• 제목/요약/키워드: Three stage models

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An Integrated Approach Using Change-Point Detection and Artificial neural Networks for Interest Rates Forecasting

  • Oh, Kyong-Joo;Ingoo Han
    • 한국지능정보시스템학회:학술대회논문집
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    • 한국지능정보시스템학회 2000년도 춘계정기학술대회 e-Business를 위한 지능형 정보기술 / 한국지능정보시스템학회
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    • pp.235-241
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    • 2000
  • This article suggests integrated neural network models for the interest rate forecasting using change point detection. The basic concept of proposed model is to obtain intervals divided by change point, to identify them as change-point groups, and to involve them in interest rate forecasting. the proposed models consist of three stages. The first stage is to detect successive change points in interest rate dataset. The second stage is to forecast change-point group with data mining classifiers. The final stage is to forecast the desired output with BPN. Based on this structure, we propose three integrated neural network models in terms of data mining classifier: (1) multivariate discriminant analysis (MDA)-supported neural network model, (2) case based reasoning (CBR)-supported neural network model and (3) backpropagation neural networks (BPN)-supported neural network model. Subsequently, we compare these models with a neural networks (BPN)-supported neural network model. Subsequently, we compare these models with a neural network model alone and, in addition, determine which of three classifiers (MDA, CBR and BPN) can perform better. This article is then to examine the predictability of integrated neural network models for interest rate forecasting using change-point detection.

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Vendor-Managed Inventory in Three Stage Supply Chain

  • Ryu, Chungsuk
    • 유통과학연구
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    • 제15권8호
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    • pp.15-28
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    • 2017
  • Purpose - Many researchers analyze VMI as a supply chain collaboration program to reveal its true value. Most of them focus on the dyadic relationship in two stage supply chain systems. This study examines the effect of VMI when it is applied to the different parts of three stage supply chain systems. Research design, data, and methodology - Based on three stage supply chain, this study compares three different systems including full VMI, partial VMI, and non-VMI by using mathematical models. The performances of three systems are compared with the numerical examples of the proposed supply chain models. Results - The numerical examples reveal that full VMI where the manufacturer controls inventories at all stages outperforms any other systems in terms of the system profit and enables all individual members to gain greater profits than non-VMI. Meanwhile, under partial VMI where VMI is implemented between the wholesaler and retailer, only these two members improve their performances and the manufacturer who does not belong to VMI makes less profit than even under non-VMI. This study also examines the impact of market size and profit margin on the system performance. Conclusions - The result of this study supports the common belief that VMI secures the best result when it is applied to the entire supply chain system. The additional findings from the numerical analysis are discussed.

실내 공간 형상화를 위한 아이디어 표현 방법에 관한 연구 (A Study on Presentation Methods for Formation Ideas of Interior Spaces)

  • 이종란
    • 한국디지털건축인테리어학회논문집
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    • 제6권2호
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    • pp.17-23
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    • 2006
  • The purpose of this study was to investigate how student felt the strengths and shortness of presentation methods for formation of interior spaces. For this study, the process of the interior architecture design class was divided into three stages: the programming. the design development, and the design completion. In the design development stage, students used presentation methods: hand sketch, scale model, computer modeling, and virtual realty. The strengths of hand sketch was that quick expression. Models provided three-dimensional feelings. Computer modelling provide realistic color and texture. Virtual reality provided three-dimensional immersion and real scale. It is effective that students collect brain storm images using quick hand sketch in the beginning of design development stage. After that, they compose interior spaces in study models with small scale. Watching the models, they design details of spaces by using hand sketch and computer modelling. Using virtual reality, they can check the scale and circulation. Finally, they complete computer modelling by texture mapping and check the final design in virtual reality.

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조명 시뮬레이션을 위한 측광데이터의 생성과 적용 (A Study on the Generation and Application of Photometric Data for Lighting Simulation)

  • 홍승대
    • 한국디지털건축인테리어학회논문집
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    • 제6권2호
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    • pp.25-30
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    • 2006
  • The purpose of this study was to investigate how student felt the strengths and shortness of presentation methods for formation of interior spaces. For this study, the process of the interior architecture design class was divided into three stages: the programming. the design development, and the design completion. In the design development stage, students used presentation methods: hand sketch, scale model, computer modeling, and virtual realty. The strengths of hand sketch was that quick expression. Models provided three-dimensional feelings. Computer modelling provide realistic color and texture. Virtual reality provided three-dimensional immersion and real scale. It is effective that students collect brain storm images using quick hand sketch in the beginning of design development stage. After that, they compose interior spaces in study models with small scale. Watching the models, they design details of spaces by using hand sketch and computer modelling. Using virtual reality, they can check the scale and circulation. Finally, they complete computer modelling by texture mapping and check the final design in virtual reality.

