• 제목/요약/키워드: objective performance

검색결과 5,685건 처리시간 0.033초

Genetic algorithms for balancing multiple variables in design practice

  • Kim, Bomin;Lee, Youngjin
    • Advances in Computational Design
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    • 제2권3호
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    • pp.241-256
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    • 2017
  • This paper introduces the process for Multi-objective Optimization Framework (MOF) which mediates multiple conflicting design targets. Even though the extensive researches have shown the benefits of optimization in engineering and design disciplines, most optimizations have been limited to the performance-related targets or the single-objective optimization which seek optimum solution within one design parameter. In design practice, however, designers should consider the multiple parameters whose resultant purposes are conflicting. The MOF is a BIM-integrated and simulation-based parametric workflow capable of optimizing the configuration of building components by using performance and non-performance driven measure to satisfy requirements including build programs, climate-based daylighting, occupant's experience, construction cost and etc. The MOF will generate, evaluate all different possible configurations within the predefined each parameter, present the most optimized set of solution, and then feed BIM environment to minimize data loss across software platform. This paper illustrates how Multi-objective optimization methodology can be utilized in design practice by integrating advanced simulation, optimization algorithm and BIM.

패턴분류에서 학습방법 개선 (Improvement of learning method in pattern classification)

  • 김명찬;최종호
    • 제어로봇시스템학회논문지
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    • 제3권6호
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    • pp.594-601
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    • 1997
  • A new algorithm is proposed for training the multilayer perceptrion(MLP) in pattern classification problems to accelerate the learning speed. It is shown that the sigmoid activation function of the output node can have deterimental effect on the performance of learning. To overcome this detrimental effect and to use the information fully in supervised learning, an objective function for binary modes is proposed. This objective function is composed with two new output activation functions which are selectively used depending on desired values of training patterns. The effect of the objective function is analyzed and a training algorithm is proposed based on this. Its performance is tested in several examples. Simulation results show that the performance of the proposed method is better than that of the conventional error back propagation (EBP) method.

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점성 감쇠기를 이용한 인접 비대칭 강성 구조물의 내진보강 최적설계 (Optimal Seismic Reinforcement Design of Adjacent Asymmetric-Stiffness Structures with Viscous Dampers)

  • 성은희
    • 한국안전학회지
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    • 제37권6호
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    • pp.60-70
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    • 2022
  • This paper proposes an optimal design method of a seismic reinforcement system for the seismic performance of adjacent asymmetric-stiffness structures with viscous dampers. The first method considers plan asymmetry for efficient seismic reinforcement, and evaluates the seismic performance of optimal design applied to two cases of modeling: adjacent stiffness-asymmetric structures and adjacent stiffness-symmetric structures. The second method considers the response of asymmetric structures to derive the optimal objective function, and evaluates seismic efficiency of the objective function applied to two cases of responses: horizontal displacement and torsion. Numerical analyses are conducted on 7- and 10-story structures with a uni-asymmetric-stiffness plan using six cases of historic earthquakes, normalized to 0.4g. The results indicate that the seismic performance is excellent as modeled by adjacent asymmetric-stiffness structures and how much horizontal displacement is applied as the objective function.

HMM 기반 한국어 음성합성에서의 화자적응 방식 성능비교 및 지속시간 모델 개선 (Performance Comparison and Duration Model Improvement of Speaker Adaptation Methods in HMM-based Korean Speech Synthesis)

  • 이혜민;김형순
    • 말소리와 음성과학
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    • 제4권3호
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    • pp.111-117
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    • 2012
  • In this paper, we compare the performance of several speaker adaptation methods for a HMM-based Korean speech synthesis system with small amounts of adaptation data. According to objective and subjective evaluations, a hybrid method of constrained structural maximum a posteriori linear regression (CSMAPLR) and maximum a posteriori (MAP) adaptation shows better performance than other methods, when only five minutes of adaptation data are available for the target speaker. During the objective evaluation, we find that the duration models are insufficiently adapted to the target speaker as the spectral envelope and pitch models. To alleviate the problem, we propose the duration rectification method and the duration interpolation method. Both the objective and subjective evaluations reveal that the incorporation of the proposed two methods into the conventional speaker adaptation method is effective in improving the performance of the duration model adaptation.

