• 제목/요약/키워드: Data Quality Model

검색결과 4,555건 처리시간 0.038초

금강 중하류에서의 수질모의에 관한 연구 (A Study on the Water Quality Simulation in the Midstream and Downstream of Geum-River)

  • 신재기;임창수
    • 한국수자원학회논문집
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    • 제33권2호
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    • pp.145-157
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    • 2000
  • 본 연구에서는 금강 대청댐하류의 본류구간에서 갈수시간에 대해서 WASP5모형 중에서 수질모의 부분인 EUTRO5모형과 1차원 정상류 수리모형인 HEC-2모형을 연계한 수질모형을 이용하여 대청조정지댐으로부터 강경수위표 지점까지 수질의 변화를 모의하였다. 수질 및 유량자료의 수집을 위하여 대청댐으로부터 금강하류에 위치한 주요 수위표지점에서 1998년 12월, 1999년 1월과 3월의 3회에 걸쳐 관측하였다. 수질모의모형은 1999년 1월 자료를 이용하여 보정되어지고, 1998년 12월자료와 1999년 3월자료를 이용하여 검증되어졌다. 모형에 의해서 모의된 수질변수들의 거리에 따른 변화는 1999년 3월자료를 이용하여 모의된 chlorophyll-a, BOD5, NH3-N, PO4-P와 같은 수질변수를 제외하고는 관측된 수질변수값과 거의 일치하였다. 또한 NH3-N과 PO4-P가 증가 혹은 감소되어 갑천과 미호천으로부터 금강본류로 유입된다고 가정하는 경우에 금강본류에서의 chlorophyII-a의 농도를 모의하였다. 모의한 바에 의하면 갑천과 미호천에서 NH3-N과 PO4-P가 70% 감소되어져 금강본류로 유입된다고 가정하는 경우를 제외하고는 거의 미미한 chlorophyII-a 농도변화율을 보였다.

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IHACRES 모형을 이용한 평창강 유역 내 관측 유량자료의 평가 (Evaluation of Stream Flow Data Observed in the Pyungchang River Basin Using the IHACRES Model)

  • 박용희;유철상
    • 한국방재학회 논문집
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    • 제8권4호
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    • pp.123-133
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    • 2008
  • 본 연구에서는 IHACRES 모형을 이용하여 충주댐 유역 내 12개 지점에 대한 관측유량자료에 대한 평가를 수행하였다. 특히, IHACRES 모형의 매개변수 중 지형특성 관련 매개변수를 지역화 기법을 이용하여 정량화하고, 이를 대상유역인 충주댐 유역의 여러 수위 관측지점에 적용하는 과정을 함께 수행하였다. 본 연구의 결과를 정리하면 다음과 같다. (1) IHACRES 모형의 매개변수 중 기후특성을 반영하는 매개변수인 c, $\tau_w{^0}$, f는 유역 전체에 동일하게 결정하여 사용할 수 있음을 확인하였다. (2) IHACRES 모형의 지형특성 매개변수인 $t_q,\;t_s,\;v_s$는 지형특성인자인 유역면적, 유로연장, 하천경사, 유역경사와의 회귀분석을 통한 지역화를 통해 적절히 추정할 수 있음을 확인하였다. (3) 유역에 대해 일관되게 적용된 기후특성 매개변수와 지역화 과정을 통해 추정된 지형특성 매개변수를 이용하여 충주댐 유역 내 12개 수위관측지점에 대한 관측유량을 평가하였다. 그 결과 상안미, 영월 1 지점의 유량 자료가 상대적으로 정도가 높은 것으로 확인되었고, 영월, 백옥포, 판운 지점의 경우는 유출자료의 품질이 상대적으로 낮은 것으로 파악되었다. 전체적으로 보면 고려된 12개 지점의 관측품질에 많은 차이가 확인되며, 따라서 보다 일관된 관측품질의 확보를 위한 방안의 마련이 시급함을 판단할 수 있었다.

