• 제목/요약/키워드: Synthetic test

검색결과 863건 처리시간 0.02초

Sentinel-1 SAR 영상과 AI 기법을 이용한 국내 중소규모 농업저수지의 수표면적 산출 (An Artificial Intelligence Approach to Waterbody Detection of the Agricultural Reservoirs in South Korea Using Sentinel-1 SAR Images)

  • 최소연;윤유정;강종구;박강현;김근아;이슬찬;최민하;정하규;이양원
    • 대한원격탐사학회지
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    • 제38권5_3호
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    • pp.925-938
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    • 2022
  • 농업용 저수지는 전국적으로 중요한 수자원으로 기후변화에 따른 가뭄과 같은 이상기후의 영향에 취약한 특성을 가지며 적절한 운영을 위해 강화된 관리가 필요하다. 지속적인 모니터링을 통한 수위 추적(water level tracking)이 필요하지만 현실적인 문제로 현장 실측 및 관측이 어려운 실정이다. 본 연구는 저수지 수표면적을 측정하기 위해 광역 모니터링이 가능한 위성레이더 자료를 이용하여 4가지 AI 모델 간의 수체 탐지 성능에 대해 객관적인 비교를 제시한다. 위성 레이더자료는 Sentinel-1 SAR 이미지를 사용하였으며, 광학영상과 달리 기상환경에 영향을 적게 받기 때문에 장기 모니터링에 적합하다. 드론 이미지, Sentinel-1 SAR 그리고 DSM 데이터를 사용하여 Support Vector Machine (SVM), Random Forest (RF), Artificial Neural Network (ANN), Automated Machine Learning (AutoML)의 4가지 AI 모델을 구축했다. 연구대상 저수지는 총 22개소로 유효저수량이 30만톤 미만의 중소형 저수지이다. 총 45개 이미지가 모델 훈련과 검증에 사용되었으며, 연구 결과 AutoML 모델이 Accuracy=0.92, mIoU=0.81로 다른 3가지 모델에 비해 수체 픽셀 분류에서 0.01-0.03 더 나은 것을 보여주었다. 해당 결과는 SAR 영상으로부터 AutoML을 이용한 중소형 저수지 대상의 수체 분류 기법이 기존의 머신러닝 기법만큼의 성능을 보이는 것을 보여주었고, 학습을 통한 수표면적 분류 기술의 저수지 모니터링에 대한 적용 가능성을 보여주었다.

동록(염화동) 안료의 제조방법 및 특성에 관한 연구 (Manufacturing Method and Characteristics of the Dongrok(copper chloride) pigments)

  • 강영석;박주현;문성우;황가현;김명남;이선명
    • 헤리티지:역사와 과학
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    • 제56권2호
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    • pp.148-169
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    • 2023
  • 하엽은 짙은 녹색을 띠는 전통 안료 중 하나로 알려져 있지만 색상, 원료물질, 제법 등에 대해서 명확히 규명되지 않은 상태이다. 다만, 단청, 괘불, 회화 등 채색문화유산의 안료 분석연구를 통해 밝혀진 하엽 안료의 입자형태나 구성광물 등을 볼 때 염 부식으로 제조된 동록 안료로 보인다. 따라서 하엽 안료를 복원하기 위해 고문헌 기록을 바탕으로 동록 안료의 제조방법을 연구하였다. 고문헌 기록에서 확인되는 동록 안료의 제조방법은 동분말과 부식제를 혼합한 후 습한 조건에서 방치하여 부식시키는 자연 부식방법이다. 이를 바탕으로 보다 효율적으로 동분말을 부식시키기 위해 부식시험기를 이용한 인공부식을 도입하였고, 부식제 혼합비율, 부식 기간에 따른 부식생성물의 상태를 분석하여 적정 혼합비율과 부식 기간을 선정하였다. 또한, 잔류 부식제를 제거하기 위한 염 제거 공정과 안료 채색 시 채도를 높이기 위한 정제공정을 추가하여 동록 안료의 제조방법을 체계적으로 정립하였다. 정립된 방법으로 제조된 동록 안료는 청록 혹은 녹색의 색상을 나타냈다. 안료 입자는 표면이 다공성으로 타원형 형태의 작은 입자들이 뭉쳐져 있는 형태를 보였다. 주요 구성원소는 구리(Cu)와 염소(Cl)이고, 구성광물은 녹염동광[atacamite, Cu2Cl(OH)3]으로 동정되었다. 제조된 동록 안료의 안정성 평가를 위해 촉진내후성 시험을 진행한 결과, 열화가 진행됨에 따라 녹색도가 일부 감소하고 황색도가 증가하는 색변화 경향을 보였다. 따라서 열화 전 동록 안료의 색도는 고단청의 하엽 안료와 비교할 때 황색도가 낮은 편이었으나 열화 후에는 황색도가 크게 증가하여 고단청의 하엽 안료와 유사한 색도 범위를 갖는 것으로 나타났다. 결과적으로 제조된 동록 안료는 입자형태나 구성광물뿐만 아니라 색상에서도 고단청의 하엽 안료를 구현하여 재현성이 높은 것으로 확인되었다.

