• Title/Summary/Keyword: Environment Model

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A Study on Deep Learning Model-based Object Classification for Big Data Environment

  • Kim, Jeong-Sig;Kim, Jinhong
    • Journal of Software Assessment and Valuation
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    • v.17 no.1
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    • pp.59-66
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    • 2021
  • Recently, conceptual information model is changing fast, and these changes are coming about as a result of individual tendency, social cultural, new circumstances and societal shifts within big data environment. Despite the data is growing more and more, now is the time to commit ourselves to the development of renewable, invaluable information of social/live commerce. Because we have problems with various insoluble data, we propose about deep learning prediction model-based object classification in social commerce of big data environment. Accordingly, it is an increased need of social commerce platform capable of handling high volumes of multiple items by users. Consequently, responding to rapid changes in users is a very significant by deep learning. Namely, promptly meet the needs of the times, and a widespread growth in big data environment with the goal of realizing in this paper.

Development of Radio-wave Propagation Model for DTV Signal Characteristic Analysis in Domestic Environment (국내 환경에서의 DTV 전파특성 분석을 위한 전파전파 모델 개발)

  • Kim, Yu-Mi;Lee, Sung-Soo;Bae, Seok-Hee;Rhee, Ill-Keun
    • Proceedings of the Korea Electromagnetic Engineering Society Conference
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    • 2003.11a
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    • pp.585-588
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    • 2003
  • A development scheme for reliable radio-wave Propagation model of digital television (DTV) service, adequate to the domestic environment, is proposed in this paper. Throughout the analysis of several ITU-R recommendations on propagation models in DTV band, ITU-R P.1546, which is based on experimental data, has been selected as our basic model. This model has been programmed, not only to be directly used for engineering analysis, such as frequency assignment, licensing, interference analysis, and sharing frequency bands, but also to be applied for development of a propagation model adequate to the specific environment. Furthermore, the procedure of developing domestic propagation model for DTV service, combined with experimental data which is now being obtained, has been described in this paper.

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A Study on the Design and Implementation of the Lightweight Object Model Supporting Distributed Trader (분산 트레이더를 지원하는 경량 (lightweight) 객체 모델 설계 및 구현 방안 연구)

  • Jin, Myeong-Suk;Song, Byeong-Gwon
    • The Transactions of the Korea Information Processing Society
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    • v.7 no.4
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    • pp.1050-1061
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    • 2000
  • This paper presents a new object model, LOM(Lightweight Object Model) and an implementation method for the distributed trader in heterogeneous distributed computing environment including mobile network. Trader is third party object that enables clients to find suitable servers, which provide the most appropriate services to client in distributed environment including dynamic reconfiguration of services and servers. Trading service requires simpler and more specific object model than genetic object models which provide richer multimedia data types and semantic characteristics with complex data structures. LOM supports a new reference attribute type instead of the relationship, inheritance and composite attribute types of the general object oriented models and so LOM has simple data structures. Also in LOM, the modelling step includes specifying of the information about users and the access right to objects for security in the mobile environment and development of the distributed storage for trading service. Also, we propose and implementation method of the distributed trader, which integrates the LOM-information object model and the OMG (object Management Group) computational object model.

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A New Planning Model of Rural Villages for 21th Century Guidance - Style based on Regional Indigenous Resources - In the Case of the Villages Revitalization Projects of Suryon-dong in Wonju - (지역고유의 자원 활용에 기반한 21세기 선도형 농촌마을 개발 모델 - 강원도 원주시 수련동마을 계획을 중심으로-)

  • Song, Byeong-Hwa;Lee, Gwan-Gyu
    • KIEAE Journal
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    • v.7 no.3
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    • pp.39-48
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    • 2007
  • The purpose of this study is to suggest the model of rural villages for 21th century guidance-style based on regional Indigenous resources. As a development model on premise environmental sustainability, economic sustainability, social-cultural sustainability, this paper aims to established that accommodate actively change element of village environment that stabilizes local environment and ecosystem on the basis of development model's principle and contents and information area. Through this model development, To makes the national setting an example village and plans the 21th century guidance style farm village continuously is big that study does.

Undergraduate Students' Perceptions and Mental Models of the Environment (대학생들의 환경에 대한 인식과 정신 모형)

  • Cheong, Cheol
    • Hwankyungkyoyuk
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    • v.21 no.2
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    • pp.68-79
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    • 2008
  • This study investigated undergraduate students' perceptions and mental models of the environment. A total of 192 students were sampled from a university of Gyoungbuk area. The environmental task was administrated to students drew a picture of an environment and explained their drawing. The results are as follows: First, a majority of undergraduate students perceived an environment from a comfortable environment. Second, five mental models emerged from a content analysis of students' responses about environmental drawing. Third, the dominant model was mental model 4, the environment as a place where animals, plants, and humans live. This means that the majority of students perceived a 'relation' rather than 'objects' views of the environment. Therefore, undergraduate students' conceptualizations about environment depends on a view or mental models of the environment which places humans in a sustaining relationship with the environment and its natural resources. The implications of these findings for environmental education are discussed.

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A Study on Atmospheric Environment Visualization by Integrating 3D City Model and CFD Model (3D City모델과 CFD 모델을 통합한 대기환경 시각화 연구)

  • An, Seung-Man;Lee, Ho-Yeong;Sung, Hyo-Hyun;Choi, Yeong-Jin;Woo, Jung-Hun
    • Journal of Korean Society for Geospatial Information Science
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    • v.19 no.4
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    • pp.13-21
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    • 2011
  • The purpose of this study is enhancing CFD model by applying detailed and accurate CFD input data produced from 3D City model and integrating CFD model with 3D city model with OpenGL, 3D city aerodynamic simulation, and visualization tool. CFD_NIMR_SNU model developed by NIMR and SNU and 3D City model produced by NGII were used as input data. Wind flow and pollution diffusion simulator and viewer were developed in this study. Atmospheric environment simulation and visualization tool will save time and cost for urban climate planning and management by enhancing visual communication.

