• 제목/요약/키워드: accuracy analysis

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구형 돔의 근사고유모드 작성 및 응용에 관한 연구 (A study on the Approximate Eigen Modes and Application of Spherical Domes)

  • 한상을;권택진;최옥훈
    • 한국전산구조공학회:학술대회논문집
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    • 한국전산구조공학회 1997년도 봄 학술발표회 논문집
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    • pp.192-199
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    • 1997
  • The purpose of this paper is to get a powerful tool for response analysis of a spherical dome subjected to dynamic excitation based on mathematically analytical method, i. e., the Galerkin procedure in modal analysis, with sufficient accuracy and practicality. At first, this paper provides an approximate solution of eigen modes, which has sufficient accuracy and praticallity for response analysis in symmetric and antisymmetric state. In the second stage of this paper, response analysis of a dome subjected to horizontal earthquakes is executed as the application of these approximate modes. Many important response characteristics may manifest themselves through parametric survey of material and geometric properties.

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Comparison of Sentiment Analysis from Large Twitter Datasets by Naïve Bayes and Natural Language Processing Methods

  • Back, Bong-Hyun;Ha, Il-Kyu
    • Journal of information and communication convergence engineering
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    • 제17권4호
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    • pp.239-245
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    • 2019
  • Recently, effort to obtain various information from the vast amount of social network services (SNS) big data generated in daily life has expanded. SNS big data comprise sentences classified as unstructured data, which complicates data processing. As the amount of processing increases, a rapid processing technique is required to extract valuable information from SNS big data. We herein propose a system that can extract human sentiment information from vast amounts of SNS unstructured big data using the naïve Bayes algorithm and natural language processing (NLP). Furthermore, we analyze the effectiveness of the proposed method through various experiments. Based on sentiment accuracy analysis, experimental results showed that the machine learning method using the naïve Bayes algorithm afforded a 63.5% accuracy, which was lower than that yielded by the NLP method. However, based on data processing speed analysis, the machine learning method by the naïve Bayes algorithm demonstrated a processing performance that was approximately 5.4 times higher than that by the NLP method.

비균등 최적 전하배치를 이용한 전력소 3차원 전계해석 (Three Dimensional Electric Field Analysis Of Substation Using Nonuniform Optimal Charge Simulation)

  • 명성호;이병윤;민석원;김응식;박종근
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1994년도 추계학술대회 논문집 학회본부
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    • pp.290-292
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    • 1994
  • This paper presents a methodology for the electric field analysis of substation. For the electric field analysis of substation, the electrodes(substation busbars) must be represented by finite line with nonlinear charge density. In the case of dividing finite line into uniform segments, a large number of variables have to be used to obtain the accuracy within a desired tolerance. To deal with the problem, nonuniform charge arrangement modeling method is suggested. To reduce potential calculation errors, the linear charge density function is considered particularly for the segment charge model ling. If the charge arrangement is improper, the accuracy not improved regardless of increment in the number of segments. This paper proposes an optimal charge arrangement method through potential error analysis. And, the optimal charge arrangement function is formulated by a lot of simulation results.

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회전축계의 진동해석을 위한 Hybrid법에 관한 연구 (A Hybrid Method for Vibration Analysis of Rotor Systems)

  • 양보석;최원호
    • 소음진동
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    • 제2권4호
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    • pp.265-272
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    • 1992
  • The simplest method which has been used extensively for vibration analysis is the transfer matrix method introduced by Myklestad and was later extended by many researchers. The crude approximation results in considerable error on the predicted natural frequencies and to increase the accuracy the number of elements used in the analysis must be increased. In addition, numerical instability can occur as a result of matrix multiplication. Also the main disadvantage of the finite element method is the large computer memory requirements for complex systems. The new method proposed in this paper combines the transfer matrix and finite dynamic element techniques to form a powerful algorithm for vibration analysis of rotor system. It is shown that the accuracy improves significantly when the transfer matrix for each segment is obtained from finite dynamic element techniques.

