• 제목/요약/키워드: empirical modeling

검색결과 982건 처리시간 0.026초

모델링 및 시뮬레이션을 활용한 우주 광학 추적 시스템 설계 변수 분석 (Design Variable Analysis of Space Optical Tracking System Using Modeling and Simulation)

  • 현철;장재덕;이호진;김현승
    • 시스템엔지니어링학술지
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    • 제20권1호
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    • pp.76-84
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    • 2024
  • This study investigates the design of an optical observation system for continuously tracking unknown space object targets within the telescope's field of view at a short cycle rate of several to tens of frames per second. Through modeling and integrated simulation by design variables, we aim to identify combinations that satisfy the performance effectiveness scale. The study demonstrates the effectiveness of a model-based simulation analysis approach in rapidly identifying design parameters that meet specific performance requirements. By leveraging numerical models tailored to the desired performance analysis level, the approach provides a robust foundation for decision-making, eliminating reliance on empirical methods or vague estimations.

혼합 시퀀스 커널을 이용한 조종사의 비동적 행위 모델링 (A Non-Kinetic Behavior Modeling for Pilots Using a Hybrid Sequence Kernel)

  • 최예림;전승욱;지철규;박종헌;신동민
    • 한국군사과학기술학회지
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    • 제17권6호
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    • pp.773-785
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    • 2014
  • For decades, modeling of pilots has been intensively studied due to its advantages in reducing costs for training and enhancing safety of pilots. In particular, research for modeling of pilots' non-kinetic behaviors which refer to the decisions made by pilots is beneficial as the expertise of pilots can be inherent in the models. With the recent growth in the amount of combat logs accumulated, employing statistical learning methods for the modeling becomes possible. However, the combat logs consist of heterogeneous data that are not only continuous or discrete but also sequence independent or dependent, making it difficult to directly applying the learning methods without modifications. Therefore, in this paper, we present a kernel function named hybrid sequence kernel which addresses the problem by using multiple kernel learning methods. Based on the empirical experiments by using combat logs obtained from a simulator, the proposed kernel showed satisfactory results.

Development of a Physics-Based Design Framework for Aircraft Design using Parametric Modeling

  • Hong, Danbi;Park, Kook Jin;Kim, Seung Jo
    • International Journal of Aeronautical and Space Sciences
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    • 제16권3호
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    • pp.370-379
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    • 2015
  • Handling constantly evolving configurations of aircraft can be inefficient and frustrating to design engineers, especially true in the early design phase when many design parameters are changeable throughout trade-off studies. In this paper, a physics-based design framework using parametric modeling is introduced, which is designated as DIAMOND/AIRCRAFT and developed for structural design of transport aircraft in the conceptual and preliminary design phase. DIAMOND/AIRCRAFT can relieve the burden of labor-intensive and time-consuming configuration changes with powerful parametric modeling techniques that can manipulate ever-changing geometric parameters for external layout of design alternatives. Furthermore, the design framework is capable of generating FE model in an automated fashion based on the internal structural layout, basically a set of design parameters describing the structural members in terms of their physical properties such as location, spacing and quantities. The design framework performs structural sizing using the FE model including both primary and secondary structural levels. This physics-based approach improves the accuracy of weight estimation significantly as compared with empirical methods. In this study, combining a physics-based model with parameter modeling techniques delivers a high-fidelity design framework, remarkably expediting otherwise slow and tedious design process of the early design phase.

나일론섬유에 대한 반응성 염료 흡착의 실험적 모델링 및 통계적 분석 (Empirical modeling and statistical analysis of the adsorption of reactive dye on nylon fibers)

  • 김병순;;손영아
    • 한국염색가공학회지
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    • 제18권4호
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    • pp.43-48
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    • 2006
  • 나일론섬유에 대한 프탈로시아닌 반응성 염료의 염착거동을 관찰하기 위하여 온도 및 pH를 변화하여 이에 관한 흡착율(%) 및 고착율(%)의 변화를 관찰하였다. 또한, 염착실험과정과 관련하여 새로운 적용 방법으로 실험적 모델링 방법을 도입하여 흡착율(%) 및 고착율(%)을 예측하고, 이의 결과를 여러 온도 및 pH 조건에서의 실제실험과의 상호작용 및 효과를 확인하였다. 수학적 모델링의 타당성은 Excel 회귀분석단위를 이용하여 확인하였다. 예측 모델에 있어서 얻어진 높은 계수간의 상관관계(흡착율(%) $R^2=0.9895$, 고착율(%) $R^2=0.9932$)는 실제로 진행되지 않은 실험조건에 대한 결과에 있어서도 우수한 예측 정보를 제공할 수 있다. 그리고 실험적 결과로부터 확립된 예측가능한 다항식이 ANOVA 통계적 개념에 의해 자세하게 분석되었다.