Time Series Crime Prediction Using a Federated Machine Learning Model

  • Salam, Mustafa Abdul;Taha, Sanaa;Ramadan, Mohamed
    • International Journal of Computer Science & Network Security
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    • 제22권4호
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    • pp.119-130
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    • 2022
  • Crime is a common social problem that affects the quality of life. As the number of crimes increases, it is necessary to build a model to predict the number of crimes that may occur in a given period, identify the characteristics of a person who may commit a particular crime, and identify places where a particular crime may occur. Data privacy is the main challenge that organizations face when building this type of predictive models. Federated learning (FL) is a promising approach that overcomes data security and privacy challenges, as it enables organizations to build a machine learning model based on distributed datasets without sharing raw data or violating data privacy. In this paper, a federated long short- term memory (LSTM) model is proposed and compared with a traditional LSTM model. Proposed model is developed using TensorFlow Federated (TFF) and the Keras API to predict the number of crimes. The proposed model is applied on the Boston crime dataset. The proposed model's parameters are fine tuned to obtain minimum loss and maximum accuracy. The proposed federated LSTM model is compared with the traditional LSTM model and found that the federated LSTM model achieved lower loss, better accuracy, and higher training time than the traditional LSTM model.

한강 수계에서의 다차원 시변화 수리.수온 모델 연구 (Multidimensional Hydrodynamic and Water Temperature Modeling of Han River System)

  • 김은정;박석순
    • 한국물환경학회지
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    • 제28권6호
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    • pp.866-881
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    • 2012
  • Han River is a complex water system consisting of many lakes. The water quality of Lake Paldang is significantly affected by incoming flows, which are the South and North branches of the Han River, and the Kyungan Stream. In order to manage the water quality of the Lake Paldang, we should consider the entire water body where the incoming flows are included. The objectives of this study are to develop an integrated river and lake modeling system for Han River system using a multidimensional dynamic model and evaluate the model's performance against field measurement data. The integrated model was calibrated and verified using field measurement data obtained in 2007 and 2008. The model showed satisfactory performance in predicting temporal variations of water level, flow rate and temperature. The Root Mean Square Error (RMSE) for water temperature simulation were $0.88{\sim}2.13^{\circ}C$ (calibration period) and $1.05{\sim}2.00^{\circ}C$ (verification period) respectively. And Nash-Sutcliffe Efficiency (NSE) for water temperature simulation were 1089~0.98 (calibration period) and 0.90~0.98 (verification period). Utilizing the validated model, we analyzed the spatial and temporal distributions of temperature within Han River system. The variations of temperature along the river reaches and vertical thermal profiles for each lakes were effectively simulated with developed model. The suggested modeling system can be effectively used for integrated water quality management of water system consisting of many rivers and lakes.

CAD 데이터 모델들간의 의미거리 계산을 통한 파라메트릭 번역기의 체계적 개발 (Systematic Development of Parametric Translators by Measuring Semantic Distance between CAD Data Models)

  • 김준환;문두환
    • 한국CDE학회논문집
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    • 제14권3호
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    • pp.159-167
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    • 2009
  • For the robust exchange of parametric CAD model data, it is very important to perform mapping rightly and accurately between different CAD models. However, data model mapping is usually performed on a case-by-case basis. This results in the problem that mapping quality fluctuates very widely depending on the abilities of developers. In order to solve this problem, the concept of symantic distance is adapted and applied to the translation of parametric CAD model data in order to measure the difference between different CAD models quantitatively in a computer-interpretable form and systematize the mapping process.

스마트 카 기술에 대한 소비자 지각의 품질특성이 고객만족에 미치는 영향 (The Effect on Consumer Satisfaction through the Quality Characteristics of Consumer Perception for Smart Car Technology)

  • 백인선;장석주
    • 품질경영학회지
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    • 제44권3호
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    • pp.661-676
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    • 2016
  • Purpose: This study proposes to derive the quality characteristics recognized by the consumer for the smart car. The study contributes to the policy of the country automotive industry. This study confirms the impact on the customer satisfaction from the quality attribute. This study provides the information necessary for the establishment and management strategies of the Korean auto industry. Methods: This study was conducted adequate theoretical research on the subject first. Kano presents a model for the kind of smart car technology. Set the operational definitions for measuring and developing the questionnaire. Subjected to statistical analysis using the collected data, and carry out analysis Kano. It interprets the results of the study on the basis of the data obtained through the analysis. Results: Directly related to safety smart car technology improves customer satisfaction. Conclusion: The quality characteristics are required for user-centric Smart car.