한국어 TTS 시스템의 객관적인 성능평가를 위한 기초검토 (Basic consideration for assessment of Korean TTS system)

  • 고락환;김영일;김봉완;이용주
    • 대한음성학회:학술대회논문집
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    • 대한음성학회 2005년도 춘계 학술대회 발표논문집
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    • pp.37-40
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    • 2005
  • Recently due to the rapid development of speech synthesis based on the corpora, the performance of TTS systems, which convert text into speech through synthesis, has enhanced, and they are applied in various fields. However, the procedure for objective assessment of the performance of systems is not well established in Korea. The establishment of the procedure for objective assessment of the performance of systems is essential for the assessment of development systems for the developers and as the standard for choosing the suitable systems for the users. In this paper we will report on the results of the basic research for the establishment of the systematic standard for the procedure of objective assessment of the performance of Korean TTS systems with reference to the various attempts for this project in Korea and other countries.

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Seismic Performance of High-Rise Intermediate Steel Moment Frames according to Rotation Capacities of Moment Connections

  • Han, Sang Whan;Moon, Ki-Hoon;Ha, Sung Jin
    • 국제초고층학회논문집
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    • 제4권1호
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    • pp.45-55
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    • 2015
  • The rotation capacity of the moment connections could significantly influence on the seismic performance of steel moment resisting frames. Current seismic provisions require that beam-to-column connections in Intermediate Moment Frames (IMF) should have a drift capacity as large as 0.02 radian. The objective of this study was to evaluate the effect of the rotation capacity of moment connections on the seismic performance of high-rise IMFs. For this purpose, thirty- and forty-story high-rise IMFs were designed according to the current seismic design provisions. The seismic performance of designed model frames was evaluated according to FEMA P695. This study showed that the forty-story IMF satisfied the seismic performance objective specified in FEMA P695 when the rotation capacity of the connections was larger than 0.02. However, thirty-story IMFs satisfied the performance objective when the connection rotation capacity is larger than 0.03.

Comparison of Objective Functions for Feed-forward Neural Network Classifiers Using Receiver Operating Characteristics Graph

  • Oh, Sang-Hoon;Wakuya, Hiroshi
    • International Journal of Contents
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    • 제10권1호
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    • pp.23-28
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    • 2014
  • When developing a classifier using various objective functions, it is important to compare the performances of the classifiers. Although there are statistical analyses of objective functions for classifiers, simulation results can provide us with direct comparison results and in this case, a comparison criterion is considerably critical. A Receiver Operating Characteristics (ROC) graph is a simulation technique for comparing classifiers and selecting a better one based on a performance. In this paper, we adopt the ROC graph to compare classifiers trained by mean-squared error, cross-entropy error, classification figure of merit, and the n-th order extension of cross-entropy error functions. After the training of feed-forward neural networks using the CEDAR database, the ROC graphs are plotted to help us identify which objective function is better.

Probabilistic performance-based optimal design of low-rise eccentrically braced frames considering the connection types

  • Mohammad Ali Fathalia;Seyed Rohollah Hoseini Vaez
    • Steel and Composite Structures
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    • 제46권5호
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    • pp.673-687
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    • 2023
  • In this study, the weight and the connections type layout of low-rise eccentrically braced frame (EBF) have been optimized based on performance-based design method. For this purpose, two objective functions were defined based on two different aspects on rigid connections, in one of which minimization and in the other one, maximization of the number of rigid connections was considered. These two objective functions seek to increase the area under the pushover curve, in addition to the reduction of the weight and selection of the optimum connections type layout. The performance of these objective functions was investigated in optimal design of a three-story eccentrically braced frame, using two meta-heuristic algorithms: Enhanced Colliding Bodies Optimization (ECBO) and Enhanced Vibrating Particles System (EVPS). Then, the reliability indices of the optimal designs for both objective functions were calculated for the story lateral drift limits using Monte-Carlo Simulation (MCS) method. Based on the reliability assessment results of the optimal designs and taking the three levels of safety into account, the final designs were selected and their specifications were compared.