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ICT 교수·학습 측면에서 본 국내 수업모형 연구동향 분석 (Analysis of Trends in Research on Instruction Models for ICT Teaching and Learning)

  • 송연옥
    • 디지털융복합연구
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    • 제12권1호
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    • pp.539-548
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    • 2014
  • 이 연구의 목적은 수업모형 관련 논문을 연구시기별, 연구주제별, 수업모형별, 학교급별, 교과목별로 분류하여 연구동향을 확인하기 위한 것이다. 연구대상의 표집기간은 1977년부터 2013년 3월까지로 설정했으며, 최종 586개의 연구논문을 토대로 분석을 진행하였다. 수업모형 연구의 변천사를 시기별 세 단계로 구분하였다. 제1기(1977년~1996년), 제2기(1997년~2006년), 제3기(2007년~2013년)이며, 제1기에 8%에서 제2기에 51%로, 제2기에 비약적으로 증가했다. 세 시기에 걸쳐 가장 많이 연구된 주제는 '설계 및 개발'이었으며, 연구가 가장 활발한 수업모형군은 '교과 교육과정지향'인 것으로 나타났다. 교과별로 보면, '범교과' 연구가 다른 교과에 비해 상대적으로 활발히 진행되고 있었다. 이러한 결과들을 바탕으로 향후 수업모형의 국내 연구 방향에 대해 제안하였다.

Numerical And Experimental Study Of Single stage And Multistage Centrifugal Mixed Flow Submersible Borewell Pumps

  • Murugesan, C.;Rudramoorthy, R.
    • International Journal of Fluid Machinery and Systems
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    • 제9권2호
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    • pp.107-118
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    • 2016
  • This paper focuses on the single stage and multistage performance characteristics of centrifugal mixed flow submersible borewell pump. This study reveals that the performance of single stage pump is higher than that of multistage pumps. The head, input power and efficiency of single stage pump are higher than the per stage head, per stage input power and efficiency of multistage pumps. This study is divided into three parts. In the first part, five prototype pumps were made in single stage and multistage construction and the performance tests were conducted. In the second part, numerical validation has been done for different turbulence models and grid sizes. k-Omega SST model has been selected for the performance simulation and was validated with the performance of the test pump with static pressure tappings. In the third part, single and three stage pump performance were simulated numerically and compared with experimental results. The detailed analysis of pressure and velocity distributions reveals the difference in performance of single and three stage pump, due to non-uniform flow and difference in averaged flow velocities at the subsequent impeller inlets except the 1st stage impeller inlet.

ARMA(1, 1) 다계절모형에 의한 하천유량의 모의발생 (A Synthetic Generation of Streamflows by ARMA(1, 1) Multiseason Model)

  • 윤용남;전시영
    • 물과 미래
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    • 제18권1호
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    • pp.75-83
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    • 1985
  • 초기연구단계에 있는 ARMA(1, 1) 다계절모형에 의해 계절유량을 발생시키기 위한 모형의 변수결정방법과 유량발생 및 발생유량계열의 통계학적분석을 실시하였으며 타모형과의 비교를 위해 Thomas-Fiering 모형, Matalas AR(1) 다계절모형도 사용하였다. 다계절모형에 의해 발생시킨 계절유량을 연도별로 합산하여 얻은 연유량계열의 통계학적 특성치를 년모의발생모형에 의해 발생시킨 년유량계열의 통계특성치와 비교함으로써 ARMA(1, 1) 다계절모형에 의해 계절 및 년유량자료계열을 한꺼번에 모의발생시킬 수 있는 가능성을 평가하였다.

