• Title/Summary/Keyword: 공간회귀모델

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High Resolution Ocean Color Products Estimation in Fjord of Svalbard, Arctic Sea using Landsat-8 OLI (Landsat-8 OLI를 이용한 북극해 스발바드 피요르드의 고해상도 Ocean Color Product 산출)

  • Kim, Sang-Il;Kim, Hyun-Cheol;Hyun, Chang-Uk
    • Korean Journal of Remote Sensing
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    • v.30 no.6
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    • pp.809-816
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    • 2014
  • Ocean Color products have been used to understand marine ecosystem. In high latitude region, ice melting optically influences the ocean color products. In this study, we assessed optical properties in fjord around Svalbard Arctic sea, and estimated distribution of chlorophyll-a and suspended sediment by using high resolution satellite data, Landsat-8 Operational Land Imager (OLI). To estimate chlorophyll-a and suspended sediment concentrations, various regression models were tested with different band ratio. The regression models were not shown high correlation because of temporal difference between satellite data and in-situ data. However, model-derived distribution of ocean color products from OLI showed a possibility that fjord and coastal areas around Arctic Sea can be monitored with high resolution satellite data. To understand climate change pattern around Arctic Sea, we need to understand ice meting influences on marine ecosystem change. Results of this study will be used to high resolution monitoring of ice melting and its influences on the marine ecosystem change at high latitude. KOPRI (Korea Polar Research Institute) has been operated the Dasan station on Svalbard since 2002, and study was conducted using Arctic station.

Susceptibility Mapping of Umyeonsan Using Logistic Regression (LR) Model and Post-validation through Field Investigation (로지스틱 회귀 모델을 이용한 우면산 산사태 취약성도 제작 및 현장조사를 통한 사후검증)

  • Lee, Sunmin;Lee, Moung-Jin
    • Korean Journal of Remote Sensing
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    • v.33 no.6_2
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    • pp.1047-1060
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    • 2017
  • In recent years, global warming has been continuing and abnormal weather phenomena are occurring frequently. Especially in the 21st century, the intensity and frequency of hydrological disasters are increasing due to the regional trend of water. Since the damage caused by disasters in urban areas is likely to be extreme, it is necessary to prepare a landslide susceptibility maps to predict and prepare the future damage. Therefore, in this study, we analyzed the landslide vulnerability using the logistic model and assessed the management plan after the landslide through the field survey. The landslide area was extracted from aerial photographs and interpretation of the field survey data at the time of the landslides by local government. Landslide-related factors were extracted topographical maps generated from aerial photographs and forest map. Logistic regression (LR) model has been used to identify areas where landslides are likely to occur in geographic information systems (GIS). A landslide susceptibility map was constructed by applying a LR model to a spatial database constructed through a total of 13 factors affecting landslides. The validation accuracy of 77.79% was derived by using the receiver operating characteristic (ROC) curve for the logistic model. In addition, a field investigation was performed to validate how landslides were managed after the landslide. The results of this study can provide a scientific basis for urban governments for policy recommendations on urban landslide management.

Analysis of Variables Affecting on Customer Loyalty by Market Segments for the Korean Open Air Market Using Mixture Regression Model (Mixture Regression Model을 이용한 재래시장의 세분집단별 고객충성도에 미치는 영향 변수 분석)

  • Kim, Jong-Kook;Park, Youn-Jae;Park, Ju-Young;Choi, Ja-Young
    • Journal of Distribution Research
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    • v.12 no.4
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    • pp.1-25
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    • 2007
  • The purpose of this study is to provide the strategic implication of the Korean open air market by examining the factors affecting customer loyalty for various market segments as their competitive environment becomes more turbulent. We have undertaken empirical research that uses the methodology of a mixture regression modeling, as a way to ascertain the determinants of customer loyalty toward the Korean open air market, which should form the base of strategy for each segment. We construct a mixture regression model which uses perceived the Korean open air market value dimensions as explanatory variables, an income as a covariate variable, and a customer loyalty as a dependent variable. The analysis of results show that customers are statistically divided into four segments: 'Accessibility'(33.7%), 'Price'(29.7%), 'Shopping environment,'(22.0%), and 'Merchandising,'(14.5%) groups. The findings also showed that parameter estimates are different for each group, which indicates that the sensitivity to changes in the Korean traditional market perceived value and the income variable affecting customer loyalty vary among segments.