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전달영향계수법에 의한 탄성지지를 갖는 원통형 셀구조물의 자유진동해석 (Free Vibration Analysis of Circular Cylindrical Shell Structures with Elastic Supports by the Transfer Influence Coefficient Method)

  • 문덕홍;여동준
    • 소음진동
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    • 제4권4호
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    • pp.469-478
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    • 1994
  • This paper desfcribes the formulation for the analysis of the free vibration of a circular cylindrical shell with elastic supports by the transfer influence coefficient method. This method was developed on the base of the concept of the successive transmission of dynamic influence coefficients. The analysis algorithm for circular cylindrical shell elastically restrained by springs, which plays an important role in many industrial fields, is discussed. The supporting springs have the axial, circumferential, radial and rotational spring constants uniformly distributed along the circumference of the shell. The simple computational results on a personal computer demonstrate the validity of the present method, that is, the numerical high accuracy, the high speed analysis method and the flexibility for programming, compared with results of the transfer matrixmethod and reference. We also confirmed that the present algorithm could obtain the solutions of high accuracy for system with a number of intermediate rigid supports. And we could easily treat the intermediate support and all boundary conditions by adequately varying the values of spring constants.

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RecurDyn을 이용한 동적 해석 시 마찰모델에 따른 적분 안정성 및 정확성 연구 (Study on the Integration Stability and the Accuracy of Some Friction Models for the Dynamic Analysis Using Recurdyn)

  • 유홍희;이준희
    • 한국소음진동공학회논문집
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    • 제18권11호
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    • pp.1111-1117
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    • 2008
  • During the dynamic analysis of a system, the Coulomb friction law is emploved to calculate the friction force. Since the static friction coefficient is only employed during the zero relative velocity, it is impractical to employ the coefficient during the dynamic analysis. To calculate the static friction force, therefore, some friction models have been developed. In this study, the integration stability and the accuracy of the models are investigated with some numerical examples. The effect of time step size during the numerical integration is also investigated. The numerical study shows that the friction model employed for most commercial codes is not as good as the one proposed in this study.

Power Consumption Analysis of Prominent Time Synchronization Protocols for Wireless Sensor Networks

  • Bae, Shi-Kyu
    • Journal of Information Processing Systems
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    • 제10권2호
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    • pp.300-313
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    • 2014
  • Various Time Synchronization protocols for a Wireless Sensor Network (WSN) have been developed since time synchronization is important in many time-critical WSN applications. Aside from synchronization accuracy, energy constraint should also be considered seriously for time synchronization protocols in WSNs, which typically have limited power environments. This paper performs analysis of prominent WSN time synchronization protocols in terms of power consumption and test by simulation. In the analysis and simulation tests, each protocol shows different performance in terms of power consumption. This result is helpful in choosing or developing an appropriate time synchronization protocol that meets the requirements of synchronization accuracy and power consumption (or network lifetime) for a specific WSN application.

Seismic response analysis of layered soils considering effect of surcharge mass using HFTD approach. Part Ι: basic formulation and linear HFTD

  • Saffarian, Mohammad A.;Bagheripour, Mohammad H.
    • Geomechanics and Engineering
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    • 제6권6호
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    • pp.517-530
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    • 2014
  • Seismic ground response analysis is one of the most important issues in geotechnical earthquake engineering. Conventional seismic site response and free field analysis of layered soils does not consider the effect of surcharge mass which may be present on the top layer. Surcharge mass may develop extra inertial force to the soil and, hence, significantly affect on the results of seismic ground response analysis. Methods of analysis of ground response may also be categorized into time domain and frequency domain concepts. Simplicity in developing analytical relations and accuracy in considering soil dynamic properties dependency to loading frequency are benefits of frequency domain analysis. In this part of the paper, seismic ground response is analyzed using transfer function method for soil layers considering surcharge mass on the top layer. Equation of motion, wave equation, is solved using amended boundary conditions which effectively take the impact of surcharge mass into account. A computer program is developed by MATLAB software based on the solution method developed for wave equation. Layered soils subjected to earthquake loading were numerically studied and solved especially by the computer program developed in this research. Results obtained were compared with those given by DEEP SOIL computer program. Such comparison showed the accuracy of the program developed in this study. Also in this part, the effects of geometrical and mechanical properties of soil layers and especially the impact of surcharge mass on transfer function are investigated using the current approach and the program developed. The efficiency and accuracy of the method developed here is shown through some worked examples and through comparison of the results obtained here with those given by other approaches. Discussions on the results obtained are presented throughout in this part.

