• 제목/요약/키워드: Blind-validation

검색결과 16건 처리시간 0.023초

SWAT을 이용한 기후변화의 수문학적 영향평가를 위한 Proxy-basin Differential Split-Sampling 및 Blind-Validation 테스트 적용 (Application of Proxy-basin Differential Split-Sampling and Blind-Validation Tests for Evaluating Hydrological Impact of Climate Change Using SWAT)

  • 손경호;김정곤
    • 한국수자원학회논문집
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    • 제41권10호
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    • pp.969-982
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    • 2008
  • 수문 모형의 발전이 거듭되면서, 최적 수자원의 관리를 위한 적정한 방법으로 인식되고 있다. 특히 수자원관리에 있어서 토지이용 변화 및 기후 변화에 따른 수문학적 영향 평가에 대한 요구가 증가하고 있다. 이 영향들을 평가하기 위해서는 우선 적용된 수문 모형의 강력한 검증이 요구된다. 그리고 수문모형의 적용 시 많은 지점에서 유량이 미 계측 되었거나, 측정된 자료마저 많은 오차를 포함하고 있는 경우가 있기 때문에 모형의 예측 값을 이용하여 수문분석이 이루어지는 경우가 많다. 이와 같은 경우에는 모형 결과 값에 대한 오차를 줄이기 위해서 강력한 모형 검증방법이 요구된다. 본 연구에서는 다른 물리적 특성을 가진 두 유역을 대상에 측정 유량을 통한 SWAT 모형의 검증 방법을 증명하고자 하였다. 이를 위하여, 금강유역에 위치한 수문학적 특징이 상이한 갑천유역과 용담유역을 선정하여, 먼저 갑천유역에 대하여 정밀한 검 보정을 실시하고, 갑천유역에서 개발된 방법론을 용담유역에 적용하여 모형의 검증을 시도하였다. 용담유역에 대하여 SWAT 모형을 적용한 결과 각 소유 역에서 $R_{eff}$는 0.49$\sim$0.85, $R^{2}$는 0.49$\sim$0.84로 모형은 관찰 값을 양호하게 모의하고 있는 것으로 나타났다. 그리고 모의 결과는 첨두유량 값은 다소 과소 산정하였지만, 전체적인 경향 및 기저유출량을 잘 모의하는 것으로 나타났다. 본 연구의 결과로부터 SWAT모형은 향후 토지이용변화 및 기후변화에 따른 유역특성변화 분석에 사용될 수 있을 것으로 판단된다. 하지만, 본 연구에서 사용된 혼용기법의 신뢰성을 높이기 위해서는 향후 추가적인 유역에 대한 방법론의 타당성 검증 절차를 거쳐야 할 것으로 사료된다.

Load-level isolator model for pallets on industrial storage racks and validation with experimental results

  • Marcelo Sanhueza-Cartes;Nelson Maureira-Carsalade;Eduardo Nunez;Angel Roco-Videla
    • Steel and Composite Structures
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    • 제52권1호
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    • pp.1-14
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    • 2024
  • This paper introduces a system allows for seismic isolation of the pallet from the rack in the down-aisle direction, occupies minimal vertical space (5 cm) and ±7.5 cm of deformation range. A conceptual model of the isolation system is presented, leading to a constitutive equation governing its behavior. A first experimental campaign studying the response of the isolation system's components was conducted to calibrate the parameters of its constitutive equation. A second experimental campaign evaluated the response of the isolation system with mass placed on it, subjected to cyclic loading. The results of this second campaign were compared with the numerical predictions using the pre-calibrated constitutive equation, allowing a double-blind validation of the constitutive equation of the isolation system. Finally, a numerical evaluation of the isolation system subjected to a synthetic earthquake of one component. This evaluation allowed verifying attributes of the proposed isolation system, such as its self-centering capacity and its effectiveness in reducing the absolute acceleration of the isolated mass and the shear load transmitted to the supporting beams of the rack.

Component based moment-rotation model of composite beam blind bolted to CFDST column joint

  • Guo, Lei;Wang, Jingfeng;Wang, Wanqian;Ding, Zhaodong
    • Steel and Composite Structures
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    • 제38권5호
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    • pp.547-562
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    • 2021
  • This paper aims to explore the mechanical behavior and moment-rotation model of blind bolted joints between concrete-filled double skin steel tubular columns and steel-concrete composite beams. For this type of joint, the inner tube and sandwiched concrete were additionally identified as basic components compared with CFST blind bolted joint. A modified moment-rotation model for this type of connection was developed, of which the compatibility condition and mechanical equilibrium were employed to determine the internal forces of basic components and neutral axis. Following this, load transfer mechanism among the inner tube, sandwiched concrete and outer tube was discussed to assert the action area of the components. Subsequently, assembly processes of basic coefficients in terms of their stiffness and resistances based on the component method by simplifying them as assemblages of springs in series or in parallel. Finally, an experimental investigation on four substructure joints with CFDST columns for validation purposes was carried out to capture the connection details. The predicted results derived from the mechanical models coincided well with the experimental results. It is demonstrated that the proposed mechanical model is capable of evaluating the complete moment-rotation relationships of blind bolted CFDST column composite connections.

