• 제목/요약/키워드: Validation Test

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KA-32T 헬기 시뮬레이터 검증을 위한 비행시험 (KA-32T Helicopter Flight Test for Full Flight Simulator Validation)

  • 최형식;장재원;전대근;전향식
    • 항공우주기술
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    • 제7권1호
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    • pp.1-7
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    • 2008
  • 국토해양부 지원을 통해 수행되는 KA-32 훈련용 헬기시뮬레이터 개발 프로그램의 목적은, FAA AC 120-63의 레벨 C 요구규격을 충족하는 헬기 시뮬레이터를 개발하는 것이다. 한국항공우주연구원(KARI)은 개발 총괄 프로그램을 주관하고 있으며, 또한 비행 역학 모델을 개발하고 시뮬레이터 설계 데이터와 비행 시험 데이터에 기초를 충실도를 검증하는 업무를 담당하고 있다. 대상 헬기는 산림항공관리소에서 운용되고 있는 Kamov KA32T이다. 비행시험은 7월 30일에서 8월 31일까지 익산 산림항공관리소에서 수행되었다. 본 논문은 시뮬레이터 검증을 위한 비행시험데이터 획득에 필요한 장비장착 및 비행시험에 대한 내용을 기술하고 있다.

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역순 워크 포워드 검증을 이용한 암호화폐 가격 예측 (An Accurate Cryptocurrency Price Forecasting using Reverse Walk-Forward Validation)

  • 안현;장백철
    • 인터넷정보학회논문지
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    • 제23권4호
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    • pp.45-55
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    • 2022
  • 암호화폐 시장의 규모는 날이 갈수록 커져가고 있으며, 대표적인 암호화폐인 비트코인의 경우 시가총액이 500조를 넘어섰다. 이에 따라 암호화폐의 가격을 예측하려는 연구도 많이 이루어졌으며, 이들은 대부분 주식가격을 예측하는 방법론과 유사성을 띄는 연구들이다. 하지만 선행연구를 비춰 봤을 때 주식가격예측과 달리 암호화폐 가격 예측은 머신러닝의 정확도가 우위에 있는 사례가 많다는 점, 개념적으로 주식과 달리 암호화폐는 소유로 인한 수동적 소득이 없다는 점, 통계적으로 시가총액 대비 하루 거래량의 비율을 살펴봤을 때 암호화폐가 주식 대비 최소 3배이상 높다는 점이 도출되었다. 이를 통해 암호화폐 가격 예측 연구에는 주식 가격 예측과 다른 방법론이 적용되어야 함을 본 논문에서 주장하였다. 우리는 기존에 주가 딥러닝 예측에 사용되던 워크 포워드 검증를 응용한 역순 워크 포워드 검증을 제안하였다. 역순 워크 포워드 검증은 워크 포워드 검증과 달리 검증 데이터셋을 테스트 데이터셋에 시계열상으로 바로 앞에 부분으로 고정시켜놓고, 훈련데이터를 훈련 데이터셋에 시계열상으로 바로 앞 부분부터 서서히 훈련 데이터셋의 크기를 늘려가면서 검증에 대한 정확도를 측정한다. 측정된 모든 검증 정확도 중 가장 높은 정확도를 보이는 훈련 데이터셋의 크기에 맞춰서 훈련 데이터를 절삭시킨 뒤 검증 데이터와 합쳐서 실험 데이터에 대한 정확도를 측정하였다. 분석모델로는 로지스틱 회귀분석과 SVM을 사용했으며, 우리가 제안한 역순 워크 포워드 검증의 신뢰성을 위해서 분석 모델 내부적으로도 L1, L2, rbf, poly등의 다양한 알고리즘과 정규화 파라미터를 적용하였다. 그 결과 모든 분석모델에서 기존 연구보다 향상된 정확도를 보임이 확인되었으며, 평균적으로도 1.23%p의 정확도 상승을 보였다. 선행연구를 통해 암호화폐 가격 예측의 정확도가 대부분 50%~60%사이에서 머무르는 걸 감안할 때 이는 상당한 정확도 개선이다.

