• Title/Summary/Keyword: Integrated modeling system

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Design of An Integrated Neural Network System for ARMA Model Identification (ARMA 모형선정을 위한 통합된 신경망 시스템의 설계)

  • Ji, Won-Cheol;Song, Seong-Heon
    • Asia pacific journal of information systems
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    • v.1 no.1
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    • pp.63-86
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    • 1991
  • In this paper, our concern is the artificial neural network-based patten classification, when can resolve the difficulties in the Autoregressive Moving Average(ARMA) model identification problem To effectively classify a time series into an approriate ARMA model, we adopt the Multi-layered Backpropagation Network (MLBPN) as a pattern classifier, and Extended Sample Autocorrelation Function (ESACF) as a feature extractor. To improve the classification power of MLBPN's we suggest an integrated neural network system which consists of an AR Network and many small-sized MA Networks. The output of AR Network which will gives the MA order. A step-by-step training strategy is also suggested so that the learned MLBPN's can effectively ESACF patterns contaminated by the high level of noises. The experiment with the artificially generated test data and real world data showed the promising results. Our approach, combined with a statistical parameter estimation method, will provide a way to the automation of ARMA modeling.

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Parametric Modeling of the Digital Virtual Factory using Object-Oriented Methods (객체지향 모델을 이용한 디지털 가상공장의 파라메트릭 모델링에 관한 연구)

  • Yoon Tae-Hyuck;Noh Sang-Do
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2005.06a
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    • pp.982-986
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    • 2005
  • Digital Manufacturing is a technology to facilitate effective product developments and agile productions by digital environments representing the physical and logical schema and the behavior of real manufacturing system including manufacturing resources, processes and products. A digital virtual factory as a well-designed and integrated environment is essential for successful applications of this technology. In this research, we constructed a sophisticated digital virtual factory by measuring and 3-D CAD modeling using parametric methods. Specific parameters of each objects were decided by object-oriented schema of the digital factory. It is expected that this method is very useful for constructions of a digital factory, and helps to manage diverse information and re-use 3D models.

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Virtual Manufacturing for an Automotive Company(V) - Parametric Modeling of the Digital General Assembly Shop using Object-Oriented Methods (자동차 가상생산 기술 적용(V) - 객체지향 방법에 의한 디지털 조립공장의 파라메트릭 모델링)

  • Park, Tae-Keun;Kim, Gun-Yeon;Noh, Sang-Do;Park, Young-Jin
    • IE interfaces
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    • v.18 no.1
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    • pp.94-103
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    • 2005
  • Digital Manufacturing is a technology to facilitate effective product developments and agile productions by digital environments representing the physical and logical schema and the behavior of real manufacturing system including manufacturing resources, processes and products. A digital factory as a well-designed and integrated environment is essential for successful applications of this technology. In this research, we constructed a sophisticated digital factory of an automotive company’ general assembly shop by measuring and 3-D CAD modeling using parametric methods. Specific parameters of each objects were decided by object-oriented schema of the general assembly shop. It is expected that this method is very useful for constructions of a digital factory, and helps to manage diverse information and re-use 3D models.

A Web-based Unified Design Methodology using XML Applications (XML을 이용한 웹기반 정보 관리 통합설계 방법론)

  • 김경수;신현철;장희선
    • Journal of the Korea Society of Computer and Information
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    • v.7 no.4
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    • pp.157-162
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    • 2002
  • In this paper, we implement the XML and data modeling by the UML tool, in which the class diagram is constructed from the sequence diagram after making the use case diagram. For the XML modeling. the guiding line will be presented to transform the UML class into the XML document, and then an example to draw the XML DTD from the UML class will be also shown. Furthermore, through the proposed data modeling, the integrated design methods for the transformation of the UML class into relational database schema. object-relational database schema and object-oriented database schema also will be proposed. Finally, we will be presented schema for each database system.

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Hydraulic and Numerical Modeling of Seawater Circulation of Semi-enclosed Bay with the Flow-control Structures (유동제어구조물에 의한 내만의 해수순환 모델링)

  • 김종규;강태순;김헌태
    • Journal of Ocean Engineering and Technology
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    • v.14 no.3
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    • pp.20-28
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    • 2000
  • Using the hydraulic and numerical model of semi-enclosed bay (Chinhae Bay), the efficiencies of flow-control structures on the seawater-circulation in the inner bay were investigated. Expecially, this study was confirmed the effectiveness of the flow-control structures at the mouth and narrow channel of Chinhae Bay through the experiments. The system of flow-control structures could enhance the water exchange improvement appropriately. The results of this study can be used as the long-term and integrated environmental impact assessment model in the inner bay.