Blind symbol timing offset estimation for offset-QPSK modulated signals

  • Kumar, Sushant;Majhi, Sudhan
    • ETRI Journal
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    • 제42권3호
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    • pp.324-332
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    • 2020
  • In this paper, a blind symbol timing offset (STO) estimation method is proposed for offset quadrature phase-shift keying (OQPSK) modulated signals, which also works for other linearly modulated signals (LMS) such as binary-PSK, QPSK, 𝜋/4-QPSK, and minimum-shift keying. There are various methods available for blind STO estimation of LMS; however, none work in the case of OQPSK modulated signals. The popular cyclic correlation method fails to estimate STO for OQPSK signals, as the offset present between the in-phase (I) and quadrature (Q) components causes the cyclic peak to disappear at the symbol rate frequency. In the proposed method, a set of close and approximate offsets is used to compensate the offset between the I and Q components of the received OQPSK signal. The STO in the time domain is represented as a phase in the cyclic frequency domain. The STO is therefore calculated by obtaining the phase of the cyclic peak at the symbol rate frequency. The method is validated through extensive theoretical study, simulation, and testbed implementation. The proposed estimation method exhibits robust performance in the presence of unknown carrier phase offset and frequency offset.

EVALUATION OF NIRS FOR ASSESSING PHYSICAL AND CHEMICAL CHARACTERISTICS OF LINEN WEFT YARN

  • Sharma, Hss;Kernaghan, K.;Whiteside, L.
    • 한국근적외분광분석학회:학술대회논문집
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    • 한국근적외분광분석학회 2001년도 NIR-2001
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    • pp.1091-1091
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    • 2001
  • Previous reports have shown that Near Infrared Spectroscopy (NIRS) can be used to assess physical and chemical properties of flax fibre and fabric quality. Currently, spinners assess yarn quality mainly based on strength and regularity measurements. There two key characteristics are influenced by quality of raw fibres used, especially the degree of rotting and strength. The aim of this investigation was to evaluate the use of NIRS for assessing quality of weft grade yarn available on the commercial market. In order to develop the NIR calibrations, a range of samples representing poor, medium and good quality weft yarn samples was included in the calibration and validation sample sets. The samples were analysed for physical and chemical parameters including caustic weight loss, fibre fractions, lipid, ash and minerals. A detailed protocol for assessing yarn quality has been developed to maximize the accuracy of the reflectance spectra. The development of partial least squares regression models and validation of the calibration equations using blind samples will be presented and discussed.

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TF-IDF를 이용한 침입탐지이벤트 유효성 검증 기법 (A Validation of Effectiveness for Intrusion Detection Events Using TF-IDF)

  • 김효석;김용민
    • 정보보호학회논문지
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    • 제28권6호
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    • pp.1489-1497
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    • 2018
  • 웹 애플리케이션 서비스의 종류가 다양해짐과 동시에 사이버 위협이 급증하여 침입탐지에 대한 연구가 계속되고 있다. 기존의 단일 방어체계에서 다단계 보안으로 진행됨에 따라 대량의 보안이벤트 연관성을 분석하여 명확한 침입에 대해 대응하고 있다. 그러나 대상시스템의 OS, 서비스, 웹 애플리케이션 종류 및 버전을 실시간으로 점검하기 어려운 측면이 있고, 네트워크 기반의 보안장비에서 발생하는 침입탐지 이벤트만으로는 대상지의 취약여부와 공격의 성공여부를 확인 할 수 없는 문제점과 연관성 분석이 되지 않은 위협의 사각지대가 발생할 수 있다. 본 논문에서는 침입탐지이벤트의 유효성을 검증하기 위한 기법을 제안한다. 제안된 기법은 공격에 상응하는 대상시스템의 반응을 사상(mapping)하여 응답트래픽을 추출하고, TF-IDF를 통해 라인(line)기반으로 가중치를 환산하고 높은 수치부터 순차적으로 확인하여 대상시스템의 취약여부와 유효성이 높은 침입탐지이벤트를 검출하였다.

An approach for simultaneous determination for geographical origins of Korean Panax ginseng by UPLC-QTOF/MS coupled with OPLS-DA models

  • Song, Hyuk-Hwan;Kim, Doo-Young;Woo, Soyeun;Lee, Hyeong-Kyu;Oh, Sei-Ryang
    • Journal of Ginseng Research
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    • 제37권3호
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    • pp.341-348
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    • 2013
  • Identification of the origins of Panax ginseng has been issued in Korea scientifically and economically. We describe a metabolomics approach used for discrimination and prediction of ginseng roots from different origins in Korea. The fresh ginseng roots from six ginseng cooperative associations (Gangwon, Gaeseong, Punggi, Chungbuk, Jeonbuk, and Anseong) were analyzed by UPLC-MS-based approach combined with orthogonal projections to latent structure-discriminant analysis multivariate analysis. The ginsengs from Gangwon and Gaeseong were easily differentiated. We further analyzed the metabolomics results in subgroups. Punggi, Chungbuk, Jeonbuk, and Anseong ginseng could be easily differentiated by the first two orthogonal components. As a validation of the discrimination model, we performed blind prediction tests of sample origins using an external test set. Our model predicted their geographical origins as 99.7% probability. The robust discriminatory power and statistical validity of our method suggest its general applicability for determining the origins of P. ginseng samples.