가속열화 된 CSPE 상태감시법의 유효성 연구 (A Study on Validation of Condition Monitering Method of Accelerated Thermal Aging CSPE)

  • 신용덕;구철수;김인용;이정훈
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2011년도 제42회 하계학술대회
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    • pp.1447-1448
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    • 2011
  • The CSPE cables are used for three years in nuclear power plant. The accelerated thermal aging of chloro sulfonate polyethylene(CSPE) jacket of test cables were carried out for the period equal to 10, 20 and 30 years in air at 90 and $100^{\circ}C$, respectively. The electrical volume resistivity, density, XPS, FE-SEM, EDS and XRF of the accelerated thermal aging of CSPE were measured. The validation of condition monitering method of accelerated thermal aging CSPE was estimated by them. The best validation of condition monitoring method of accelerated aging CSPE is electrical volume resistivity because change thermal of the specimen showed distinction.

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심볼릭 수행 방법을 이용한 철도 소프트웨어 코드분석 도구제안 (Railway Software Analysis Tool using Symbolic Execution Method)

  • 조현정;황종규;신덕호
    • 전기학회논문지P
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    • 제65권4호
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    • pp.242-249
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    • 2016
  • The railway system is being converted to the computer system from the existing mechanical device, and the dependency on software is being increased rapidly. Though the size and degree of complexity of software for railway system are slower than the development speed of hardware, it is expected that the size will be grown bigger gradually and the degree of complexity will be increased also. Accordingly, the validation of reliability and safety of embedded software for railway system was started to become influential as the important issue. Accordingly, various software test and validation activities are highly recommended in the international standards related railway software. In this paper, we presented a software coding analysis tool using symbolic execution for railway system, and presented its result of implementation.

기술수용모형과 사용자의 욕구유형을 활용한 가상 커뮤니티 추천 모형 (Virtual Community Recommendation Model using Technology Acceptance Model and User's Needs Type)

  • 이형용;한인구;안현철
    • Asia pacific journal of information systems
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    • 제16권4호
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    • pp.217-238
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    • 2006
  • In this study, we propose a virtual community recommendation model based on user behavioral models. It is designed to recommend optimal virtual communities for an active user by applying case-based reasoning (CBR) using behavioral factors suggested in the technology acceptance model (TAM) and its extensions. Also, it is designed to filter its case-base by considering the user's needs type before applying CBR. To test the usefulness of our model, we conduct two-step validation - experimental validation for the collected data, and survey validation for investigating the actual satisfaction level. Experimental results show that our model presents effective recommendation results in an efficient way. In addition, they also show that the information on the user's needs type may generate opportunities for cross-selling other commercial items.

우리나라 초등학생용 NEP Scale의 타당화 (The Validation of NEP Scale for Elementary School Students in Korea)

  • 금지헌;김진모
    • 한국환경교육학회지:환경교육
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    • 제22권4호
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    • pp.40-52
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    • 2009
  • The purpose of this study was to validate New Ecological Paradigm(NEP) Scale for use with elementary school students in Korea, and to obtain evidences of validation for interpreting the scores on the instrument. Three pilot tests were taken to modify and 1,003 fifth and sixth grade students in elementary schools participated in this survey. To examine the reliability and validity of the NEP Scale for elementary school students in Korea, item analysis(mena, skewness, kurtosis, item-total correlation), internal consistency estimate, exploratory factor analysis, confirmatory factor analysis, and t-test were used. After analyzing their results, the authors suggest that a 2-dimensional(pro-NEP, anti-NEP) modified NEP Scale, with 15 items and revised wording, is appropriate for use with elementary school students in Korea.