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An Approach to Composing a Structured Model from Validated Submodels

  • Suh, Chang-Kyo;Suh, Eui-Ho
    • Journal of the Korean Operations Research and Management Science Society
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    • v.15 no.2
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    • pp.85-95
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    • 1990
  • Structured modeling provides a formal mathematical framework, language, and computer-based environment for conceiving, representing, and manipulating a wide variety of model. It provides a natural framework for integrated modeling owing to its explicit representation power for computational dependencies among submodles. Nevertheless, it doesn't seem to offer a systematic way of composing a structured model from submodels. In order to develop a systematic way, this paper discusses three key issues : (1) Genus structure for model composition, (2) Storage of structured models, and (3) Integration of structured models. To formalize and visualize the approach, a programming module is developed to implemented the step-by-step integration.

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Composing a structured model from validated submodels for effective model management

  • Suh, Chang-Kyo;Suh, Eui-Ho
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 1990.04a
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    • pp.49-60
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    • 1990
  • Structured modeling provides a formal mathematical framework, language, and computer-based environment for conceiving, representing, and manipulating a wide variety of models. It provides a natural framework for integrated modeling owing to its explicit representation power for computational dependencies among submodels. Nevertheless, it doesn't seem to offer a systematic way of composing a structured model from submodels. In order to develop a systematic way, this paper discusses three key issues; (1) Genus structure of validated submodel, (2) Storing method of genus structure, and (3) Integration of genus structures to generate a new genus structure. To visualize the approach, a programming module is developed to implement the step-by-step integration.

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Modeling Domestic Transportation Sector Using Global Change Assessment Model (GCAM을 이용한 국내 수송부문 모델링)

  • JEON, Seungho;KIM, Suduk
    • Journal of Korean Society of Transportation
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    • v.35 no.2
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    • pp.91-104
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    • 2017
  • In this study, we discuss the modeling of domestic transport sector using GCAM(Global Change Assessment Model). The GCAM is one of integrated assessment models widely used in internationally modeling community, and applied for the evaluation of IPCC 5th Report. Nevertheless, it is noted that there are a considerable number of problems in its application to domestic transport sector. First, the base year information of GCAM for detailed transportation service demand is found not consistent with national statistics. Second, the transportation sector simulation results do not properly reflect the past trends of service demand. Thus, the base year service demand is carefully matched with the detailed national statistics. In addition, the existing models were checked and modified so that the simulation results of service demand can accurately reflect past trends of national statistics. As a result, it is reported in detail how the current GCAM simulation results are corrected and how the trend of past transportation sector service demands is properly reflected. This study is expected to be useful as a basic tool for future scenario analysis for transportation policy, technology evaluation and greenhouse gas reduction measures.

Monitoring System of Coastal Environment Changes due to the Construction on the Sea (해상공사로 인한 연안환경 모니터링시스템)

  • Jung, Tae-Sung;Kim, Sung-Gon
    • Journal of the Korean Society for Marine Environment & Energy
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    • v.8 no.2
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    • pp.53-59
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    • 2005
  • An integrated real-time monitoring software for coastal environment has been developed by using GUI. The system consists of modeling module, real-time monitoring module, and post-processing module of the modeling and monitoring results. The system was applied to a port construction site. The main purpose for the system is to setup the information system that user can obtain the environmental information easily and quickly. The system can be used to monitor environmental changes due to construction activities in coastal waters and to assess environmental impacts accurately in real-time. In conclusion, the system will be a good tool for finding out countermeasures to lessen water pollution and clean seawater.

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The Integrated Design and Analysis of Manufacturing Lines (I) - an Automated Modeling & Simulation System for Digital Virtual Manufacturing (제조라인 통합 설계 및 분석(I) - 디지털 가상생산 기술 적용을 위한 모델링 & 시뮬레이션 자동화 시스템)

  • Choi, SangSu;Hyeon, Jeongho;Jang, Yong;Lee, Bumgee;Park, Yangho;Kang, HyoungSeok;Jun, Chanmo;Jung, Jinwoo;Noh, Sang Do
    • Korean Journal of Computational Design and Engineering
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    • v.19 no.2
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    • pp.138-147
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    • 2014
  • In manufacturing companies, different types of production have been developed based on diverse production strategies and differentiated technologies. The production systems have become smart, factories are filled with unmanned manufacturing lines, and sustainable manufacturing technologies are under development. Nowadays, the digital manufacturing technology is being adopted and used in manufacturing industries. When this technology is applied, a lot of efforts, time and cost are required and training professionals in-house is limited. In this paper, we introduce e-FEED system (electronic based Front End Engineering and Design) that is the integrated design and analysis system for optimized manufacturing line development on virtual environment. This system provides the functions that can be designed easily using library and template based on standardized modules and analyzed automatically the logistic and capacity simulation by one-click and verified the result using visual reports. Also, we can review the factory layout using automatically created 3D virtual factory and increase the knowledge reuse by e-FEED system.