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Why don't people adopt e-learning? (e-learning 채택에 영향을 미치는 요인에 관한 연구)

  • Yun, Suk-Ja;Kwon, Soon-Dong
    • Proceedings of the Korea Society of Information Technology Applications Conference
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    • 2006.06a
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    • pp.232-249
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    • 2006
  • e-learning은 오프라인 교육에 비해 시간과 공간의 제한을 받지 않고, 반복학습이 가능하며, 비용이 저렴하다. 그러나 이러한 장점에도 불구하고 1990년대 말 도입되어 6년 이상 경과되었으나 아직 널리 보급되지 않고 있다. 본 연구에서는 e-learning이 갖는 다양한 장점에도 불구하고 왜 채택이 저조한가에 대한 원인을 찾고, 보급을 확산시킬 방안을 찾는데 목적이 있다. 이를 위해 e-learning 채택에 대한 선행연구를 검토하고 e-learning 채택자와 미채택자에 대한 인터뷰를 수행하였다. 결과적으로 유용성, 지속성: 재미, 반복성, 비용, 접근성, 학습동기, 즉시성 요인이 e-learning 채택에 영향을 미친다는 연구모델을 도출하였다 여기서 비용과 접근성은 기존 선행연구들과 반대의 가설을 제시하였다. 즉, e-learning은 오프라인에 비해 비용이 저렴하기 때문에 그리고 반복해서 학습할 수 있기 때문에 학습을 미루게 되어 오히려 채택을 저해한다는 것이다. 다중회귀분석을 통해 검증한 결과 즉시성은 채택되지 않았고, 비용이 저렴하기 때문에 그리고 반복해서 학습할 수 있기 때문에 e-learning을 채택하게 된다고 나타나, 본 연구의 가설은 성립되지 않고 기존 연구가설이 타당한 것으로 나타났다. 본 연구의 대상이 e-learning을 사용해본 경험이 비교적 많지 않은 사람을 대상으로 하였기 때문에 나타난 결과라 생각된다. 향후 e-learning을 6개월 이상 사용해본 사람들을 대상으로 연구해 볼 필요가 있다고 생각된다.

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The Effect of Urban Trees on Residential Solar Energy Potential (도심 수목이 분산형 주거 태양광에너지 잠재량에 미치는 영향)

  • Ko, Yekang
    • Journal of the Korean Institute of Landscape Architecture
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    • v.42 no.1
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    • pp.41-49
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    • 2014
  • This study spatially assesses the impact of trees on residential rooftop solar energy potential using urban three-dimensional models derived from Light Detection and Ranging(LiDAR) data in San Francisco, California. In recent years on-site solar energy generation in cities has become an essential agenda in municipal climate action plans. However, it can be limited by neighboring environments such as shade from topography, buildings and trees. Of all these effects, the impact of trees on rooftop photovoltaics(PVs) requires careful attention because improper situation of solar panels without considering trees can result in inefficient solar energy generation, tree removal, and/or increasing building energy demand and urban heat island effect. Using ArcMap 9.3.1, we calculated the incoming annual solar radiation on individual rooftops in San Francisco and the reduced insolation affected by trees. Furthermore, we performed a multiple regression analysis to see what attributes of trees in a neighborhood(tree density, tree heights, and the variance of tree heights) affect rooftop insolation. The result shows that annual total residential rooftops insolation in San Francisco is 18,326,671 MWh and annual total light-loss reduction caused by trees is 326,406 MWh, which is about 1.78%. The annual insolation shows a wide range of values from $34.4kWh/m^2/year$ to $1,348.4kWh/m^2/year$. The result spatially maps the locations that show the various levels of impact from trees. The result from multiple regression shows that tree density, average tree heights and the variation of tree heights in a neighborhood have statistically significant effects on the rooftop solar potential. The results can be linked to municipal energy planning in order to manage potential conflicts as cities with low to medium population density begin implementing on-site solar energy generation. Rooftop solar energy generation makes the best contribution towards achieving sustainability when PVs are optimally located while pursuing the preservation of urban trees.

