• 한국조경학회지
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• 제51권3호
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• pp.70-82
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• 2023

최근 IT 기술과 데이터의 범람으로 생활 전반적인 부분의 패러다임이 전환되고 있다. 이러한 기술의 발전과 변화는 학술영역에도 영향을 미치고 있다. 학문적 교류와 연계를 통해 연구주제나 연구 방법의 개선이 이루어지고 있다. 특히, 데이터 기반의 연구 방법이 다양한 학문분야에서 진행되고 있으며 조경학에서도 지속적인 연구가 필요한 시점이다. 따라서 본 연구에서는 이러한 시대적 상황을 반영하여 인공지능의 한 분야인 머신러닝을 활용한 경관 선호 평가 및 예측모델의 개발 가능성을 알아보는 것을 목표로 한다. 본 연구의 목표를 달성하기 위하여 경관 분야에 머신러닝 기법을 적용하여 경관 선호 평가 및 예측 모델을 구축하고, 구축된 모형의 모의정도를 검증하였다. 이를 위해 본 연구에서는 최근 신재생에너지 사업으로 주목받는 풍력발전시설 경관 이미지를 연구대상으로 선정하였다. 분석을 위하여 풍력발전시설 경관 이미지를 웹크롤링 기법을 활용하여 수집하고 분석 테이터셋을 구축하였다. 우수한 성능의 예측모델 도출을 위하여 머신러닝 분석에 활용되는 University of Ljubljana의 프로그램인 오렌지 버전 3.33을 활용하였다. 또, 머신러닝 학습데이터의 평가기준을 통합한 모델과 평가기준 별도 모델 구조를 활용하였으며, 머신러닝 분류모델에 적합한 kNN. SVM, Random Forest, Logistic Regression, Neural Network 알고리즘을 사용해 모델을 생성하였다. 생성된 모델을 성능 평가를 실시하여 본 연구에 가장 적합한 예측모델을 도출하였다. 본 연구에서 도출된 예측모델은 경관의 유형에 따른 분류, 경관과 대상의 시거리에 따른 분류, 선호에 따른 분류 등 3가지 평가기준을 별도로 평가 후 종합해 예측하여 결과를 도출하였다. 연구 결과 경관 유형에 따른 평가 기준 정확도 0.986, 시거리에 따른 평가 기준 정확도 0.973, 선호에 따른 평가 기준 정확도 0.952에 달하는 높은 정확도를 가진 예측모델을 개발하였으며, 평가데이터 예측 결과를 통한 검증과정을 보아도 모델의 성능 치를 상회하는 성과를 도출했음을 알 수 있다. 경관 관련 연구에서 머신러닝을 활용한 예측모델 개발 가능성을 알아본 실험적 시도로 이미지 데이터의 수집 및 정제를 통해 데이터 세트를 구축하여 높은 성능의 예측모델이 생성 가능하며, 이후 경관 관련 연구 분야에 활용될 수 있다는 가능성을 확인할 수 있었다. 본 연구의 결과와 시사점, 한계점을 반영한다면 풍력발전시설의 경관뿐만 아니라 자연경관이나 문화경관 등 다양한 형태의 경관 예측모델 개발이 가능할 것으로 생각되며, 경관 유형에 따라 이미지를 분류하는 모델의 연구를 통해 데이터 분류의 시간을 단축하거나 머신러닝을 활용한 경관예측 인자분석을 통해 경관계획 요소의 중요도 분석 등의 주제에 맞는 연구 방법을 탐색하고 적용하여 후속 연구를 진행한다면 조경학 분야에서도 머신러닝 기법을 보다 유용하고 가치 있게 활용할 수 있을 것으로 생각된다.

• 한국조경학회지
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• 제29권1호
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• pp.100-112
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• 2001

The purpose of this study is to construct the evaluation criteria based on the relative importance and various combination of each evaluation index and then to evaluate urban biotope in terms of conservation of species and habitat. After the standard of evaluation had been developed through the literature review, the relative importance of the evaluation index through expert survey was found out, and the evaluation model of biotope value has been established. The results of this study are as follows; 1) We have constructed the nineteen evaluation criteria through literature reviews, and have provided relative importance to each evaluation index of the diversity of typical species in biotope, afforestation rate, stratification, Hemeroby grads, and the diversity of landscape patterns based on the results of expert survey. and then we have constructed the evaluation system using the relative importance criteria. 2) To evluate urban biotope using the evaluation system constructed, we selected 14 sites. The final evaluation results of each site is as follows; The III grade areas are Seohan and Hwasung high-rise apartment at Beummul-Dong, Korea Men Power /Agency in Sungs 대 industrial zone, the adjacent area of St. Tongil, and Hyomyung elementary school. The II grade areas are the farm land behind the third Anshim Jugong apartment, and Ehyun park. The I grade areas are swampy land in front of Kangchon and Anshim construction site, water space with semi-natural style in front of Gangchon Woobang apartment, forest zone near page Temple at mt. Palgong, the edge area of Jisan and Gosan, and the tendril yard against Anshim middle school. The only grade IV area is the commercial zone near Taegu Department 3) It is highly useful to evaluate urban biotope using the evaluation criteria constructed for this research, the evaluation criteria we developed may be difficult to guarantee the ability for reproduction and recovery, the appearance-number of the rare and endangered species are difficult to estimate urban biotopes. In the future, it is highly useful to evaluate biotope in terms of conservation of species and habitat through its valuation criteria developed in this research and it is necessary to develop the evaluation criteria applicable to estimation of biotope inventory and reproduction of biotope.

