• Title/Summary/Keyword: M2M 모델

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Multi-fidelity Modeling and Simulation Methodology to Enhance Simulation Performance of Engineering-level Defense Model (공학급 국방 모델의 시뮬레이션 성능 향상을 위한 다중 충실도 M&S 기법 연구)

  • Choi, Seon Han;Seo, Kyung-Min;Kwon, Se Jung;Kim, Tag Gon
    • Journal of the Korea Society for Simulation
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    • v.22 no.4
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    • pp.67-82
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    • 2013
  • This paper presents multi-fidelity modeling and simulation (M&S) methodology to enhance simulation performance of engineering-level defense models. In this approach, a set of models with varying degrees of fidelity is exercised to reduce computational expense maintaining a similar level of system effectiveness. For multi-fidelity M&S principles, this paper defines model fidelity from two perspectives (i.e., model behavior and execution), and suggests the Fidelity Change Point (FCP) to specify the fidelity conversion. With these concepts, this paper centers on three ideas: 1) two models' structure which are the Behavioral-Fidelity Interchangeable Model (B-FIM) and the Executional-Fidelity Interchangeable Model (E-FIM), 2) modeling formalism, and 3) a simulation algorithm to support them. From an abstract case study regarding a target tracking scenario with the utilization of the proposed method, we can gain interesting experimental results regarding the enhancement of simulation performance. Finally, we expect that this work will serve various M&S-based analysis areas for enhancing simulation performance.

A Study on Predictive Models based on the Machine Learning for Evaluating the Extent of Hazardous Zone of Explosive Gases (기계학습 기반의 가스폭발위험범위 예측모델에 관한 연구)

  • Jung, Yong Jae;Lee, Chang Jun
    • Korean Chemical Engineering Research
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    • v.58 no.2
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    • pp.248-256
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    • 2020
  • In this study, predictive models based on machine learning for evaluating the extent of hazardous zone of explosive gases are developed. They are able to provide important guidelines for installing the explosion proof apparatus. 1,200 research data sets including 12 combustible gases and their extents of hazardous zone are generated to train predictive models. The extent of hazardous zone is set to an output variable and 12 variables affecting an output are set as input variables. Multiple linear regression, principal component regression, and artificial neural network are employed to train predictive models. Mean absolute percentage errors of multiple linear regression, principal component regression, and artificial neural network are 44.2%, 49.3%, and 5.7% and root mean square errors are 1.389m, 1.602m, and 0.203 m respectively. Therefore, it can be concluded that the artificial neural network shows the best performance. This model can be easily used to evaluate the extent of hazardous zone for explosive gases.

A design of the linearly controlled CMOS Attenuator (선형제어가 가능한 CMOS 가변 감쇄기의 설계)

  • 송윤섭;김재민;김수원
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.29 no.4A
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    • pp.458-465
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    • 2004
  • To reaffirm the use of a mainstream CMOS process for designing passive-like attenuator structures, a linearly controlled variable attenuator is realized with 0.35${\mu}{\textrm}{m}$ 2-poly 4-metal CMOS process. It uses the П configuration for large attenuation range and suitable matching property. Compared to conventional passive-like CMOS attenuators, it is demonstrated that this work advances the frequency band from MHz to ㎓ (DC- l㎓), and reduces the size to 700${\mu}{\textrm}{m}$${\times}$300${\mu}{\textrm}{m}$.. Both simulation results and test results are provided. They show the improved linear relation between attenuation and control voltage. It is very useful in CDMA or GSM band, which uses under 1㎓ frequency band. An alternative topology, Bridged-T configuration, is proposed to get over the limit of applications by elevating operation bandwidth. The proposed topology covers over DC-2㎓ frequency band, which means that the proposed architecture can cover the tripleband (800MHz CDMA/GSM, 1.5㎓ GPS, 1.9㎓z PCS system) in applications as well. The simulation results are provided.

