yang deficiency, treat with sweet medicinals" in the Huangdineijing. Methods : Related contents in the chapters 「邪氣藏府病形」, 「根結」, 「終始」, 「經脈」, 「九鍼論」 of the Lingshu were analyzed threefold. The circumstances of the application of the "In case of both Yin and Yang deficiency, treat with sweet medicinals" principle to the late Han East Asian medicine as written in the Shanghanzabinglun were examined, and its meaning was explored. Results : The 'Yin Yang' in the verse could be substituted with the Five Zhang and Six Fu, Blood and Qi, Form and Qi, Form and Jing, Form and Zhi, etc. In patients with deficiency in Qi, Blood, Yin and Yang, we can observe external symptoms such as narrow pulse pattern, symptoms in the throat or below the throat, thirst, and coarse voice. To apply sweet medicinals is to supplement the Jing from food, Spleen and Stomach, Middle Qi and Earth Qi which produces and maintains Qi, Blood, Yin and Yang. Therefore, it is essential in treating disease patterns with deficiency in both Qi, Blood, Yin and Yang, and cannot be substituted with other means of treatment such as acupuncture, moxibustion, and other manipulative therapies. Conclusions : Sweet medicinals were applied in disease patterns with throat thirst and narrow pulse patterns which could not be managed with general acupuncture or moxibustion in the time of the Huangdineijing's publication, as it holds the Earth virtue which could harmoniously supplement the body's Qi, Blood, Yin, and Yang. Later its application broadened, treating various conditions accompanying Qi, Blood, Yin, Yang deficiency, which expanded potential of medicine and contributed to the generalization of drug treatment.

3DP 폴리머-패브릭(3D Print Polymer-Fabric Structure)을 적용한 패션디자인 연구 (A Study of Fashion Design Applying a 3D Print Polymer-Fabric Structure)

  • 임소영;전재훈
    • 한국의류산업학회지
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    • 제25권2호
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    • pp.139-152
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    • 2023
  • Despite efforts to apply 3D print (3DP) technology in the field of fashion and endless discussions about the possibility of future development, in reality, it is difficult to utilize 3DP technology in fashion for reasons related to material, technology, and cost constraints. The purpose of this study was to supplement the limitations of 3DP technology in order to promote its utilization in fashion and simultaneously find a solution to achieve aesthetic satisfaction in the design method. Specifically, through the development of fashion products with a 3DP polymer-fabric structure to which the parametric design methodology has been applied, this study explored the possibility of practical application and proposes a new 3DP fashion design method. The 3DP polymer-fabric developed as a result of the research was stably adhered to the fabric. Additionally, the study confirmed the possibility of making 3DP clothes that are amenable to the wearer's activities, as it was verified that cutting and sewing tailored to the human body's curvature and structure can be performed. The design process using the 3DP polymer-fabric presented in this study is meaningful in that it suggests a solution to complement the limitations of modern technology in connection with designers' creativity. Moreover, the design process presented in this study is expected to contribute to the commercialization and generalization of 3DP by providing practical help to allow fashion experts to utilize 3DP technology.

중국 중년 남성의 슬랙스 패턴설계를 위한 하반신 체간부 유형분석 - 절강성 영파 지역을 중심으로 - (Type Analysis of Lower Trunk Body for the Slacks Pattern Design of Chinese Middle-Aged Men - Focused on Ningbo City, Zhejiang Province -)

  • 심부자;서추연;이소영
    • 패션비즈니스
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    • 제12권2호
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    • pp.87-99
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    • 2008
  • This study aims to classify lower trunk body types of Chinese men in their middle age (30s and 40s) and suggest the standard for them to design slacks pattern. Mollison's relation deviations were used to analyze the direct measurement items in this research compared to those of Size Korea 2004. Though Korean middle-aged men were higher in most items than Chinese counterparts, all items except mid-thigh circumference and side hip length were merely within the range of ${\pm}1\sigma$. According to the results of size classification by absolute values, factor analysis extracted to 2 factors(horizontal size of lower body and vertical size of lower body), and cluster analysis brought about 3 types(type1: tall and thin trunk (36.9%), type 2 : normal height and thick trunk(45.5%), and type 3 : short and normal trunk(17.6%) with some significant differences among them. Also, the results of shape classification by index values, they were extracted 4 factors (waist-hip flatness, waist-hip cross section, vertical waist-groin and hip-surface length) by factor analysis and revealed 3 types(type 1: different waist-hip width, thick, long waist, long upper hip, and short hip-surface length(27.8%), type 2 : different waist-hip width, flat, short upper hip, high hip and groin, and average hip-surface length(29.4%), and type 3: small waist-hip width, thick, average upper hip, and short hip-surface length (42.8%)) with significant differences among them by cluster analysis. The results of standard body types by shape-size combination, 19subjects(10.16%) under these values are regarded as standard body types. Significance was not seen in all items in the t-test results between the total group and the standard group. The latter had lower variation coefficients and smaller individual differences than the former. However, in-depth research is required for generalization since this research is limited to a small number of subjects in Ningbo of Zhejiang.