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Commissioning and Validation of a Dedicated Scanning Nozzle at Samsung Proton Therapy Center

  • Chung, Kwangzoo;Han, Younyih;Ahn, Sung Hwan;Kim, Jin Sung;Nonaka, Hideki
    • 한국의학물리학회지:의학물리
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    • 제27권4호
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    • pp.267-271
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    • 2016
  • In this study, we present the commissioning and validation results of a dedicated scanning nozzle. The dedicated scanning nozzle is installed in one of the two gantry treatment rooms at Samsung Proton Therapy Center. Following a successful completion of the acceptance test, the commissioning process including the beam data measurement for treatment planning system has been conducted. Extended measurements have been conducted as a validation of the clinical performance of the nozzle and various quality assurance protocols have been prepared.

On the use of numerical models for validation of high frequency based damage detection methodologies

  • Aguirre, Diego A.;Montejo, Luis A.
    • Structural Monitoring and Maintenance
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    • 제2권4호
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    • pp.383-397
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    • 2015
  • This article identifies and addresses current limitations on the use of numerical models for validation and/or calibration of damage detection methodologies that are based on the analysis of the high frequency response of the structure to identify the occurrence of abrupt anomalies. Distributed-plasticity non-linear fiber-based models in combination with experimental data from a full-scale reinforced concrete column test are used to point out current modeling techniques limitations. It was found that the numerical model was capable of reproducing the global and local response of the structure at a wide range of inelastic demands, including the occurrences of rebar ruptures. However, when abrupt sudden damage occurs, like rebar fracture, a high frequency pulse is detected in the accelerations recorded in the structure that the numerical model is incapable of reproducing. Since the occurrence of such pulse is fundamental on the detection of damage, it is proposed to add this effect to the simulated response before it is used for validation purposes.

Prediction of the compressive strength of fly ash geopolymer concrete using gene expression programming

  • Alkroosh, Iyad S.;Sarker, Prabir K.
    • Computers and Concrete
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    • 제24권4호
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    • pp.295-302
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    • 2019
  • Evolutionary algorithms based on conventional statistical methods such as regression and classification have been widely used in data mining applications. This work involves application of gene expression programming (GEP) for predicting compressive strength of fly ash geopolymer concrete, which is gaining increasing interest as an environmentally friendly alternative of Portland cement concrete. Based on 56 test results from the existing literature, a model was obtained relating the compressive strength of fly ash geopolymer concrete with the significantly influencing mix design parameters. The predictions of the model in training and validation were evaluated. The coefficient of determination ($R^2$), mean (${\mu}$) and standard deviation (${\sigma}$) were 0.89, 1.0 and 0.12 respectively, for the training set, and 0.89, 0.99 and 0.13 respectively, for the validation set. The error of prediction by the model was also evaluated and found to be very low. This indicates that the predictions of GEP model are in close agreement with the experimental results suggesting this as a promising method for compressive strength prediction of fly ash geopolymer concrete.

학습자 중심의 '강의평가' 도구 개발 및 타당화 연구 (A study for development and validation of the 'course evaluation' scale for learner-centered)

  • 박성미
    • 수산해양교육연구
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    • 제23권1호
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    • pp.13-22
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    • 2011
  • The purpose of this study was to development and validation of the 'course evaluation' scale for learner-centered in university. The research collected preliminary data from 1,567 university students's responses for item and scale quality analyses, and collected 2,539 university students's for item and scale quality analyses, and 300 university professors's responses for validation. Data were analyzed to obtain item quality, reliability, and validity analysis. The results of the study were as follows; The 'course evaluation' scale for learner-centered in university was defined by 5 factors. The 5 factors were structure and sincerity of lecture, suitability of report and test, level of consulting for student, application of educational media, communication. The results of the confirmatory factor analysis confirmed five sub-scales in the 'course evaluation' scale for learner-centered in university scale. Criterion-related validity evidence was obtained from the correlation analysis as the criterion measures. Cross validity evidence was obtained from the confirmatory factor analysis in university professors.