Theoretical modeling and analysis of thulium doped fluoride fiber amplifier at 1.47 $\mu\textrm{m}$ band amplification (툴륨이 첨가된 플루오르 계열의 광섬유 증폭기의 1.47$\mu\textrm{m}$ 증폭 대역에 대한 모델링과 분석에 대한 연구)

  • 이원재;민범기;박재형;박남규
    • Korean Journal of Optics and Photonics
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    • v.11 no.3
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    • pp.171-178
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    • 2000
  • We present a numerical model which enables to analyze $1.47mu$m amplification band characteristics for thulium doped fluoride fiber amplifiers. We focused on upconversion pumping scheme, thus many transitions affecting $1.47mu$m band amplification was considered simultaneously. Backward propagating waves and transverse mode were also considered in the model. The parameters for modeling were then acquired using published experimental data and related theories such as Judd-Ofelt theory for radiative transition, empirical energy gap law for non-radiative transition, and McCumber relations for cross-sections. The simulation showed well-matched results with experiment and internal dynamics. amics.

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How to Improve Suitability of Irradiation Utilization in Development of Linear Regression Model for Estimating Paprika Productivity (파프리카 생산성 추정을 위한 선형 회귀모형 개발 시 외부광량 활용 적합성을 높이기 위한 방법)

  • Woo, Seung Mi;Kim, Ga Yeong;Kim, Ho Cheol
    • The Journal of the Convergence on Culture Technology
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    • v.7 no.4
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    • pp.779-783
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    • 2021
  • The amount of sunlight (irradiation) acts as a very important factor for paprika (Capsicum annuum L.) productivity, but there are difficulties in developing a standard model for estimating paprika productivity using irradiation factors. This study was conducted to investigate how to increase the suitability of using irradiation as an independent variable when developing a standard model. In the linear regression analysis using the independent variable (cumulative irradiation) and the dependent variable (cumulative productivity) were classified as the average value of the total farm productivity (MTFP), and above and below (MHFP, MLFP) based on the average value, respectively. The RMSE value of the estimated linear regression model was 0.9418 kg·m-2 in the MHFP, which was significantly lower than 1.5468 kg·m-2 in the MTFP and 1.3812 kg·m-2 in the MLFP. And in due course of time (month), RMSE value was also the lowest in MHFP, below 1.0 kg·m-2 in all months. Therefore, when developing a regression model for estimating paprika productivity using irradiation, it is judged that it will improve the suitability of the estimation model by classifying and analyzing the difference in productivity of farms with an appropriate method.

A Development of Multi-metric Approach for Ecological Health Assessments in Lentic Ecosystems (정수 생태계 건강성 평가를 위한 다변수 메트릭 모델 개발)

  • An, Kwang-Guk;Han, Jung-Ho
    • Korean Journal of Ecology and Environment
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    • v.40 no.1
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    • pp.72-81
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    • 2007
  • The purpose of this study was to develop a multi-metric Lentic Ecosystem Health Assessment (LEHA) model and apply model to dataset sampled from Daechung Reservoir in September 2005. The metrics were composed of 11 parameters such as physical, chemical and biological variables. The metric attributes of $M_1{\sim}M_8$ followed after the model of biological integrity using fish assemblages that previously adapted in lotic ecosystems, while the metrics of $M_9{\sim}M_{11}$ were added on the basis of literature. The metric of $M_9$ reflected habitat conditions in the littoral zone and the metric of $M_{10}$ reflected chemical conditions of the reservoir. For the application of regression analysis of long-transformed conductivity [$Log_{10}$(Cond)] against $COD_{Mn}$, based on 150 sampling sites at Korean reservoirs, showed that the variation of conductivity was explained 77.4% [$COD_{Mn}=4.42{\times}Log_{10}(Cond)-5.43;\;R^2=0.774$, p<0.01, n=150] by the variation of $COD_{Mn}$. The metric of $M_{11}$ was based on Tropic State Index (TSI), based on chlorophyll-${\alpha}$ concentrations (Chl-${\alpha}$). Analysis of TSI $(Chl-{\alpha})$ showed that above 50 was estimated "1", $40{\sim}50$ was estimated "3" and below 40% was estimated '5'. Overall, velues of LEHA in the reservoir averaged 30.5, indicating a "fair${\sim}$poor condition", which is judged by the criteria of U.S. EPA (1993). More studies such as metric numbers and attributes should be done for the application of the model.