A Study on the Statistical GIS for Regional Analysis (지역분석을 위한 웹 기반 통계GIS 연구)

  • 박기호;이양원
    • Spatial Information Research
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    • v.9 no.2
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    • pp.239-261
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    • 2001
  • A large suite of official statistical data sets has been compiled for geographical units under the national directives, and it is the quantitative regional analysis procedures that could add values to them. This paper reports our attempts at prototyping a statistical GIS which is capable of serving over the Web a variety of regional analysis routines as well as value-added statistics and maps. A pilot database of some major statistical data was ingested for the city of Seoul. The baseline subset of regional analysis methods of practical usage was selected and accommodated into the business logic of the target system, which ranges from descriptive statistics, regional structure/inequality measures, spatial ANOVA, spatial (auto) correlation to regression and residual analysis. The leading-edge information technologies including the application server were adopted in the system design and implementation so that the database, analysis modules and analytic mapping components may cooperate seamlessly behind the Web front-end. The prototyped system supports tables, maps, and files of downloadable format for input and output of the analyses. One of the most salient features of out proposed system is that both the database and analysis modules are extensible via the bi-directional interface for end users; The system provides users with operators and parsers for algebraic formulae such that the stored statistical variables may be transformed and combined into the newly-derived set of variables. This functionality eventually leads to on-the-fly fabrication of user-defined regional analysis algorithms. The stored dataset may also be temporarily augmented by user-uploaded dataset; The extension of this form, in essence, results in a virtual database which awaits for users commands as usual. An initial evaluation of the proposed system confirms that the issues involving the usage and dissemination of information can be addressed with success.

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An Analysis of the Traffic Noise Measurement Plans of 'Apartment Complexes' - A Case on the North Riverside Expressway in Seoul - ('아파트단지' 교통소음측정방안에 관한 연구 - 강북 강변도로 사례를 중심으로 -)

  • Kang, Jun Mo;Lee, Sung Kyung
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.26 no.1D
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    • pp.1-11
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    • 2006
  • This study conducts a theoretical research on road traffic noise. Also, the domestic road noise forecast models were compared each other and analyzed with advanced countries' models to indicate the application possibility and problems. For the establishment of a general formula, we compared the forecasted value with the actual value applied in the formula proposed by the National Environment Institute, and examined the necessary improvement of the domestic road traffic noise forecast model. Also, a regression model was built to examine the relationship between traffic factors and noise. The traffic volume and speed are the main traffic factors used in this formula to affect the noise. From the results, it was found that the speed had a closer relationship with the noise rather than the traffic volume. Therefore, to decrease road noise, it is more important to control traffic speed. The spatial effect of road traffic noise within the apartment complexes was used in the case study to derive location-specific adjustment values. We surveyed the road traffic noise of three apartment complexes, and found that the road traffic noise within each complex was affected at plane level as well as at three-dimensionally. In other words, as the distance from the sound origin grows farther, noise level decreases. Also, it was found that noise increases as heigt goes up, but drops when the height goes beyond a certain level, and that the effect of noise decreases if there are obstacles along the path of the noise direction. Therefore, apartment site design should be done with consideration of the effects of noise in the future.

