• 제목/요약/키워드: synthetic data

검색결과 1,425건 처리시간 0.03초

Web-based synthetic-aperture radar data management system and land cover classification

  • Dalwon Jang;Jaewon Lee;Jong-Seol Lee
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제17권7호
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    • pp.1858-1872
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    • 2023
  • With the advance of radar technologies, the availability of synthetic aperture radar (SAR) images increases. To improve application of SAR images, a management system for SAR images is proposed in this paper. The system provides trainable land cover classification module and display of SAR images on the map. Users of the system can create their own classifier with their data, and obtain the classified results of newly captured SAR images by applying the classifier to the images. The classifier is based on convolutional neural network structure. Since there are differences among SAR images depending on capturing method and devices, a fixed classifier cannot cover all types of SAR land cover classification problems. Thus, it is adopted to create each user's classifier. In our experiments, it is shown that the module works well with two different SAR datasets. With this system, SAR data and land cover classification results are managed and easily displayed.

Machine learning of LWR spent nuclear fuel assembly decay heat measurements

  • Ebiwonjumi, Bamidele;Cherezov, Alexey;Dzianisau, Siarhei;Lee, Deokjung
    • Nuclear Engineering and Technology
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    • 제53권11호
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    • pp.3563-3579
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    • 2021
  • Measured decay heat data of light water reactor (LWR) spent nuclear fuel (SNF) assemblies are adopted to train machine learning (ML) models. The measured data is available for fuel assemblies irradiated in commercial reactors operated in the United States and Sweden. The data comes from calorimetric measurements of discharged pressurized water reactor (PWR) and boiling water reactor (BWR) fuel assemblies. 91 and 171 measurements of PWR and BWR assembly decay heat data are used, respectively. Due to the small size of the measurement dataset, we propose: (i) to use the method of multiple runs (ii) to generate and use synthetic data, as large dataset which has similar statistical characteristics as the original dataset. Three ML models are developed based on Gaussian process (GP), support vector machines (SVM) and neural networks (NN), with four inputs including the fuel assembly averaged enrichment, assembly averaged burnup, initial heavy metal mass, and cooling time after discharge. The outcomes of this work are (i) development of ML models which predict LWR fuel assembly decay heat from the four inputs (ii) generation and application of synthetic data which improves the performance of the ML models (iii) uncertainty analysis of the ML models and their predictions.

Helicobacter pylori Infection에 관한 합성의약품 대비 한약의 효과에 대한 체계적 문헌고찰: PubMED를 중심으로 (Systematic Review of the Effects of Herbal Medicine Versus Synthetic Drugs on Helicobacter Pylori Infection)

  • 조은지;정설;곽승연;정의민
    • 대한한의학방제학회지
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    • 제29권4호
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    • pp.285-295
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    • 2021
  • Objective : This systematic review was conducted to investigate the effect of herbal medicine on Helicobacter pylori(H. pylori) infection compared to amoxicillin included synthetic drugs. Methods : Relevant randomized controlled trials(RCTs) which were published prior to December 26, 2020, were collected using PubMED database. Risk of bias evaluation and data extraction were done independently by two reviewers, and the third reviewer reassessed mismatching parts. Results : Two RCTs testing two different herbal medicines against synthetic drugs solitary treatment or synthetic drugs with placebo for herbal medicine were included. One study reported that there was no significant difference between the eradication rate of synthetic drugs and the herbal medicine. The other study did not report the eradication rate of the herbal medicine. One study reported histologic severity, the other reported dyspepsia score as efficacy indicators. There was no adverse event reported in all studies. However, the number of included RCTs was too small, the quality of reported data was not enough to verify efficacy of herbal medicine, and there were some methodological problems. Conclusion : It was difficult to conclude that solitary treatment of herbal medicine was as effective as amoxicillin included synthetic drugs for H. pylori infection.