Coloration behaviors of phthalocyanine reactive dye on nylon substrates: experiments, empirical modeling and statistical analysis

  • Kim, Byung-Soon;Ravikumar, K.;Yoon, Seok-Han;Son, Young-A
    • 한국염색가공학회지
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    • 제19권2호
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    • pp.14-23
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    • 2007
  • This research article explores the use of phthalocyanine reactive dye on nylon substrate. The effect of factors such as pH, temperature, liquor ratio and alkali addition on level of dye exhaustion, fixation and total fixation efficiency. Low pH, high temperature and low liquor ratio were found to be suitable conditions for maximum % exhaustion values. The effect of sulphatoethylsulphone(SES) and vinylsulphone(VS) form of the dyes on level of dye fixation was also discussed. The optimized exhaustion (%E), fixation(%F) and total fixation efficiency were determined. Modification of the dyeing process with alkali addition displayed that dye fixation(%) increased by alkali addition. Vinylsulphone(VS) moiety of the dye was found to be superior to. maximum fixation (%F). Appropriate predictable empirical models, relatively a new approach in dyeing processes, were developed incorporating interactions effects of temperature, pH and liquor ratio for predicting % exhaustion, fixation and total fixation efficiency. The significance of the mathematical model developed was ascertained using microsoft excel regression(solver) analysis module. High correlation coefficient was obtained (R2=0.9895 for % exhaustion, R2=0.9932 for fixation, R2=0.9965 for total fixation efficiency) for the model which shows prominent prediction capacity of the model for my conditions. The predictable polynomial equations developed from tile experimental results were thoroughly analyzed by ANOVA (Analysis of Variance) statistical concepts.

빅데이터 분석을 통한 소방관의 경험법칙 검증 및 화재예방 활용 (Verification of firefighters' heuristics through big data analysis)

  • 박소현;박정훈;;신동일
    • 한국가스학회지
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    • 제24권2호
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    • pp.50-55
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    • 2020
  • 소방관들의 현장 활동에서 활용도가 높은 축적된 경험법칙을 경기도내 화재발생 빅데이터와의 비교분석을 통해 신뢰성을 검토하고, 시기별, 요일별, 대상별로 보다 적절하게 화재 예방 활동에 활용될 수 있도록 개선된 정량적 모델화를 연구하였다. 소방관들의 직접 면담을 통해 공감도가 높은 경험법칙을 수집하였으며, 그 중 화재 모니터링 및 발생시점의 예측 관점에서 가장 중요하다 판단된 "금요일이 가장 화재 발생률이 높다"는 경험법칙을 대상으로, 경기도에서 2018년에 발생한 화재건수, 피해내역 등 빅데이터 비교분석을 실시하였다. 더 나아가 지역별, 시간대별, 건물유형별 요일과의 화재발생 패턴을 도출하였다. 연구를 통해 실효성이 확인된 경험법칙에 대해, 화재발생 빅데이터를 반영한, 지자체와 시기별 인자가 포함된 개선된 정량적 예측모델화 및 경험법칙의 구체화를 통해, 상대적으로 경험이 적은 소방관들도 의사결정에 효과적으로 활용할 수 있는 방안을 제시하였다.

MPEG 비디오 소스의 특성화 및 트래픽 모델링에 관한 연구 (A study on the characterization and traffic modeling of MPEG video sources)

  • 전용희;박정숙
    • 한국정보처리학회논문지
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    • 제5권11호
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    • pp.2954-2972
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    • 1998
  • 광대역 종합정보 통신망에서 주문형 비디오 서비스 등의 멀티미디어 서비스가 본격적으로 도입됨에 따라 압축된 비디오의 전송이 전체 통신망 트래픽의 상당 부분을 차지할 것으로 기대된다. 가변 비트율로 부호화된 비디오가 통계적 이득과 일정한 비디오 품질을 제공할 수 있는 장점 때문에 많이 사용이 될 것이다. 비디오 트래픽을 전송하기 위해서는 음성 및 데이터 보다 많은 대역폭을 요구하기 때문에 ATM 통신망에서의 적절한 자원 할당 기법의 설계를 위하여 비디오 소스의 특성화와 트래픽 모델링은 아주 중요하다. 그리고 셀 손실, 지연 및 지터 등과 같은 성능 척도를 분석하기 위하여도 적절한 통계적 소스 모델이 필요하다. 본 논문에서는 MPEG 비디오 소스에 대한 특성화와 트래픽 모델링에 대하여 분석 기술하였다. 모델들을 크게 두 가지 즉, 통계적 모델과 결정적 모델로 분류하였다. 통계적 모델에서는 AR(autoregnessive), Markov, Markov와 AR의 복합, TES, 그리고 자기유사 모델로 분류하였다. 결정적 모델에서는 $({\sigma},\;{\rho}$, 매개변수화된 모델, D-BND, Empirical Envelopes 모델로 분류하였다. 각 모델들에 대한 특성, 장점 및 단점을 분석하고, 각 모델의 복잡도에 대하여 비교 분석하였다.

