• 제목/요약/키워드: Hybrid model

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새로운 학습 하이브리드 실내 충격 응답 모델 (New Learning Hybrid Model for Room Impulse Response Functions)

  • 신민철;왕세명
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2007년도 추계학술대회논문집
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    • pp.23-27
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    • 2007
  • Many trials have been used to model room impulse responses, all attempting to provide efficient representations of room acoustics. The traditional model designs for room impulse response seem to fail in accuracy, controllability, or computational efficiency. In time domain, a room impulse response is generally considered as the combination of three parts having different acoustic characteristics, initial time delay, early reflection, and late reverberation. This paper introduces new learning hybrid model for the room impulse response. In this proposed model, those three parts are modeled using different models with learning algorithms that determine the length or boundary of each model in the hybrid model. By the simulation with measured room impulse responses, it was examined that the performance of proposed model shows the best efficiency in views of both the parameter numbers and modeling error.

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Development of CNN-Transformer Hybrid Model for Odor Analysis

  • Kyu-Ha Kim;Sang-Hyun Lee
    • International Journal of Advanced Culture Technology
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    • 제11권3호
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    • pp.297-301
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    • 2023
  • The study identified the various causes of odor problems, the discomfort they cause, and the importance of the public health and environmental issues associated with them. To solve the odor problem, you must identify the cause and perform an accurate analysis. Therefore, we proposed a CNN-Transformer hybrid model (CTHM) that combines CNN and Transformer and evaluated its performance. It was evaluated using a dataset consisting of 120,000 odor samples, and experimental results showed that CTHM achieved an accuracy of 93.000%, a precision of 92.553%, a recall of 94.167%, an F1 score of 92.880%, and an RMSE of 0.276. Our results showed that CTHM was suitable for odor analysis and had excellent prediction performance. Utilization of this model is expected to help address odor problems and alleviate public health and environmental concerns.

뉴로 유전자 결합모형을 이용한 상수도 1일 급수량 예측 (Prediction of Daily Water Supply Using Neuro Genetic Hybrid Model)

  • 이경훈;강일환;문병석;박진금
    • 환경영향평가
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    • 제14권4호
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    • pp.157-164
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    • 2005
  • Existing models that predict of Daily water supply include statistical models and neural network model. The neural network model was more effective than the statistical models. Only neural network model, which predict of Daily water supply, is focused on estimation of the operational control. Neural network model takes long learning time and gets into local minimum. This study proposes Neuro Genetic hybrid model which a combination of genetic algorithm and neural network. Hybrid model makes up for neural network's shortcomings. In this study, the amount of supply, the mean temperature and the population of the area supplied with water are use for neural network's learning patterns for prediction. RMSE(Root Mean Square Error) is used for a MOE(Measure Of Effectiveness). The comparison of the two models showed that the predicting capability of Hybrid model is more effective than that of neural network model. The proposed hybrid model is able to predict of Daily water, thus it can apply real time estimation of operational control of water works and water drain pipes. Proposed models include accidental cases such as a suspension of water supply. The maximum error rate between the estimation of the model and the actual measurement was 11.81% and the average error was lower than 1.76%. The model is expected to be a real-time estimation of the operational control of water works and water/drain pipes.

연구개발사업의 평가 및 선정을 위한 DEA/AHP 통합모형에 관한 연구 (A DEA/AHP Hybrid Model for Evaluation & Selection of R&D Projects)

  • 임호순;유석천;김연성
    • 한국경영과학회지
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    • 제24권4호
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    • pp.1-12
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    • 1999
  • This paper presents a DEA-AHP hybrid model to evaluate and select R&D projects. AHP collects and processes information on the weights of evaluation criteria. The processed information is used as an input for DEA/AR model. Only desirable number of projects are selected by the hybrid model. The model is examined by an example generated from a real data set.

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부력에 의한 난류 열대류의 혼성 난류모델 (A Hybrid Turbulence Model for Prediction of Buoyancy-Driven Turbulent Thermal Convection Flow)

  • 김태규;성형진
    • 대한기계학회논문집
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    • 제17권8호
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    • pp.2069-2078
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    • 1993
  • The buoyancy-driven turbulent thermal convection is predicted using an anisotropic hybrid turbulence model, which is incorporated with a low Reynolds k-.epsilon. turbulence model and an anisotropic buoyant part of algebraic stress model(ASM). The numerical predictions are compared with the Davidson's model,(1) the full ASM and the experimental results of Cheesewright et al.(2) All the models are shown to predict good agreements with the experiments for the averaged turbulence quantities. It is found that the effect of an anisotropic part on the Reynolds stress and the turbulent heat fluxes is substantial. In this study, the present hybrid model gives a fairly reasonable prediction in terms of the computational accuracy, convergence and stability. The contribution of an anisotropic buoyant part to turbulent heat fluxes are also scrutinized over the range of Rayleigh numbers $(4.79{\times}10^{10}{\le}Ra{\le}7.46{\times}10^{10}).$

22.9kV 반주기후한류방식 복합형 초전도한류기 해석모델 개발 (Development of an analysis model for the first half cycle non-limiting type Hybrid SFCL)

  • 이승렬;윤재영;이병준
    • 한국초전도ㆍ저온공학회논문지
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    • 제12권1호
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    • pp.6-11
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    • 2010
  • For real power system application of SFCL, it is necessary to develop an analysis model of the SFCL. In Korea, hybrid SFCL of the first half cycle non-limiting type have been jointly developed by KEPRI and LS Industrial Systems through DAPAS program. In this study, we developed a PSCAD/EMTDC analysis model of the hybrid SFCL of the first half cycle non-limiting type. The simulation results of the developed model are in agreement with the test results of the real SFCL. The developed SFCL model is tested in real power system model.

