• 제목/요약/키워드: FusionNet

검색결과 175건 처리시간 0.022초

위성 및 CFD모델 자료의 융합을 통한 도시지역에서의 고해상도 지표 순복사 산출 (Retrieval of High Resolution Surface Net Radiation for Urban Area Using Satellite and CFD Model Data Fusion)

  • 김홍희;이다래;최성원;진동현;허모랑;김재진;홍진규;홍제우;이근민;한경수
    • 대한원격탐사학회지
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    • 제34권2_1호
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    • pp.295-300
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    • 2018
  • 순복사는 지구 에너지 순환의 열원으로 사용되는 총 복사에너지의 총량으로써, 지표면에서는 수문학, 기후 연구 및 농업과 같은 분야에서 중요한 요소이다. 원격탐사를 통해 순복사를 모니터링 함으로써 열섬 현상과 도시화 경향을 파악할 수 있어 매우 중요하지만, 원격 탐사 자료만을 이용한 순복사 추정은 일반적으로 구름의 유무에따라정확도차이가발생한다.따라서본논문에서는천리안위성(Communication, Ocean and Meteorological Satellite, COMS) 및 Landsat-8위성 기반의 자료와 건물 높이 차이를 반영한 전산유체역학(Computational Fluid Dynamics, CFD)모델 자료를 이용하여 도시화가 진행 중인 은평구 뉴타운 지역에서의 고해상도 순복사를 1시간 간격으로 산출 및 모니터링을 수행하였다. 은평구 플럭스 타워에서 관측된 순복사와 비교한 결과, RMSE $54.29Wm^{-2}$, Bias $27.42Wm^{-2}$의 정확도를 보였으며, 전체적으로 지점 관측 자료와의 유사한 경향을 보였다. 또한 산출된 순복사는 강수와 같은 기상상태를 잘 나타냈으며, 공간적 분포에서 식생 및 인공물 지역에 대한 순복사의 특징을 잘 나타냈다.

입력 추정기로서의 신경회로망을 이용한 기동 표적 추적 시스템 설계 (Design of maneuvering target tracking system using neural network as an input estimator)

  • 김행구;진승희;박진배;주영훈
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1997년도 한국자동제어학술회의논문집; 한국전력공사 서울연수원; 17-18 Oct. 1997
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    • pp.524-527
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    • 1997
  • Conventional target tracking algorithms based on the linear estimation techniques perform quite efficiently when the target motion does not involve maneuvers. Target maneuvers involving short term accelerations, however, cause a bias in the measurement sequence. Accurate compensation for the bias requires processing more samples of which adds to the computational complexity. The primary motivation for employing a neural network for this task comes from the efficiency with which more features can be as inputs for bias compensation. A system architecture that efficiently integrates the fusion capabilities of a trained multilayer neural net with the tracking performance of a Kalman filter is described. The parallel processing capability of a properly trained neural network can permit fast processing of features to yield correct acceleration estimates and hence can take the burden off the primary Kalman filter which still provides the target position and velocity estimates.

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Study of Lower Hybrid Current Drive for the Demonstration Reactor

  • Molavi-Choobini, Ali Asghar;Naghidokht, Ahmad;Karami, Zahra
    • Nuclear Engineering and Technology
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    • 제48권3호
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    • pp.711-718
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    • 2016
  • Steady-state operation of a fusion power plant requires external current drive to minimize the power requirements, and a high fraction of bootstrap current is required. One of the external sources for current drive is lower hybrid current drive, which has been widely applied in many tokamaks. Here, using lower hybrid simulation code, we calculate electron distribution function, electron currents and phase velocity changes for two options of demonstration reactor at the launched lower hybrid wave frequency 5 GHz. Two plasma scenarios pertaining to two different demonstration reactor options, known as pulsed (Option 1) and steady-state (Option 2) models, have been analyzed. We perceive that electron currents have major peaks near the edge of plasma for both options but with higher efficiency for Option 1, although we have access to wider, more peripheral regions for Option 2. Regarding the electron distribution function, major perturbations are at positive velocities for both options for flux surface 16 and at negative velocities for both options for flux surface 64.

Determination of Tungsten Target Parameters for Transmission X-ray Tube: A Simulation Study Using Geant4

  • Nasseri, Mohammad M.
    • Nuclear Engineering and Technology
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    • 제48권3호
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    • pp.795-798
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    • 2016
  • Transmission X-ray tubes based on carbon nanotube have attracted significant attention recently. In most of these tubes, tungsten is used as the target material. In this article, the well-known simulator Geant4 was used to obtain some of the tungsten target parameters. The optimal thickness for maximum production of usable X-rays when the target is exposed to electron beams of different energies was obtained. The linear variation of optimal thickness of the target for different electron energies was also obtained. The data obtained in this study can be used to design X-ray tubes. A beryllium window was considered for the X-ray tube. The X-ray energy spectra at the moment of production and after passing through the target and window for different electron energies in the 30-110 keV range were also obtained. The results obtained show that with a specific thickness, the target material itself can act as filter, which enables generation of X-rays with a limited energy.