도서관조직의 기술혁신 및 행정혁신에 관한 조직상황론적 연구 (A Study on the Technical and Administrative Innovation of Library Organization in the Perspective of the Contingency Theory)

  • 홍현진
    • 한국문헌정보학회지
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    • 제25권
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    • pp.343-388
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    • 1993
  • The ability of any organization to innovate itself in a rapid change of environment means the existence of the organization. Innovative activity is achieved in different ways according to the objectives of organization. the characteristics of external environmental factors. and various attributes in organization. In the present study. all the existing approaches to the innovative nature of organization were synthetically compared to each other and evaluated: then. for a more rational approach. a research model was built and suggested by establishing the inclusive variables of the innovative nature of library organization and categorizing the types of such nature. Additionally. an empirical. analytical study on such a model was done. That is. paying regard to the fact that innovation has basically a close relation with the circumstantial factors of organization. synthetic, circumstantial relations were clarified. considering the external environmental factors and internal characteristics of organization. In the study. the innovation of library organization was seen in two parts i.e .. the feasible degree of technical innovation and the feasible degree of administrative innovation. Regarding the types of innovative implementation. according to the feasible degree of innovation, four types such as a stationary type. technic-oriented type, organization-oriented type. and technical-socio systematic type were classified. There were nine independent variables-i.e., the scale of organization. available resources of the organization, formalization, differentiation, specialization. decentralization, recognizant degree of the technical attribute. degree of response to the change of technical environment, and professional activities. There were three subordinate variables - i.e., technical innovation, administrative innovation. and the performance of organization. Through establishment of such variables, the factors which might influence the innovation of library organization were understood, and with the types of the innovative implementation of library organization being classified according to the feasible degree of innovation. the characteristics of library organization were reviewed in the light of each type. Also. the performance of library organization according to the types of the innovative implementation of library organization was analyzed. and the relations between the types of innovative implementation according to circumstantial variables and the performance of library organization were clarified. In order to clarify the adequacy of the research model in the methodology of empirical study, data were collected from 72 university libraries and 38 special libraries. and for a hypothetical test of the research model. an analysis of correlations, a stepwise regression analysis. and One Way ANOVA were utilized. The following are the major results or findings from the study 1) It appeared there is a trend that the bigger the scale of organization and available resources are, the more active the professional activity of the managerial class is, and the higher the recognizant degree of technical environment (recognizant degree of technical attributes and the degree of response t9 the change of technical environment) is, the higher the feasible degree of innovation becomes. 2) It appeared that among the variables influencing the feasible degree of technical innovation, the order from the variable influencing most was first, the recognizant degree of technical innovation: second, the available resources of organization: and third, professional activity. Regarding the variables influencing the feasible degree of administrative innovation from the most influential variable, it appeared they were the available resources of organization, the differentiation of organization. and the degree of response to the change of technical environment. 3) It appeared that the higher the educational level of the managerial class is, the more active the professional activity becomes. It seemed there is a trend that the group of library managers whose experience as a librarian was at the middle level(three years to six years of experience) was more active in research activity than the group of library managers whose experience as a librarian was at a higher level(more than ten years). Also, it appeared there is a trend that the lower the age of library managers is, the higher the recognizant degree of technical attributes becomes. and the group of library managers whose experience as a librarian was at the middle level (three years to six years of experience) recognized more affirmatively the technical aspect than the group of library managers whose experience as a librarian was at a higher level(more than 10 years). Also, it appeared that, when the activity of the professional association and research activity are active, the recognizant degree of technology becomes higher, and as a result. it influences the innovative nature of organization(the feasible degree of technical innovation and the feasible degree of administrative innovation). 4) As a result of the comparison and analysis of the characteristics of library organization according to the types of innovative implementation of library organization. it was indicated there is a trend that the larger the available resources of library organization, the higher the organic nature of organization such as differentiation. decentralization, etc., and the higher the level of the operation of system development, the more the type of the innovative implementation of library organization becomes the technical-socio systematic type which is higher both in the practical degrees of technical innovation and administrative innovation. 5) As a result of the comparison and analysis of the relations between the types of innovative implementation and the performance of organization, it appeared that the order from the highest performance of organization is the technical-socio systematic type, then the technic-oriented type, the organization­oriented type, and finally the stationary type which is lowest in such performance. That is, it demonstrated that, since the performance of library organization is highest in the library of the technical-socio systematic type while it is lowest in the library whose practical degrees in both technical innovation and administrative innovation are low, the performance of library organization differs significantly according to the types of innovative implementation of library organization. The present study has extracted the factors influencing innovation, classified systematically the types of innovative implementation, and inferred the synthetical, circumstantial correlations between the types and the performance of organization, and empirically inspected those factors. However, due to the present study's restrictive matters and the limit of the research design, results from the study should be more prudently interpreted. Also, the present study, as an investigative study of the types of innovative implementation, with few preceding studies, requires more complete hypothetical inference based on the results of the present study. In other words, if more systematical studies are given to understanding the relations, it will devote the suggestion and demonstration of a more useful theory.

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