SEDRIS 기반의 대기 및 해양 합성 환경 생성 및 가시화 어플리케이션 (Application for Generation and Visualization of SEDRIS-based Atmosphere and Ocean Environment)

  • 함원경;정용호;변재정;천상욱;박상철
    • 한국CDE학회논문집
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    • 제17권5호
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    • pp.353-363
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    • 2012
  • As the distributed simulation system has been developed in the defense modeling and simulation, interoperability among heterogeneous simulators is essential to achieve the objectives of the distributed simulation system. However, the interoperability has been a problem to synchronize synthetic environment among many heterogeneous simulators that utilize different environmental data formats. SEDRIS (Synthetic Environmental Data Representation and Interchange Specification) was initiated to solve the problem of the interoperability. SEDRIS provides a standard mechanism to promote data interchange and reusability, and it represents all environmental things from ocean, land and atmosphere to the universe. Although SEDRIS provides various advantages as a standard environmental data format, applying of SEDRIS has been hindered by its broadness and complexity. The main objective of this paper is to explain application development process to improve SEDRIS usability for the atmosphere and ocean. The developed application of this paper provides auto-generation of SEDRIS data with minimum user's input, and the auto-generated SEDRIS data is also visualized and verified by the application.

위성 탑재 영상레이다의 온보드 데이터 압축을 위한 비정수배 데시메이션 필터 최적화 설계 기법 (Optimization Design of Non-Integer Decimation Filter for Compressing Satellite Synthetic Aperture Radar On-board Data)

  • 강태웅;이현익;이영복
    • 한국군사과학기술학회지
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    • 제24권5호
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    • pp.475-481
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    • 2021
  • The on-board processor of satellite Synthetic Aperture Radar(SAR) digitizes the back-scattered echoes and transmits them to the ground. As satellite SAR image of various operating conditions including broadband and high resolution is required, an enormous amount of SAR data is generated. Decimation filter is used for data compression to improve the transmission efficiency of these data. Decimation filter is implemented with the FIR(Finite Impulse Response) filter and here, the decimation ratio and tap length are constrained by resource requirements of FPGA used for implementation. This paper suggests to use a non-integer ratio decimation filter in order to optimize the data transmission efficiency. Also, it proposes a filter design method that remarkably reduces the resource constraints of the FPGA in-use via applying a polyphase filter structure. The required resources for implementing the proposed filter is analysed in this paper.

LES을 이용한 후향 계단 유동에서의 Synthetic turbulence 효과 연구 (Synthetic Turbulence Effect in Subsonic Backward Facing Step Flow Using LES)

  • 안상훈;성홍계
    • 항공우주시스템공학회지
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    • 제13권6호
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    • pp.1-8
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    • 2019
  • 아음속 유동이 흐르는 후향 계단에서, 입구 경계면에서의 난류를 모사하는 3가지 기법을 조사하였다. 입구 경계면으로 유입되는 평균 유동장과 레이놀즈 응력 프로파일은 실험에서 측정된 결과를 사용하였으며, 입구 경계면의 난류 유동 모사기법으로 synthetic eddy method(SEM), 무작위 변동(random noise) 그리고 균일한 유동 조건(uniform)을 사용하였다. 3차원 유동장의 난류 유동의 모사를 위해 대와동모사(Large Eddy Simulation, LES)를 적용하였다. 3가지 기법에 대한 입구 경계면으로 유입된 유동의 난류 특성과 유동의 재 부착(reattachment) 거리와 속도, 레이놀즈 응력(Reynolds stress)을 비교하였다.

이산 웨이블릿 합성 영상을 이용한 철강 후판 검사의 조명 메커니즘에 관한 연구 (A Study on Illumination Mechanism of Steel Plate Inspection Using Wavelet Synthetic Images)

  • 조은덕;김경범
    • 반도체디스플레이기술학회지
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    • 제17권2호
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    • pp.26-31
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    • 2018
  • In this paper, surface defects and typical illumination mechanisms for steel plates are analyzed, and then optimum illumination mechanism is selected using discrete wavelet transform (DWT) synthetic images and discriminant measure (DM). The DWT synthetic images are generated using component images decomposed by Haar wavelet transform filter. The best synthetic image according to surface defects is determined using signal to noise ratio (SNR). The optimum illumination mechanism is selected by applying discriminant measure (DM) to the best synthetic images. The DM is applied using the tenengrad-euclidian function. The DM is evaluated as the degree of contrast using the defect boundary information. The performance of the optimum illumination mechanism is verified by quantitative data and intuitive image looks.

