• 제목/요약/키워드: multisource data

검색결과 9건 처리시간 0.031초

Feature Extraction and Multisource Image Classification

  • Amarsaikhan, D.;Sato, M.
    • 대한원격탐사학회:학술대회논문집
    • /
    • 대한원격탐사학회 2003년도 Proceedings of ACRS 2003 ISRS
    • /
    • pp.1084-1086
    • /
    • 2003
  • The aim of this study is to assess the integrated use of different features extracted from spaceborne interferometric synthetic aperture radar (InSAR) data and optical data for land cover classification. Special attention is given to the discriminatory characteristics of the features derived from the multisource data sets. For the evaluation of the features , the statistical maximum likelihood decision rule and neural network classification are used and the results are compared. The performance of each method was evaluated by measuring the overall accuracy. In all cases, the performance of the first method was better than the performance of the latter one. Overall, the research indicated that multisource data sets containing different information about backscattering and reflecting properties of the selected classes of objects can significantly improve the classification of land cover types.

  • PDF

Application of Bayesian Statistical Analysis to Multisource Data Integration

  • Hong, Sa-Hyun;Moon, Wooil-M.
    • 대한원격탐사학회:학술대회논문집
    • /
    • 대한원격탐사학회 2002년도 Proceedings of International Symposium on Remote Sensing
    • /
    • pp.394-399
    • /
    • 2002
  • In this paper, Multisource data classification methods based on Bayesian formula are considered. For this decision fusion scheme, the individual data sources are handled separately by statistical classification algorithms and then Bayesian fusion method is applied to integrate from the available data sources. This method includes the combination of each expert decisions where the weights of the individual experts represent the reliability of the sources. The reliability measure used in the statistical approach is common to all pixels in previous work. In this experiment, the weight factors have been assigned to have different value for all pixels in order to improve the integrated classification accuracies. Although most implementations of Bayesian classification approaches assume fixed a priori probabilities, we have used adaptive a priori probabilities by iteratively calculating the local a priori probabilities so as to maximize the posteriori probabilities. The effectiveness of the proposed method is at first demonstrated on simulations with artificial and evaluated in terms of real-world data sets. As a result, we have shown that Bayesian statistical fusion scheme performs well on multispectral data classification.

  • PDF

자동 위성영상 수집을 통한 다종 위성영상의 시계열 데이터 생성 (Generation of Time-Series Data for Multisource Satellite Imagery through Automated Satellite Image Collection)

  • 남윤지;정성우;김태정;이수암
    • 대한원격탐사학회지
    • /
    • 제39권5_4호
    • /
    • pp.1085-1095
    • /
    • 2023
  • 위성데이터를 활용한 시계열 데이터는 다양한 분야에서 변화 탐지와 모니터링에 필수적인 자료로 활용되고 있다. 시계열 데이터 생성에 관한 선행 연구에서는 데이터의 통일성을 유지하기 위해 주로 단일 영상을 기반으로 분석하는 방식이 사용되었다. 또한 공간 및 시간 해상도 향상을 위해 다종 영상을 활용하는 연구도 활발하게 진행되고 있다. 시계열 데이터의 중요성은 계속해서 강조되지만, 데이터를 자동으로 수집하고 가공하여 연구에 활용하기 위한 산출물은 아직 제공되지 않고 있다. 따라서 이러한 한계를 극복하기 위해 본 논문에서는 사용자가 설정한 지역의 위성정보를 자동으로 수집하고 시계열 데이터를 생성하는 기능을 제안한다. 본 연구는 한 종류의 위성영상뿐만 아니라 동일 지역의 여러 위성데이터를 수집하고 이를 시계열 데이터로 변환하여 산출물을 생성하는 것을 목표로 하며, 이를 위한 위성영상 자동 수집 시스템을 개발하였다. 이 시스템을 활용하면 사용자는 관심 있는 지역을 설정함으로써 해당 지역에 맞게 데이터가 수집되고 Crop되어 즉시 활용할 수 있는 데이터를 생성할 수 있다. 실험 결과로는 웹 상에서 무료로 제공되는 Landsat-8/9 OLI 및 Sentinel-2 A/B 영상의 자동 획득이 가능함을 확인하였으며, 수동 입력을 통해 별도의 고해상도 위성영상도 함께 처리할 수 있었다. 고해상도 위성영상을 기준으로 자동 수집 및 편집된 영상 간의 정확도를 비교하고 육안 분석을 수행한 결과, 큰 오차 없이 결과물을 생성할 수 있음을 확인했다. 이후 시계열 데이터 간 상대적 위치 오차 최소화 및 좌표가 획득되어 있지 않은 데이터 처리 등에 대한 연구 및 다양한 위성영상을 활용한 시계열 데이터 생성 기능 추가가 계획되어 있다. 위성영상을 활용한 시계열 데이터의 생성 방법이 정립되고, 국토위성, 농림위성과 같은 국내 위성정보를 이용한 시계열 데이터가 효과적으로 활용될 경우, 국토·농림·산업·해양 분야에서 다양한 응용 가능성이 기대된다.