A Occupant Load Density and Computer Modelling of Evacuation time in Office Buildings (사무소 건물의 거주밀도 분포와 피난시간 예측)

  • Kim, Un-Hyeong;Rui, Hu;Kim, Hong
    • Fire Science and Engineering
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    • v.13 no.3
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    • pp.35-42
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    • 1999
  • A occupant load density of contemporary office buildings were surveyed by a building w walk through procedure in Korea. The survey results of ten office buildings are range from 1 2 2 2 213.14 m !person 041.4 ft !person) to 22.69 m /person (244.34 ft !person) with 95% confidence l level and the mean occupant load density is 17.92 m2/person 092.87 ft2/야rson). The impacts of occupant load on evacuation flow time was analyzed by applying time-based egress m model, SIMULEX with various occupant load densities from previous studies. I In order to demonstrate the validation of egress modeling method, fire evacuation exercise a and computer simulation were used to simulate the actual evacuation plan for a high-rise office building. An analysis and comparison of the results of these approaches was made to i illustrate the influence of model limitations on the result of prediction The result of the study shows that the introduction of occupant load concept in building c code of Korea is essential to achieving resonable building life safety design in future.

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Electronic field distribution with Switch contact configuration (개폐기 접점 형상에 의한 전계 분포)

  • Cho, Kook-Hee;Cho, Moon-Soo
    • Proceedings of the Korean Institute of IIIuminating and Electrical Installation Engineers Conference
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    • 2005.11a
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    • pp.301-304
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    • 2005
  • 본 논문은 개폐기의 접점 형상에 따른 전계 분포 특성을 2차계 전자계 해석 program인 Flux-2D를 통해 살펴보았다. 2개의 모델을 선정하여 전극간 이격거리를 115[mm], 120[mm], 125[mm]로 변화를 주었을 때 최고 전계 강도의 변화를 살펴보았다. 1000[V] 인가시 최고 전계 강도는 (a)모델에서 115[mm]일 때 61.84[V/m], (b)모델에서 115[mm]일 때 66.90[V/m]로 나타났다.

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A study of the Bent of Hydration Analysis Underground Pier Footing by Constrution Stages (시공단계를 고려한 교각기초의 수화열해석)

  • Park Weon-Tae
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.6 no.3
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    • pp.223-230
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    • 2005
  • Lately, massive concrete structures are increasingly built. Mass concrete structures are cast in many stages with construction joints. Individually constructed segment exhibit different heat source properpies and time dependent properties. As such construction stages must be incorporated in a heat of hydration analysis model to truly reflect a real construction process. Thermal stress analysis is conducted to find the way of controlling the thermal crack of pier footing mat in this paper. The footing mat model fur the analysis is $12m\times14m$ area and 3m height. This study show the process of construction stage and analyzes the results for a foundation structure constructed in 2 stage pours.

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Development of an UV Distribution Model for the Design of a Submerged UV Disinfection Reactor and Its Application (침지형 자외선 살균조 설계를 위한 자외선 분포 모델의 개발 및 적용)

  • Park, Changyeun;Kim, Sunghong;Choi, Younggyun
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.41 no.5
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    • pp.505-512
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    • 2021
  • A 3D model was developed to calculate the UV intensity of a submerged-type UV disinfection reactor. Numerical experiments were conducted by inputting the design factors of an open channel-type disinfection reactor and a pipe-type disinfection reactor that were installed in an actual sewage treatment plant. The following data were obtained: The average UV intensity of the installed open channel-type reactor and pipe-type reactor was 7.87 mW/cm2 and 13.09 mW/cm2, respectively; the UV dose reflecting the UV irradiation time and taking into account attenuation effects such as mixing imbalance, lamp aging, temperature, and fouling, was expected to be 21.1 mJ/cm2 and 24.8 mJ/cm2, respectively, and these values are 5 % and 24 % higher than the target UV dose of 20 mJ/cm2, respectively. By using the UV3D model, the optimal lamp position, which maximizes the average UV intensity without changing the size of the disinfection reactor or lamp output power, can be found. In this case, by only adjusting the lamp position, the average UV intensity can be increased by 0.9 % for the open channel-type and 0.5 % for the pipe-type, respectively. A better average UV intensity can be obtained by model simulation. By adjusting the horizontal and vertical ratio of the open channel-type reactor and by moving the lamp position, the average UV intensity can be increased by 7.4 % more than the present case.