RGB-csb를 활용한 제한된 CNN에서의 정확도 분석 및 비교 (Accuracy Analysis and Comparison in Limited CNN using RGB-csb)

  • 공준배;장민석;남광우;이연식
    • 한국전자통신학회논문지
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    • 제15권1호
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    • pp.133-138
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    • 2020
  • 본 논문은 대부분의 변형된 CNN(: Convolution Neural Networks)에서 사용하지 않는 첫 번째 컨볼루션 층(convolution layer)을 사용해 정확도 향상을 노리는 방법을 소개한다. GoogLeNet, DenseNet과 같은 CNN에서 첫 번째 컨볼루션 층에서는 기존방식(3×3 컨볼루션연산 및 배규정규화, 활성화함수)만을 사용하는데 이 부분을 RGB-csb(: RGB channel separation block)로 대체한다. 이를 통해 RGB값을 특징 맵에 적용시켜 정확성을 향상시킬 수 있는 선행연구 결과에 추가적으로, 기존 CNN과 제한된 영상 개수를 사용하여 정확도를 비교한다. 본 논문에서 제안한 방법은 영상의 개수가 적을수록 학습 정확도 편차가 커 불안정하지만 기존 CNN에 비해 정확도가 평균적으로 높음을 알 수 있다. 영상의 개수가 적을수록 평균적으로 약 2.3% 높은 정확도를 보였으나 정확도 편차는 5% 정도로 크게 나타났다. 반대로 영상의 개수가 많아질수록 기존 CNN과의 평균 정확도의 차이는 약 1%로 줄어들고, 각 학습 결과의 정확도 편차 또한 줄어든다.

SPOT 위성영상(衛星映像)을 이용(利用)한 3차원(次元) 위치결정(位置決定)의 정확도(正確度) 향상(向上)에 관(關)한 연구(硏究) (A study on the Accuracy Improvement of Three Dimensional Positioning Using SPOT Imagery)

  • 유복모;조기성;이현직
    • 대한토목학회논문집
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    • 제11권4호
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    • pp.151-162
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    • 1991
  • 본 연구에서는 자료형태 및 전처리수준이 다른 위성영상자료를 이용하여 전처리수준에 따른 외부표정요소의 최적다항식형태와 위치결정정확도를 파악하고, 지상기준점의 획득방법 및 획득방법에 따른 3차원 위치결정정확도를 분석함으로서 SPOT 위성영상을 이용한 3차원 위치결정이론 및 프로그램을 개발하고 위치결정의 정확도를 향상시키는데 목적이 있다. 본 연구수행 결과 각 전처리수준에 대한 외부표정요소의 최적다항식형태(수준 1B; 15변수, 수준 1AP, 1A; 12변수)를 결정할 수 있었으며, 전처리수준에 따른 위치결정 정확도분석에서는 수준 1AP 위성사진의 정확도가 가장 좋았으나, 수치영상인 수준 1A도 유사한 정확도를 나타냄을 알 수 있었다. 또한, 지상기준점의 획득방법이 다른 수준 1A 수치영상의 3차원 위치결정 정확도를 분석한 결과, 지상기준점의 정확도가 양호한 경우 부가매개변수의 도입만으로 정확도 향상률이 큰 반면 지상기준점의 정확도가 저하되는 경우 부가매개변수의 도입만으로 정확도가 크게 향상되지 않아 조정체계에 과대오차소거이론이 포함된 동시조정이론을 적용함이 바람직함을 알 수 있었다.

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