The Effect of Input Variables Clustering on the Characteristics of Ensemble Machine Learning Model for Water Quality Prediction (입력자료 군집화에 따른 앙상블 머신러닝 모형의 수질예측 특성 연구)

  • Park, Jungsu
    • Journal of Korean Society on Water Environment
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    • v.37 no.5
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    • pp.335-343
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    • 2021
  • Water quality prediction is essential for the proper management of water supply systems. Increased suspended sediment concentration (SSC) has various effects on water supply systems such as increased treatment cost and consequently, there have been various efforts to develop a model for predicting SSC. However, SSC is affected by both the natural and anthropogenic environment, making it challenging to predict SSC. Recently, advanced machine learning models have increasingly been used for water quality prediction. This study developed an ensemble machine learning model to predict SSC using the XGBoost (XGB) algorithm. The observed discharge (Q) and SSC in two fields monitoring stations were used to develop the model. The input variables were clustered in two groups with low and high ranges of Q using the k-means clustering algorithm. Then each group of data was separately used to optimize XGB (Model 1). The model performance was compared with that of the XGB model using the entire data (Model 2). The models were evaluated by mean squared error-ob servation standard deviation ratio (RSR) and root mean squared error. The RSR were 0.51 and 0.57 in the two monitoring stations for Model 2, respectively, while the model performance improved to RSR 0.46 and 0.55, respectively, for Model 1.

Performance Analysis of Service Model between server and client on PMSS System (PMSS 시스템에서 서버/클라이언트 간 서비스 모델의 성능분석)

  • Lee, Min-Hong;Kim, Kyung-Hoon;Nam, Ji-Seung
    • The KIPS Transactions:PartA
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    • v.11A no.3
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    • pp.207-212
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    • 2004
  • This paper provides the higher user QoS(Quality of Service) by analyzing media service model between server and client in single VoD(Video on Demand) environment and applying it to parallel VoD environment. Media service model is divided into the Client Pull, Server Push, and IPP(Interleaving Pull & Push) model. A server sends data based on client's request in the Client Pull Model. A server one-sidedly sends data without client's request in the Server Pull model. And the WP model unites above two models. For a parallel VoD environment, We built the PMSS system which provides the parallel media streaming services that one client is simultaneously served by several servers. In the single and parallel VoD environment, We compare and analyze the performance of service models with respect to network delay and data size in buffer. In this experiment, we found that IPP service model keeps the least network delay and stable client buffer in the parallel VoD environment. This result shows that PMSS can provide the more quality of service.

Assessment of Relationship between Sediment-Discharge Based on Rainfall Characteristic using SWAT Model (SWAT 모델을 이용한 강우특성 변화에 의한 퇴적물-유출량 간의 관계 평가)

  • Kim, Jisu;Kim, Minseok;Cho, Youngchan
    • Journal of Soil and Groundwater Environment
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    • v.26 no.6
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    • pp.118-129
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    • 2021
  • The sediment transportation caused by soil erosion due to rainfall-discharge in the large watershed scale plays critical role in human society. The relationship between rainfall-discharge-sediment transportation is depending on the start time of rainfall and end of rainfall but, the studies related with rainfall characteristics are insufficient. In this study, The Soil and Water Assession Tool (SWAT) model was used to study the relationship between rainfall-discharge-sediment transportation at the Sook river watershed which is monitored by the Ministry of Environment. To do this, first of all, the sensitivity analysis about model attributes was performed using monitored data. The accuracy analysis of SWAT model was conducted using the model's efficiency index (Nash and Sutcliffe model efficiency; NSE) and the coefficient of determination (R2). After that, it was studied what results could be obtained according to changes in rainfall timing and end points. In the result of discharge simulation, the modified rainfall values (sum of total rainfall starting time and end time) showed more high accuracy values (R2:0.90, NSE: 0.8) than original rainfall values (R2:0.76, NSE: 0.72). In the result of sediment transportation simulation, during calibration had more resonable results(R2:0.87, NSE: 0.86) than compared with original rainfall values (R2:0.44, NSE: 0.41). However, validation results of sediment transportation simulation showed low accuracy values compared with calibration results. This results maybe cause monitoring periods of sediment flow compared with discharge monitoring periods. Nevertheless, since rainfall characteristic plays critical rule in model results, continuous research on rainfall characteristic is needed.

A Web-service Environment for a Model Exchange between CAD and CAE with a XML Neutral Format (XML 중립포맷을 이용한 CAD와 CAE간의 모델 교환 웹서비스 환경 구축)

  • Kim J.U.;Lee S.H.;Chun H.J.
    • Proceedings of the Korean Society of Precision Engineering Conference
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    • 2005.06a
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    • pp.1326-1331
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    • 2005
  • A product is designed through the collaboration among engineers in several fields such as design, analysis, and manufacturing. These series of functions are performed repeatedly during the design process. An easy access and exchange of the model data is one of the important elements that help to shorten production development time. Especially, the importance of data exchange between CAD and CAE applications is increasing in the field of verification and estimation of the products. However, information and knowledge of model which is generated by a CAD software cannot be transferred by a function of CAE software, as an exchange of product data between CAD and CAE applications. It causes a delay in design analysis and eventually discourages a designer's effort in improving his design. Therefore, we need to integrate a commercial CAD and CAE applications effectively and to use the same interface on a product model obtained in a distributed environment. This paper shows how to implement a model exchange between CAD and CAE by a web-service and how to provide a communication environment among engineers.

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