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Three-Stage Framework for Unsupervised Acoustic Modeling Using Untranscribed Spoken Content

  • Zgank, Andrej
    • ETRI Journal
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    • 제32권5호
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    • pp.810-818
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    • 2010
  • This paper presents a new framework for integrating untranscribed spoken content into the acoustic training of an automatic speech recognition system. Untranscribed spoken content plays a very important role for under-resourced languages because the production of manually transcribed speech databases still represents a very expensive and time-consuming task. We proposed two new methods as part of the training framework. The first method focuses on combining initial acoustic models using a data-driven metric. The second method proposes an improved acoustic training procedure based on unsupervised transcriptions, in which word endings were modified by broad phonetic classes. The training framework was applied to baseline acoustic models using untranscribed spoken content from parliamentary debates. We include three types of acoustic models in the evaluation: baseline, reference content, and framework content models. The best overall result of 18.02% word error rate was achieved with the third type. This result demonstrates statistically significant improvement over the baseline and reference acoustic models.

제2 언어학습자의 주목 및 영어 글쓰기에 대한 모델글과 재구성글의 역할에 관한 연구 (A Study on the Role of Models and Reformulations in L2 Learners' Noticing and Their English Writing)

  • 황희정
    • 한국콘텐츠학회논문지
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    • 제22권10호
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    • pp.426-436
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    • 2022
  • 본 연구의 목적은 피드백으로서의 모델글과 재구성글이 제2 언어학습자의 주목과 영어 글쓰기에 미치는 영향을 파악하는 것이다. 연구참여자는 92명의 대학생으로 모델글을 비교하는 집단, 재구성글을 비교하는 집단과 통제 집단으로 나누어 3단계로 구성된 글쓰기 활동을 하였다. 1단계에서는 모든 집단이 1차 작문하면서 어려움에 관해 기록하였고, 2단계에서는 모델글 집단은 피드백으로서 제공된 모델글과 자신의 글을 비교하였고, 재구성글 집단은 재구성글과 자신의 글과 비교하였다. 이들 실험집단은 피드백으로서 제공된 글을 비교하면서 자신들이 주목한 요소를 필기하였다. 그리고 통제집단은 이 단계에서는 자신의 글을 읽기만 하였다. 3단계에서는 모든 집단이 1차 작문을 수정하였다. 본 연구 결과는 1차 작문 시 어려움 중 어휘표현을 가장 많이 보고하였으며, 모델글과 재구성글을 비교하는 과정에서 1차 작문 시 보고한 어려움보다 더 많은 요소를 주목하였고, 이를 수정 작문에 반영하였다. 그리고 피드백으로 제공된 모델글과 재구성글은 학습자의 글쓰기 향상에 도움이 되었던 것으로 나타났다. 이러한 결과는 모델글과 재구성글이 더 좋은 글을 쓰는데 기여하도록 영어 작문 수업에 활용할 필요가 있음을 시사한다.

Study of Mechanism of Counter-rotating Turbine Increasing Two-Stage Turbine System Efficiency

  • Liu, Yanbin;Zhuge, Weilin;Zheng, Xinqian;Zhang, Yangjun;Zhang, Shuyong;Zhang, Junyue
    • International Journal of Fluid Machinery and Systems
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    • 제6권3호
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    • pp.160-169
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    • 2013
  • Two-stage turbocharging is an important way to raise engine power density, to realize energy saving and emission reducing. At present, turbine matching of two-stage turbocharger is based on MAP of turbine. The matching method does not take the effect of turbines' interaction into consideration, assuming that flow at high pressure turbine outlet and low pressure turbine inlet is uniform. Actually, there is swirl flow at outlet of high pressure turbine, and the swirl flow will influence performance of low pressure turbine which influencing performance of engine further. Three-dimension models of turbines with two-stage turbocharger were built in this paper. Based on the turbine models, mechanism of swirl flow at high pressure turbine outlet influencing low pressure turbine performance was studied and a two-stage radial counter-rotation turbine system was raised. Mechanisms of the influence of counter-rotation turbine system acting on low-pressure turbine were studied using simulation method. The research result proved that in condition of small turbine flow rate corresponding to engine low-speed working condition, counter-rotation turbine system can effectively decrease the influence of swirl flow at high pressure turbine outlet imposing on low pressure turbine and increases efficiency of the low-pressure turbine, furthermore increases the low-speed performance of the engine.