Neutron activation analysis: Modelling studies to improve the neutron flux of Americium-Beryllium source

  • Didi, Abdessamad;Dadouch, Ahmed;Jai, Otman;Tajmouati, Jaouad;Bekkouri, Hassane El
    • Nuclear Engineering and Technology
    • /
    • 제49권4호
    • /
    • pp.787-791
    • /
    • 2017
  • Americium-beryllium (Am-Be; n, ${\gamma}$) is a neutron emitting source used in various research fields such as chemistry, physics, geology, archaeology, medicine, and environmental monitoring, as well as in the forensic sciences. It is a mobile source of neutron activity (20 Ci), yielding a small thermal neutron flux that is water moderated. The aim of this study is to develop a model to increase the neutron thermal flux of a source such as Am-Be. This study achieved multiple advantageous results: primarily, it will help us perform neutron activation analysis. Next, it will give us the opportunity to produce radio-elements with short half-lives. Am-Be single and multisource (5 sources) experiments were performed within an irradiation facility with a paraffin moderator. The resulting models mainly increase the thermal neutron flux compared to the traditional method with water moderator.

다종 공간정보로부터 취득한 지상기준점을 활용한 UAV 영상의 3차원 위치 정확도 비교 분석 (Three-Dimensional Positional Accuracy Analysis of UAV Imagery Using Ground Control Points Acquired from Multisource Geospatial Data)

  • 박소연;최윤조;배준수;홍승환;손홍규
    • 대한원격탐사학회지
    • /
    • 제36권5_3호
    • /
    • pp.1013-1025
    • /
    • 2020
  • UAV (Unmanned Aerial Vehicle) 플랫폼은 소규모 지역의 영상을 저비용으로 신속하게 취득이 가능하다는 장점이 있어 재난모니터링과 스마트시티 분야에 널리 활용되고 있다. UAV 기반 정사영상 및 DSM (Digital Surface Model) 제작 시 cm 급 정확도를 확보하기 위하여 UAV 영상의 위치보정을 위한 지상기준점(Ground Control Points, GCP)이 필수적이다. 하지만, 현장 GCP 취득을 위한 현장방문, 대공표지 설치에는 상당한 인력과 시간이 소요된다. 따라서 본 연구에서는 GCP 현장 취득을 대체하기 위한 방법으로 사전에 구축되어 활용가능한 세 가지 공간정보를 GCP로 이용하는 방법을 제시하였다. 연구에 사용한 세 가지 공간정보는 첫째, 25 cm 급 정사영상과 1:1000 수치지형도 기반 DEM (Digital Elevation Model), 둘째, 모바일매핑시스템(Mobile Mapping System, MMS)으로 취득한 점군 데이터, 셋째, MMS 데이터와 UAV 데이터를 융합하여 만든 하이브리드 점군 데이터이다. 세 가지 공간정보로부터 취득한 GCP를 이용하여 각각에 대하여 UAV 정사영상과 DSM (Digital Surface Model, DSM)을 생성하였다. 생성된 3가지 결과를 현장 RTK-GNSS 측량으로 취득한 검사점과 비교하여 3차원 위치 정확도평가를 진행하였다. 실험결과, 세 번째 경우인 MMS와 UAV를 융합한 하이브리드 점군 데이터를 GCP로 사용하였을 때, UAV 정사영상과 DSM의 최종 정확도가 수평방향의 RMSE는 8.9 cm, 수직방향의 RMSE는 24.5 cm로 가장 높게 나타났다. 또한, 현장 측량을 대체하기 위해 활용한 공간정보로부터 취득한 GCP의 분포는 수평 위치 정확도 보다 수직 위치 정확도에 더 많은 영향을 미치는 것으로 나타났다.

고등학생의 학업 스트레스, 신체화 증상, 사회적 지지가 대처유형에 미치는 영향 (Effects of Academic Stress, Somatization Symptoms, and Social Support on Coping Responses in High School Students)