도시화 엔트로피와 도시 열현상과의 관계성 (A Relation of Urbanization Entropy and Urban Heat Phenomenon)

  • 강상준
    • 지역연구
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    • 제39권3호
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    • pp.3-12
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    • 2023
  • 본 연구에서 다루게 될 도시계획 이슈는 도시화 과정에서 흔히 부정적인 스프롤 현상의 물리적 형태 중 하나로 인식되는 도시 파편화 지역들과 도시 열현상의 관계성으로 설정하였다. 연구목적은 시가화 지역 Entropy와 열 현상과의 관계성을 국내 5개 주요 도시 사례를 통해 살펴보는 것이다. 연구대상지 토지피복자료 촬영시기와 동일한 해인 2018년 7월 여름 기상자료를 바탕으로 InVEST Urban Cooling Model을 이용하였고, MSPA(Morphological Spatial Pattern Analysis) 모형을 이용하여 Entropy를 계산하였다. 주요결과로 첫째, Entropy와 Cooling Capacity Index(CCi) 순위 상관성은 낮은 순위 상관성을 보이고 있다(rho=-0.3). 둘째, Entropy와 Average temperature(℃) 사이에는 매우 높은 수준의 순위 상관성이 관찰된다(rho=0.9). 연구함의는 첫째, 난개발 정도가 큰 도시는 도시 열 현상에 부정적일 수 있다는 점이다. 둘째, 오픈스페이스의 성격을 갖는 비시가화 지역의 분산·집중 등의 토지이용 공간 구성이 도시 열환경에 영향을 미칠 수 있음을 의미한다. 본 연구는 일부 사례지역에 한정되어 진행되었다는 점에서 시가화 지역 Entropy와 열 현상 사이에서 일반화가 아닌 가능성이 관찰되고 있음으로 이해하는 것이 적절하다.

한국인 학습자의 영어 모음 인지: 새로운 L2 모음 범주와 비슷한 L2 모음 범주의 비교 (Perception of English Vowels By Korean Learners: Comparisons between New and Similar L2 Vowel Categories)

  • 이계윤;초미희
    • 한국콘텐츠학회논문지
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    • 제15권8호
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    • pp.579-587
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    • 2015
  • 본 연구의 목적은 한국인 학습자들이 어떻게 영어모음을 인지하는지를 알아보고, 언어학습모델(SLM)의 예측처럼 한국어에 없는 새로운 영어모음이 한국어와 비슷한 영어모음보다 습득에 용이한지 살펴보는 것이다. 20명의 한국인 실험참여자들은 6개의 영어모음 /i, ɪ, u, ʊ, ɛ, æ/을 사료로 한 영어-한국어 대응 테스트와 영어 모음 판별 테스트에 참여하였다. 영어-한국어 대응 테스트의 결과 대부분의 학생들이 음향적으로 구분되어있는 영어모음 /i/-/ɪ/, /u/-/ʊ/를 각각 하나의 한국어모음인 /이/와 /우/로 대응하여 인지하는 것을 보여주었다. 또한 영어모음 /ɛ/를 한국어모음 /에/와 /애/로 대응하여 인지하였고, 영어모음 /æ/도 마찬가지로 한국어모음 /에/와 /애/로 혼용하여 대응하는 패턴을 보여줌으로써 한국인 영어학습자들이 영어 모음쌍 /i-ɪ/, /u-ʊ/, /ɛ-æ/을 인지하기 어려울 것으로 예측되었다. 영어모음 판별테스트에서는 새로운 음소로 분류된 영어모음 /ɪ, ʊ, æ/의 판별 정확도(ɪ: 81.3%, ʊ: 62.5%, æ: 60.0%)가 비슷한 음소로 분류된 영어모음 /i, u, ɛ/의 판별 정확도(i: 28,8%, u: 28.8%, ɛ: 32.4%)보다 유의하게 높아서 SLM의 예측대로 새로운 음소가 습득하기 쉽다는 것을 확인할 수 있었다. 또한 비슷한 음소로 분류된 영어모음들의 판별 정확도가 새로운 음소에서의 판별 정확도보다도 현저히 낮은 수치를 보여준 것을 과일반화로 설명하였는데, L2 학습자가 새로운 모음 범주를 습득하는 과정에서 비슷한 L2 소리를 새로운 L2 소리로 과도하게 대치한 현상이다. 본 연구결과를 바탕으로 교육적인 함의점도 제시되었다.

The Influence of Factors on the Level of Digitalization of World Economies

  • Pyroh, Olha;Kalachenkova, Kateryna;Kuybida, Vasyl;Chmil, Hanna;Kiptenko, Viktoriia;Razumova, Oleksandra
    • International Journal of Computer Science & Network Security
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    • 제21권5호
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    • pp.183-191
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    • 2021
  • The advanced development of the world's economies requires a detailed study of the impact of factors on the level of digitalization, to ensure economic growth and promote the use of information and communication technologies in the digital economy. Digitalization of the world's economies is ensured through the implementation of relevant regulations and policy decisions to implement public policy and strategy of the digital economy. The purpose of the study is to establish the pattern of the impact of factors on the level of digitalization of world economies by conducting a regression analysis to reflect the dependence of the impact of factors on the level of digitalization in 25 economies (by IMD digital competitiveness), to check the level of digitalization of the world's economies. It is necessary to analyze the ranking of countries in the world according to the DiGiX Index, IMD, and DESI Digital Competitiveness Rating. Research methods: information synthesis method; regression analysis; systematization, and generalization. Results. It was found that because of regression analysis, the value of the coefficient of determination indicates that the regression model by 78% explains the relationship between future readiness of countries to implement digital technologies and information and communication technologies, but there are still a small number of other factors not included in the regression model. It is determined that the greatest progress among EU member states for the period 2015-2020 according to the DESI index belongs to Ireland, the Netherlands, Malta, and Spain. It is established that Estonia, Spain, and Denmark are in the lead in the DESI rating, in terms of e-government implementation. The study found that the impact of factors on the level of digitalization of world economies contributes to solving current economic problems through further implementation of information and communication technologies and improving legislation in the digital economy, which will ensure the implementation of effective digital policy. It is established that ensuring the appropriate level of digitalization of the world's economies should solve the problems in the digital economy sector faced by governments and businesses, which requires the implementation of measures to regulate and ensure the continued operation of the digital economy.