직장인의 내재적 동기, 외재적 동기와 사전지식이 Hybrid 창업의도에 미치는 영향 연구 (A Study on the Effects of Intrinsic Motivation, Extrinsic Motivation and Pre-knowledge of Office Workers on the Hybrid Start-up Intention)

  • 윤경호;유연우;박인채;박현성
    • 융합정보논문지
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    • 제11권6호
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    • pp.83-98
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    • 2021
  • 본 연구는 목표지향적 행동모델(MGB)를 통해 직장인들의 hybrid 창업의도(직장을 유지하면서 창업을 하려는 의도)에 대하여 직장인의 hybrid 창업 관련 자기결정성 동기(내재적 동기, 외재적 동기), 사전지식 등의 영향을 파악하였다. 2020년 6월 13일부터 7월 3일까지 직장인을 대상으로 판단추출법에 의해 수집된 126개의 유효한 표본에 대하여 통계프로그램 SmartPLS 3.0이라는 PLS-SEM을 사용하였으며, 측정모델 평가(내적 일관성 신뢰도, 집중 및 판별타당도)와 구조모델 평가(다중공선성, 결정계수, 효과크기, 예측적 접합성 등)로 실증적 분석을 하였다. 직장인들의 hybrid 창업목표 실현에 대한 내재적 동기만 hybrid 창업태도와 주관적 규범에 유의한 정의 영향을 주었으며, hybrid 창업 관련 사전지식이 hybrid 창업열망과 창업의도에 유의한 정의 영향을 주는 것으로 나타났다. 고용이 불안정한 직장인들의 hybrid 창업을 유도하기 위해 직장인들에게 내재적 동기를 고취시키고 hybrid 창업 관련 지식을 제공하는 제도와 프로그램이 필요하므로 향후 연구에서는 hybrid 창업을 활성화할 수 있는 정부의 제도와 컨설팅 지원에 대한 분석이 필요하다.

철근콘크리트와 철골조로 이루어진 혼합구조보의 비선형 이력거동에 관한 연구 (Nonlinear hysteretic behavior of hybrid beams consisted of reinforced concrete and steel)

  • 이은진;김욱종;문정호;이리형
    • 한국전산구조공학회:학술대회논문집
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    • 한국전산구조공학회 1999년도 가을 학술발표회 논문집
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    • pp.19-26
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    • 1999
  • This paper describes an analytical study on nonlinear hysteretic behavior of hybrid steel beam with reinforced concrete ends. Two types of analytical model, Polygonal Model[PM] and Hybrid Model[HM], were used to represent the nonlinear hysteretic behavior PM used three parameters, HM used an additional parameter to consider the initial stiffness reduction. The parameters calibrated comparing the hysteretic performance obtained from experiments. The purpose of this study is to develop an analytical model which can take into account the initial stiffness reduction of the hybrid members and to represent exactly the hysteretic performance for the hybrid structures with RC and steel. The analytical study showed PM tends to overestimate initial stiffness and strength. However, HM which is capable to consider the initial stiffness reduction gave good prediction on initial stiffness, post-yielding performance, strength, pinching response and so on.

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FTA 환경에서 ODM-OEM Hybrid 형태의 섬유류생산시스템의 공급망 분석 (Analysis of Textile Supply Chain Network with ODM-OEM Hybrid Production System in FTA Environment)

  • 변태상;오지수;정봉주
    • 경영과학
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    • 제30권1호
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    • pp.25-41
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    • 2013
  • This paper presents a supply chain framework with the ODM (Original Design Manufacturing)-OEM (Original Equipment Manufacturing) hybrid production of textile industry in FTA (Free Trade Agreements) environments between Korea and other countries. The proposed supply chain framework with ODM-OEM hybrid production is a unique supply chain that has both domestic production with non-tariff advantages in FTA environment and oversea production with low labor costs. To investigate the validity of the proposed supply chain, we first construct its strategic profit model and supply chain planning and then show that each member of supply chain network-yarn manufacturer, fabric manufacturer, and apparel manufacturer-can maximize their own profits without conflicts among the members. The efficiency of the ODM-OEM hybrid production system is analytically verified in comparison with the general OEM and ODM production model using profit models. Comprehensive numerical examples are provided to illustrate the advantages of the proposed system.

CFD 해석을 통한 하이브리드 공조시스템의 인체 온열감의 불균일성에 관한 연구 (Study on Non-uniform Thermal Comfort in Hybrid Air-Conditioning System with CFD Analysis)

  • 남유진;성민기;송두삼
    • 설비공학논문집
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    • 제23권3호
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    • pp.216-222
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    • 2011
  • Recently, hybrid air-conditioning system has been proposed and applied to achieve building energy saving. One example is a system combining radiation panel with natural wind-induced cross-ventilation. However, few research works have been conducted on the non-uniformity of thermal comfort in such hybrid air-conditioning system. In this paper, both thermal environment and non-uniform thermal comfort of human thermal model under various air-conditioning system, including hybrid system, were evaluated in a typical office room using coupled simulation of computation fluid dynamics, radiation model and a human thermal model. The non-uniformity of thermal comfort was evaluated from the deviation of surface temperature of human thermal model. Flow fields and temperature distribution in each case were represented.