IRRADIATION EFFECTS OF HT-9 MARTENSITIC STEEL

  • Chen, Yiren
    • Nuclear Engineering and Technology
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    • 제45권3호
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    • pp.311-322
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    • 2013
  • High-Cr martensitic steel HT-9 is one of the candidate materials for advanced nuclear energy systems. Thanks to its excellent thermal conductivity and irradiation resistance, ferritic/martensitic steels such as HT-9 are considered for in-core applications of advanced nuclear reactors. The harsh neutron irradiation environments at the reactor core region pose a unique challenge for structural and cladding materials. Microstructural and microchemical changes resulting from displacement damage are anticipated for structural materials after prolonged neutron exposure. Consequently, various irradiation effects on the service performance of in-core materials need to be understood. In this work, the fundamentals of radiation damage and irradiation effects of the HT-9 martensitic steel are reviewed. The objective of this paper is to provide a background introduction of displacement damage, microstructural evolution, and subsequent effects on mechanical properties of the HT-9 martensitic steel under neutron irradiations. Mechanical test results of the irradiated HT-9 steel obtained from previous fast reactor and fusion programs are summarized along with the information of irradiated microstructure. This review can serve as a starting point for additional investigations on the in-core applications of ferritic/martensitic steels in advanced nuclear reactors.

Monte Carlo simulations of chromium target under proton irradiation of 17.9, 22.3 MeV

  • Kara, A.;Yilmaz, A.;Yigit, M.
    • Nuclear Engineering and Technology
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    • 제53권10호
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    • pp.3158-3163
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    • 2021
  • Chromium material is commonly used for fusion plasma facing applications because of the low neutron activation property. The Monte Carlo method is one of the useful ways to investigate the ion-target interactions. In this study, Chromium target irradiated by protons was investigated using Monte Carlo based simulation tools. In this context, the calculations of radiation damage on Chromium material irradiated with protons at 17.9 and 22.3 MeV energies were carried out using GEANT4 and SRIM codes. Besides, the cross sections for proton interaction with Chromium target were calculated by the TALYS 1.9 code using CTM + FGM, BSFGM, and GSFM level densities. As a result, GEANT4, SRIM and TALYS 1.9 codes provide a suitable tool for the predictions of radiation damage and cross cross section with proton irradiation.

FINGERPRINT IMAGE DENOISING AND INPAINTING USING CONVOLUTIONAL NEURAL NETWORK

  • BAE, JUNGYOON;CHOI, HAN-SOO;KIM, SUJIN;KANG, MYUNGJOO
    • Journal of the Korean Society for Industrial and Applied Mathematics
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    • 제24권4호
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    • pp.363-374
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    • 2020
  • Fingerprint authentication identifies a user based on the individual's unique fingerprint features. Fingerprint authentication methods are used in various real-life devices because they are convenient and safe and there is no risk of leakage, loss, or oblivion. However, fingerprint authentication methods are often ineffective when there is contamination of the given image through wet, dirty, dry, or wounded fingers. In this paper, a method is proposed to remove noise from fingerprint images using a convolutional neural network. The proposed model was verified using the dataset from the ChaLearn LAP Inpainting Competition Track 3-Fingerprint Denoising and Inpainting, ECCV 2018. It was demonstrated that the model proposed in this paper obtains better results with respect to the methods that achieved high performances in the competition.

Design of large-scale sodium thermal-hydraulic integral effect test facility, STELLA-2

  • Lee, Jewhan;Eoh, Jaehyuk;Yoon, Jung;Son, Seok-Kwon;Kim, Hyungmo
    • Nuclear Engineering and Technology
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    • 제54권9호
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    • pp.3551-3566
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    • 2022
  • The STELLA program was launched to support the PGSFR development in 2012 and for the 2nd stage, the STELLA-2 facility was designed to investigate the integral effect of safety systems including the comprehensive interaction among PHTS, IHTS and DHRS. In STELLA-2, the long-term transient behavior after accidents can be observed and the overall safety aspect can also be evaluated. In this paper, the basic design concept from engineering basis to specific design is described. The design was aimed to meet similarity criteria and requirements based on various non-dimensional numbers and the result satisfied the key features to explain the reasoning of safety evaluation. The result of this study was used to construct the facility and the experiment is on-going. In general, the final design meets the similarity criteria of the multidimensional physics inside the reactor pool. And also, for the conservation of natural circulation phenomena, the design meets the similarity requirements of geometry and thermo-dynamic behavior.

Stress-assisted oxidation behaviour of inconel 52M/316 austenitic stainless-steel dissimilar weld joints in a simulated pressurised water reactor

  • Xu, Youwei;Yang, Binhui;Shi, Yu
    • Nuclear Engineering and Technology
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    • 제54권10호
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    • pp.3778-3787
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    • 2022
  • The stress-assisted oxidation behaviour of Inconel 52 M/316 austenitic stainless-steel (SS) dissimilar weld joints (DMWJ) in a simulated pressurised water reactor environment was investigated. A corrosion galvanic couple formed between the Inconel 52 M and 316 SS due to differences in their nonferrous metal content. The electric field from the corrosion couple attracted metal cations (e.g. Fe2+, Cr3+) to the Inconel 52 M that were deposited as FeCr2O4. An additional corrosion galvanic couple was generated due to variations in the plastic deformation of the DMWJ. The superposition of electric fields from the different couples resulted in ridge-like oxide depositions in the fusion zone.

Study on sputtering yield of tungsten with different particle sizes: Surface roughness dependence

  • Kwon, Tae Hyun;Park, Sangjune;Ha, Jeong Min;Youn, Young-Sang
    • Nuclear Engineering and Technology
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    • 제53권6호
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    • pp.1939-1941
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    • 2021
  • The sputtering yield of tungsten pellets composed of different particle sizes of <1, 12, 44-74, and 149-297 ㎛ was systematically investigated by bombardment with Ar+ ions accelerated at 2.0 keV in an ultra-high vacuum chamber. We found that the tungsten sample fabricated from larger particles had a higher surface roughness, based on the surface profile results. Using the data of the surface roughness for the four types of tungsten pellets, we confirmed that the sputtering yield for a tungsten pellet with the highest surface roughness was 7 times lower than that of the lowest surface roughness. This could be due to the redeposition of sputtered tungsten particles onto neighboring asperities.