바우처 서비스 제공기관의 객관적 성과와 주관적 성과의 연계성에 관한 탐색적 연구 -기관운영의 효율성과 이용자 만족도 차원을 중심으로- (A Exploratory Study on the Relation of Subjective Performance and Objective Performance in Voucher Service: Focusing on Organization Efficiency and User Satisfaction Level)

  • 신창환
    • 사회복지연구
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    • 제43권2호
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    • pp.5-29
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    • 2012
  • 기존의 성과평가 모형은 공급자 중심의 객관적 자료를 중심으로 하는 평가모형으로서 이용자 중심의 평가가 반영되지 못하는 한계를 보이고 있다. 최근 들어 이용자 중심의 성과평가가 강조됨에 따라 이용자 만족도가 성과평가의 기준으로 사용되고 있다. 바우처 서비스가 확대됨에 따라 정부와 이용자가 서비스 이용에 있어 재원을 부담하는 바우처의 속성상, 정부와 이용자에 대한 책무성을 담보하여야 할 필요성에 따라 정부 측면과 이용자 측면의 평가지표가 모두 반영되는 평가모형이 활용되고 있다. 그러나 성과평가의 기준의 활용과 해석에 대한 사회복지학 분야의 연구는 부족한 상황이다. 이에 본 연구에서는 이용자 만족도를 평가하는 주관적 성과와 기관운영의 효율성을 평가하는 객관적 성과간의 연계성을 분석하였다. 분석대상 자료는 지역개발형 지역사회서비스투자사업의 설문자료이며 총 70개 서비스 제공기관과 이용자 1445명의 자료를 분석하였다. 종합만족도 지수 산출방식을 적용하여 이용자 만족도를, 자료포락분석(DEA)기법을 적용하여 효율성 지수를 산출한 후, 두 지표간의 상관관계를 분석하고 포트폴리오 맵을 활용하여 두 성과지표의 해석을 시도하였다. 본 연구는 바우처 서비스에 있어서 성과평가 기준 간의 관계에 대해 이론적 설명을 시도하였으며, 실천적 측면에서 성과평가 기준 설정 및 해석에 있어 함의를 제공하고 있다.

다목적함수를 이용한 PDM 모형의 유량 분석 (Prediction of Stream Flow on Probability Distributed Model using Multi-objective Function)

  • 안상억;이효상;전민우
    • 한국방재학회 논문집
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    • 제9권5호
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    • pp.93-102
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    • 2009
  • 본 연구는 미호천 유역을 대상으로 유량곡선의 세부적인 특성을 고려한 다목적함수를 적용하여 Probability Distribution Model(PDM) 모형의 유량모의성능을 검토하였다. PDM은 유역을 한 개의 단위구역으로 개념화한 집중형 강우유출모형으로 영국의 지역화 연구 및 홍수량 산정방법에 대표적으로 이용되고 있다. PDM 모형의 5개 매개변수를 Monte Carlo 방법에 기반을 둔 분석도구(MCAT, Monte Carlo Analysis Toolkit)를 활용하여 사후검정분포, 검정근거 및 민감도 분석 등을 수행하였으며, 모형의 매개변수 중 cmax와 k(q)만이 뚜렷한 검정 근거가 있고 나머지 변수들은 동등성의 영향을 확인하였다. 또한, 유량곡선의 고유량 및 저유량의 특성을 맞춘 목적함수의 Trade-off를 고려한 매개변수의 파레토 최적해를 산정한 결과, 모든 목적에 최대한 부합하는 유량 산정의 가능성을 제시하였다. 검정(calibration)기간에서 NS*E=0.035, FSB=0.161, FDBH= 0.809로 안정적이며 만족할만한 모의성능을 나타내었고, 검증(validation)기간에 대해서도 안정적인 모의성능을 나타내었다.