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직장남성의 패션행동 및 인상관리행동이 경력성공에 미치는 영향 -PLS 구조방정식 모형을 적용하여- (The Effects of Fashion Behaviors and Impression Management Behaviors on Career Success of Male Office Workers -Applying PLS Structural Equation Modeling-)

  • 류은숙;류은영
    • 한국의류학회지
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    • 제40권1호
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    • pp.131-147
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    • 2016
  • This study investigated the relationship between fashion behavior, impression management behavior, and career success. A conceptual model and hypotheses were established based on theoretical linkages between the constructs. Thereafter, empirical data were collected using a set of questionnaires. For this reason, the sample was taken from 720 office workers' who worked at 14's Korea Enterprise, 697 of which was used for an empirical analysis (sample: men over 30 years of age and more than three years continuous service). This study conducted an exploratory factor analysis and confirmatory factor analysis for the validity test. Cronbach's alpha test is used for the reliability test. Moreover, PLS structural equation modeling (SEM) was employed to test hypothesized relationships in the conceptual model (SPSS 20.0 window/Smart PLS 3.0). This study shows that the proposed model is reasonably fit to the actual data. The following results were obtained from the analyses. First, fashion behavior and impression management behavior is positively related to career success. The result shows that economics of the fashion behaviors sub-types were statistically more significant to influence career success. The self-focused of the impression management behavior sub-types were more than statistically significant to influence career success. This finding has great implications to understand self-management behavior and the career success of male office workers.

A new integrated method to design of rock structures

  • Aksoy, Okay C.;Uyar, Gulsev G.;Utku, Semih;Safak, Suleyman;Ozacar, Vehbi
    • Geomechanics and Engineering
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    • 제18권4호
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    • pp.339-352
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    • 2019
  • Rockmass parameters are used in the design of engineering structures built in rock and soil. One of the most important of these parameters is the rockmass Emass (Emass). Determination of the Emass of rockmass is a long, hard and expensive job. Therefore, empirical formulas developed by different researchers are used. These formulas use the elastic modulus of the material as a parameter. This value is a constant value in the design. However, engineering structures remain under different loads depending on many factors, such as topography, geometry of the structure, rock / soil properties. Time is other important parameter for rock/soil structure. With the start of the excavation, the loads that the structure is exposed to will change and remain constant at one level. In the new proposed method, the use of different Emass calculated from empirical formulas using the different material elastic modulus, which has different values under different loads as time dependent, was investigated in rock/soil structures during design. The performance of the stability analysis using different deformation modules was questioned by numerical modeling method. For this query, a sub-routine which can be integrated into the numerical modeling software has been developed. The integrated sub-routine contains the formula for the Emass, which is calculated from the material elasticity modules under time dependent and different constant loads in the laboratory. As a result of investigations conducted in 12 different field studies, the new proposed method is very sensitive.

고성과작업시스템과 운영성과 간 관계: 다수준분석을 통한 종업원성과의 매개역할을 중심으로 (High Performance Work System and Operational Performance: Focusing on a Mediating Role of Employee Performance)

  • 전인;오선희;안성익
    • 산업노동연구
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    • 제19권1호
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    • pp.65-104
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    • 2013
  • 본 연구는 자원기반관점을 기초로 고성과작업시스템-종업원성과-운영성과 간 관계를 실증적으로 검증하고자 하였다. 조직수준의 고성과작업시스템과 개인수준의 종업원 태도 간 실증분석을 위해 위계적 선형모형(hierarchical linear modeling)을 활용한 다수준분석을 실시하여 인과관계의 정확성을 높였다. 이를 위해, 제3차 인적자원기업패널(HCCP: Human Capital Corporate Panel) 데이터 가운데 316개 기업과 7,872명(팀장 923명 포함)의 응답자를 대상으로, 고성과작업시스템이 개인수준인 종업원성과에 미치는 영향을 확인하였다. 이후, 분석수준을 일치시키기 위해 개인수준(종업원성과)과 팀수준(운영성과)의 패널자료를 조직수준으로 집산(aggregation)하여 타당화 검증을 실시하고, 조직수준에서 매개효과를 검증하였다. 그 결과, 고성과작업시스템은 종업원성과(직무만족, 조직몰입, 신뢰)와 운영성과에 각각 유의한 영향을 미치는 것으로 나타났다. 종업원성과 개별변수의 매개효과 검증에서는 직무만족과 신뢰가 고성과작업시스템과 운영성과 간 관계를 매개하는 것으로 나타났다. 결론에는 연구의 결과, 이론적 시사점 및 한계점을 제시하고 있다.