FLASH: The First Large Absorption Survey in HI with the Australian Square Kilometre Array Pathfinder

  • 윤혜인
    • 천문학회보
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    • 제45권1호
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    • pp.63.2-63.2
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    • 2020
  • FLASH is a blind neutral hydrogen (HI) absorption line survey, eventually targeting about 100,000 background radio continuum sources in the entire southern sky using the full 36-antenna of the Australian Square Kilometre Array Pathfinder (ASKAP). Our primary goal is to search for associated and intervening HI absorption lines in the intermediate redshift range 0.4 < z < 1.0. The survey aims to understand the evolution of HI gas in galaxies as well as various physical mechanisms in active galactic nuclei, such as accretion and feedback processes. In this poster, we give an overview of the FLASH survey and present the preliminary results from our first 100-hrs of pilot observations. The latest survey data covers 1,000 square degrees and is ideal for validating observation and data processing in the continuous 300MHz-width low frequency ASKAP band (700-1000MHz). One of the crucial objectives of the pilot survey is to establish the analysis methodology that will be applied to upcoming large absorption surveys in the future. We discuss our data quality validation and present some detections of associated/intervening HI absorption lines. These absorption lines allow us to trace the cold gas properties of active and normal galaxies at higher redshifts where the HI emission line is too weak to be detectable.

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Prediction of Daily PM10 Concentration for Air Korea Stations Using Artificial Intelligence with LDAPS Weather Data, MODIS AOD, and Chinese Air Quality Data

  • Jeong, Yemin;Youn, Youjeong;Cho, Subin;Kim, Seoyeon;Huh, Morang;Lee, Yangwon
    • 대한원격탐사학회지
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    • 제36권4호
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    • pp.573-586
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    • 2020
  • PM (particulate matter) is of interest to everyone because it can have adverse effects on human health by the infiltration from respiratory to internal organs. To date, many studies have made efforts for the prediction of PM10 and PM2.5 concentrations. Unlike previous studies, we conducted the prediction of tomorrow's PM10 concentration for the Air Korea stations using Chinese PM10 data in addition to the satellite AOD and weather variables. We constructed 230,639 matchups from the raw data over 3 million and built an RF (random forest) model from the matchups to cope with the complexity and nonlinearity. The validation statistics from the blind test showed excellent accuracy with the RMSE (root mean square error) of 9.905 ㎍/㎥ and the CC (correlation coefficient) of 0.918. Moreover, our prediction model showed a stable performance without the dependency on seasons or the degree of PM10 concentration. However, part of coastal areas had a relatively low accuracy, which implies that a dedicated model for coastal areas will be necessary. Additional input variables such as wind direction, precipitation, and air stability should also be incorporated into the prediction model as future work.

ASSESSMENT OF CFD CODES USED IN NUCLEAR REACTOR SAFETY SIMULATIONS

  • Smith, Brian L.
    • Nuclear Engineering and Technology
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    • 제42권4호
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    • pp.339-364
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    • 2010
  • Following a joint OECD/NEA-IAEA-sponsored meeting to define the current role and future perspectives of the application of Computational Fluid Dynamics (CFD) to nuclear reactor safety problems, three Writing Groups were created, under the auspices of the NEA working group WGAMA, to produce state-of-the-art reports on different aspects of the subject. The work of the second group, WG2, was to document the existing assessment databases for CFD simulation in the context of Nuclear Reactor Safety (NRS) analysis, to gain a measure of the degree of quality and trust in CFD as a numerical analysis tool, and to take initiatives to extend the existing databases. The group worked over the period of 2003-2007 and produced a final state-of-the-art report. The present paper summarises the material gathered during the study, illustrating the points with a few highlights. A total of 22 safety issues were identified for which the application of CFD was considered to potentially bring real benefits in terms of better understanding and increased safety. A list of the existing databases was drawn up and synthesised, both from the nuclear area and from other parallel, non-nuclear, industrial activities. The gaps in the technology base were also identified and discussed. In order to initiate new ways of bringing experimentalists and numerical analysts together, an international workshop -- CFD4NRS (the first in a series) -- was organised, a new blind benchmark activity was set up based on turbulent mixing in T-junctions, and a Wiki-type web portal was created to offer online access to the material put together by the group giving the reader the opportunity to update and extend the contents to keep the information source topical and dynamic.