시스템적인 접근에 의한 품질경영모형수립과 공공부문의 적용에 관한 연구 (A Study on the Development of Quality Management System Model and its Application in the Public Service Sector)

  • 강병서;김계수
    • 품질경영학회지
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    • 제27권3호
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    • pp.17-39
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    • 1999
  • A strategic model on quality management system was developed and applied for the public service sector. The public service sector includes a wide range of organizations such as local authorities responsible for education, social services and housing, government departments, military forces, and public enterprises like post office and Korean Railroad. Quality management requires strategic integration of management system for achieving customer satisfaction. Questionnaire was developed, and data was collected and analyzed for this study. Conclusively, leadership and organization culture are the important drivers among the quality management activities. Human resource development and process management are significantly related to employee satisfaction, which also significantly influences on customer satisfaction in the public sector.

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콘크리트 품질ㆍ시공ㆍ유지관리의 조기판정시스템 개발 (Development of Early Evaluation System for Concrete Quality, Construction and Maintenance)

  • 손용우;이증빈;최미라;박봉수
    • 한국전산구조공학회:학술대회논문집
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    • 한국전산구조공학회 2004년도 가을 학술발표회 논문집
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    • pp.517-526
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    • 2004
  • In the resent years, the early evaluation of concrete quality, construction and maintenance has been considered as all is of major concern due to the increase of loading and the degradation of structures related with time. This paper presents evaluation of structural safety performance using measured data of construction, on the basis of a field measurements for the prevention of unreliable concrete works. Measurements analyzed in this paper are early quality condition and performance assessment, serviceability performance by cracks and deflection, rating performance by loading, durability performance by chloride attack and carbonation. Thus, a quantitative assessment model of resistance capacity was developed here to meet the requirement for deteriorated concrete structures. The model focuses on damage mechanical of concrete structures deteriorated by initial damage factors for concrete quality and environment factors such as chloride and carbonation attacks. These results could provide useful information for concrete structures interested in design, construction and maintenance.

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온라인 커뮤니티에서 공동체의식과 관계의 질, 고객충성도간의 관계에 관한 연구 : 만족, 신뢰, 몰입의 매개효과를 중심으로 (Relationships Among Sense of Community in Online Community, Relationship Quality and Customer Loyalty: The Mediating Effects of Satisfaction, Trust and Commitment)

  • 최혁라
    • Journal of Information Technology Applications and Management
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    • 제12권1호
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    • pp.69-90
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    • 2005
  • Online community as a business model has gotten much attention in online market. And it has been recognized as an increasingly important tool for better understanding and relationships with customers. Thus, There are needs for conducting researches, such as those being performed in social psychology area. Due to the lack of current researches on online community, variables that have been considered in social science and factors in relationship marketing are adopted in this study. The primary purpose of this research is to develop and test a model that explains the process of how sense of online community through relationship quality influences customer loyalty. The major findings of this study are as follows: First, sense of online community was found to have a positive influence on relationship quality. Second, relationship quality was found to have a strong positive effect on customer loyalty. Finally, relationship quality was found to have a mediation effect between the sense of online community and the customer loyalty. Implications of these findings are discussed for researchers and practitioners.

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금강호물의 새만금호 도입에 따른 금강호 수질변화 분석 (Estimation of water quality for Geumgang Reservoir by diversion of the Geumgang river flow to the Saemangeum reservoir)

  • 엄명철;조국현;임종완;김태철
    • 한국농공학회:학술대회논문집
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    • 한국농공학회 2005년도 학술발표논문집
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    • pp.509-514
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    • 2005
  • Geumgang canal is planned to connect Geumgang lake with Saemangeum reservoir to accelerate desalinization and dillute polluted water in Saemangeum reservoir. The purpose of this study is to evaluate the variations of water quality by divesion of Geumgang lake flow to the Saemangeum reservoir. WASP5 model was used to estimate water quality concentration of Geumgang lake. Model calibration and verification was done for water quality data for 2001 and 2002. As a result of simulating water quality concentration for 4 scenarios, which was considered whether Geumgang canal will be built, there was little influence on water quality in Geumgang lake though Geumgang lake flow diverted to Saemangeum reservoir.

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