  • 이은희;김영임;근효근;이영실
    • 한국학교보건학회지
    • /
    • 제28권2호
    • /
    • pp.56-66
    • /
    • 2015
  • The purpose of this study was to investigate factors associated with coping responses in Korean public high school students. Methods: This study employed a descriptive survey research design. The sample included 263 high school students who responded to a self-report questionnaire. Variables included socio-demographic characteristics, health-related characteristics, academic stress, somatization symptoms, social support, and coping responses. Data were analyzed using descriptive statistics, t-tests, ANOVA, Pearson's correlations, and multiple regressions. Results: Participants, regarding their school life, reported moderate levels of academic stress ($M{\pm}SD=2.3{\pm}0.52$) and somatization symptoms ($M{\pm}SD=2.3{\pm}0.71$), and a relatively high level of social support ($M{\pm}SD=4.2{\pm}0.67$). All the variables were associated with the use of multiple coping responses. Active-cognitive coping ($M{\pm}SD=2.9{\pm}0.68$) was most frequently used, followed by active-behavioral coping ($M{\pm}SD=2.5{\pm}0.56$). and avoidant coping ($M{\pm}SD=2.3{\pm}0.75$). Significant relationships were found among the measured variables: positive relation between academic stress and somatization symptoms, but, negative between academic stress and both somatization symptoms and social support. Students who had higher stress and more somatization symptoms were more likely to use avoidant coping than the others. In multiple regression analysis, while factors associated with each coping response differed, gender appeared to be a significant factor in all methods. Variables included in the final model explained 27% of the variance in avoidant coping (F=11.40, p<.001). Conclusion: Based on the study results, schools should provide tailored educational programs to help high school students reduce multisource stress and somatization symptoms at school and cope with them in more active and effective ways.

Mechanisms of thermally induced deflection of a long-span cable-stayed bridge

  • Zhou, Yi;Sun, Limin;Peng, Zhijian
    • Smart Structures and Systems
    • /
    • 제15권3호
    • /
    • pp.505-522
    • /
    • 2015
  • Variation of temperature is a primary environmental factor that affects the behavior of structures. Therefore, understanding the mechanisms of normal temperature-induced variations of structural behavior would help in distinguishing them from anomalies. In this study, we used the structural health monitoring data of the Shanghai Yangtze River Bridge, a steel girder cable-stayed bridge, to investigate the mechanisms of thermally induced vertical deflection ($D_T$) at mid-span of such bridges. The $D_T$ results from a multisource combination of thermal expansion effects of the cable temperature ($T_{Cab}$), girder temperature ($T_{Gir}$), girder differential temperature ($T_{Dif}$), and tower temperature ($T_{Tow}$). It could be approximated by multiple linear superpositions under operational conditions. The sensitivities of $D_T$ of the Shanghai Yangtze River Bridge to the above temperatures were in the following order: $T_{Cab}$ > $T_{Gir}$ > $T_{Tow}$ > $T_{Dif}$. However, the direction of the effect of $T_{Cab}$ was observed to be opposite to that of the other three temperatures, and the magnitudes of the effects of $T_{Cab}$ and $T_{Gir}$ were found to be almost one order greater than those of $T_{Dif}$ and $T_{Tow}$. The mechanisms of the thermally induced vertical deflection variation at mid-span of a cable-stayed bridge as well as the analytical methodology adopted in this study could be applicable for other long-span cable-stayed bridges.

Experimental investigation of blocking mechanism for grouting in water-filled karst conduits

  • Zehua Bu;Zhenhao Xu;Dongdong Pan;Haiyan Li;Jie Liu;Zhaofeng Li
    • Geomechanics and Engineering
    • /
    • 제34권2호
    • /
    • pp.155-171
    • /
    • 2023
  • Aiming at the grouting treatment of water inflow in karst conduits, a visualized experiment system for conduit-type grouting blocking was developed. Through the improved water supply system and grouting system, and the optimized multisource information monitoring system, the real-time observation of diffusion and deposition of slurry, and the data acquisition of pressure and velocity during the whole process of grouting were realized, which breaks through the problem that the monitoring element is easy to fail due to slurry adhesion in conventional test system. Based on the grouting experiments in static and flowing water, the diffusion and deposition behavior of the quick-setting slurry under different working conditions were analyzed. The temporal and spatial variation behavior of the pressure and velocity were studied, and the blocking mechanism of the grouting were further revealed. The results showed that: (1) Under the flowing water condition, the counter-flow diffusion distance of slurry was negatively correlated with the flow water velocity and the volume ratio of cement and sodium silicate (C-S ratio), and positively correlated with the grouting volume. The slurry deposition thickness was negatively correlated with the flowing water velocity, and positively correlated with the grouting volume and C-S ratio. (2) The pressure increased slowly before blocking of the flowing water and rapidly after blocking in karst conduits. (3) With the continuous progress of grouting, the flowing water velocity decreased slowly first, then significantly, and finally tended to be stable. According to the research results, some engineering recommendations were put forward for the grouting treatment of the conduit-type water inflow disaster, which has been successfully applied in the treatment project of the China Resources Cement (Pingnan) Limestone Mine. This study provided some guidance and reference for the parameter optimization of grouting for the treatment projects of water inflow in karst conduits.