교육용 합성구경레이더 프로세서(eSAR Processor)의 개발과 공개 (Development and Distribution of an Educational Synthetic Aperture Radar(eSAR) Processor)

  • 이훈열
    • 대한원격탐사학회지
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    • 제21권2호
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    • pp.163-171
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    • 2005
  • 합성구경레이더(Synthetic Aperture Radar) 원시 자료(raw data)를 range-Doppler 알고리듬을 이용하여 처리하는 교육용 공개 프로그램을 개발하였다 이 프로그램은 SAR 시스템에 따라 자료처리에 필요한 변수를 자유롭게 조절함으로써, 특정 SAR 시스템에 치우치지 않고 다양한 자료를 처리할 수 있도록 일반화된 알고리듬을 구현하였다. 저가 사양의 컴퓨터에서도 최소 단위의 영상을 선택적으로 처리할 수 있고 자료 처리 중간 단계별로 영상 출력이 가능하기 때문에, 프로그램 작동 상태와 SAR의 원리를 직접 확인할 수 있도록 하였다. 특히 Doppler 변수를 자료 처리 중간 단계의 영상을 보고 직접 구할 수 있도록 고안하여 교육적 효과를 높였다. 또한 자료 처리 알고리듬과 원시프로그램을 모두 공개함으로써, SAR 시스템 원리를 이해하고 응용하는데 도움을 주고자 한다. 이 논문에서는 프로그램의 원리와 작동 환경을 소개하고, ERS-1 원시 자료를 이용한 자료 처리의 예를 보였다.

Generation and Verification on the Synthetic Precipitation/Temperature Data

  • Oh, Jai-Ho;Kang, Hyung-Jeon
    • 한국농림기상학회:학술대회논문집
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    • 한국농림기상학회 2016년도 추계 학술발표논문집
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    • pp.25-28
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    • 2016
  • Recently, because of the weather forecasts through the low-resolution data has been limited, the demand of the high-resolution data is sharply increasing. Therefore, in this study, we restore the ultra-high resolution synthetic precipitation and temperature data for 2000-2014 due to small-scale topographic effect using the QPM (Quantitative Precipitation Model)/QTM (Quantitative Temperature Model). First, we reproduce the detailed precipitation and temperature data with 1km resolution using the distribution of Automatic Weather System (AWS) data and Automatic Synoptic Observation System (ASOS) data, which is about 10km resolution with irregular grid over South Korea. Also, we recover the precipitation and temperature data with 1km resolution using the MERRA reanalysis data over North Korea, because there are insufficient observation data. The precipitation and temperature from restored current climate reflect more detailed topographic effect than irregular AWS/ASOS data and MERRA reanalysis data over the Korean peninsula. Based on this analysis, more detailed prospect of regional climate is investigated.

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국내 수문특성에 적합한 합성단위도의 개발 (The Development of Synthetic Unit Hydrograph Suitable to the Hydrologic Characteristics in Korea)

  • 정성원;문장원
    • 한국수자원학회논문집
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    • 제34권6호
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    • pp.627-640
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    • 2001
  • 일반적으로 합성단위도법은 강우-유출기록이 없는 유역의 설계홍수량 산정을 위해 제안되었다. 그러나 국내에서는 아직까지 자료의 부족 등으로 외국에서 개발된 각종 유출모의 모형이 주로 이용되고 있다. 따라서 그 동안 축적된 국내의 강우-유출 자료를 이용하여 국내의 수문특성엥 적합한 유출모형의 개발이 절실한 상황이다. 이를 위해 본 연구에서는 설마천 유역의 2개 지점과 IHP 대표유역인 평강창, 보청천, 위천의 17개 지점에 대해 그 동안 축 (중략) 특성 관련 연구결과를 종합하여 새로운 합성단위도법을 개발하였다. 개발된 합성단위도는 유역특성인자와 단위도치식 치(첨두시간, 첨두유량)와의 다중회귀분석을 통해 유역면적-유로연장-유로경사의 3가지 변수로 구성되는 효 (중략) 전국을 있었다. 따라서 우리나라에서는 아직까지 수계별로 합성단위도를 분리하여 제시하기는 무리라고 보여지 (중략)

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