A STUDY ON THE APPLICATION OF THE COMPREHENSIVE LAND USE/TRANSPORTATION MODELS IN SEOUL CAPITAL REGION (서울수도권에 있어서의 토지이용 및 교통 통합모델 응용에 관한연구)

  • 윤정섭
    • Spatial Information Research
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    • v.2 no.1
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    • pp.3-14
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    • 1994
  • The external diseconomy has been accelerated by the megaspatial structure of metropolis such as Seoul Capital Region(below SCR), Korea in which the more than 10 million populations inhabit. The main course for It could be elaborated by the overconcentration of the urban and regional function of various kinds. The study is performed to analyze quantitatively the status quo of the region as described above and proceed into forecasting the future population trend, the land use at location for the increment of regional population and to set the location of new towns in Seoul Capital Region System projected by the methods in computer algorithm of descriptive models such as the simple and multiple regress ion analysis models, the gravity model and the facility location on a plane model analysis. The goal and object ive of the metropolitan planning are to decentralize the regional growth management to the optimum degree, which will not hinder the economic growth of the region, but the result of the study is that we can not discourage the functional concentration of Seoul Capital Region and, we have to provide the region with the appropriate new towns.

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The Effects of Rural Living Community Characteristics on the Elderly's Life Satisfaction (농촌지역 생활공동체의 특성이 노인들의 생활만족도에 미치는 영향)

  • Lee, Sang-Rok;Do, You-Hee
    • The Journal of the Korea Contents Association
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    • v.20 no.5
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    • pp.171-180
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    • 2020
  • The purpose of this study is to examine the effects of the characteristics of the elderly living community in rural areas on the life satisfaction of the elderly. The subjects of study were 670 elderly people living at the living communities in Jeollabuk-do. In order to achieve the research purpose, multiple regression analysis model was applied using community characteristics as independent variables and life satisfaction as dependent variable. Among community variables, programs, mutual support, pysical space satisfaction, community consciousness and conflict, household labor burden are significant variables for life satisfaction. Among the personal characteristics, subjective health, monthly average income, marriage status(bereavement) are found to have a significant effect on life satisfaction. These results suggest that the influence of community characteristics as well as individual characteristics are important on the life satisfaction of the elderly living in the group life. The results of this study suggest such as policy implications that living community features such as interactions among seniors, programs, and their relationship with local residents are the important intervention points for improving life satisfactions of the elderly living community in rural area.

Analysis of Chlorophyll Reflectance and Assessment of Trophic State for Daecheong Reservoir Using Remote Sensing (클로로필의 반사특성 분석과 원격탐측을 이용한 대청호의 영양상태 평가)

  • Kim, Tae-Geun;Kim, Tae-Seung;Cho, Gi-Sung;Kim, Hwan-Gi
    • Journal of Korean Society for Geospatial Information Science
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    • v.4 no.2 s.8
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    • pp.35-45
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    • 1996
  • The reflectance of chlorophyll was measured using UV-VIS spectrophotometer with the reflectance integrator in the laboratory in order to define its spectral characteristics. Sharp peaks appear at around 485nm and 655nm due to fluorescence and scattering, and the reflectance of chlorophyll increases at 580nm. With the increase in the chlorophyll concentration, the reflectance also increases. We have applied TM data to the reflectance spectrum of chlorophyll and have developed two formula with which one can estimate the chlorophyll concetration. Satellite re sensing, with its synoptic overage, is used to obtain the chlorophyll concentration in Daecheong reservoir. The approach involved acquisition of water quality samples front boat simultaneous with Landsat 5 satellite overpass. The remotely-sensed data and the ground truth data were obtained oil 20 June 1995 and on 18 March 1996. Regression models have been developed between the chlorophyll concentration and Landsat Thematic Mapper digital data. As the regression model was determined based on the correlation coefficient which was higher than 0.7 and the spectral characteristics of chlorophyll, and we have applied it to the entire study area to genelate a distribution map of trophic state. According to the trophic state map made based upon Aizaki's TSI and chlorophyll a concentration, the area where Okchun stream was flowing into was shown to be polluted the most all over the Daechung reservoir by showing an eutrophic state in June 1995 and a mesotrophic state in March 1996.

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