• 한국조경학회지
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• 제28권5호
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• pp.15-25
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• 2000

The purpose of this paper is to examine the visual evaluation structure about the formal changes of streetscape by the different moving speed in two alternative control plans for the building height and the setback regulation. The virtual reality system is applied to the experimental tool. Eighty-two experimental models are made in consideration of the height and the setback of the building regulation cased by Midou-suji street in Osaka City, Japan. and ten typical models are selected by pre-experiment. Since the changes of the landscape structure consists of the height and the setback of the building, four the evaluation items are set: grade of continuity, order, openness, preference. As there are eighty-two landscape models which are too many to be applied in this experiment, ten role models are drawn out and used in this experiment. The mean difference test, discriminant analysis, and multiple linear regression methods had been used for the statistical analysis methods. The results of this study are as follows; 1) It is found out the fact of the difference evaluation structure amount experiments models. 2) From the sketch analysis and interview, it is found out difference cognition structure by the moving speed and alternatives. 3) From the discriminant and regression analysis, it is found out that the evaluation value about continuity becomes low by the moving speed change from walking speed to driving speed. We suggest that continuous experiment should be made with a variety of groups and models, and general and universal results should also be come out of the experiments above.

• 한국조경학회지
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• 제33권6호
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• pp.12-21
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• 2006

This study aims to examine what factors park users value in urban natural parte and to find ways to elevate user satisfaction for the creation and usage of an urban natural park To achieve this, the study relied on two methods: the descriptive method of researching publications and related scholastic writings, and the empirical study method including a survey of present condition and interviews with users. 'Breathing fresh air' and 'cleanliness' were the most important items and play facilities, cultural facilities, and landscape facilities were of lower orders of importance. This suggests that the 'sense of nature' is more important than functional facilities in urban natural parte. The importance of urban natural parks and the satisfaction visitors felt in them were measured, with mean results of 5.86 and 3.88, respectively, in terms of living surroundings. The impotance rating is higher than the satisfaction rating. Factor analysis resulted in six factors: benefits sought facilities for use, pleasant use, safety, accessibility, and management. Correlation and regression analysis showed only one positively correlated factor: benefits sought, suggesting that people recognize the importance of urban natural Parte through the benefits they gain in them and the satisfaction they find in urban parte depends on utilizing facilities. Therefore, in urban natural parks, people will find greater satisfaction through pursuit of the benefits they are seeking; improvements to park facilities should address the benefits that park users are seeking.

• 한국산업융합학회 논문집
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• 제13권4호
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• pp.227-233
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• 2010

This study analyzes the images of city residents on the landscape elements of the rural theme villages. The results of analysis bring the following conclusions. 1) Important factor of rural landscape with worth preserving is natural landscape such as dense forests, trees and creek. 2) Natural landscape such as forests and trees is evaluated high in image-assessment as well. However, it is evaluated low in the image of "Diversity", therefore, various species of trees need to be preserved. 3) In the future, people who spent their life only in the city would be the main stream of Green-tourism, and their structure of image-assessment needs to be reorganized.

• 한국환경생태학회지
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• 제29권2호
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• pp.263-278
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• 2015

This study is intended to evaluate the value of functional aspect from the viewpoint of habitat. The indicators that are used in biotope evaluations are various, but most of them use the criteria to evaluate the naturality. This evaluation method cannot appropriately reflect the functional characteristics coming from relation to the surrounding biotope. In this study, the connectivity, cohesion and diversity between individual biotope are quantitatively measured by a landscape index. It is hard to draw the functional value of individual biotopes because the landscape index related to connectivity, cohesion and diversity comes from a landscape having a number of biotopes. The concept of contribution was used to overcome this limitation. The concept of contribution is to quantify how much each individual biotope contributes to the connectivity, cohesion, and diversity in a certain range of landscape by deriving the amount of change in the landscape index according to the presence or absence of each individual biotope. In order to understand the characteristics of evaluation results in functional aspect, this research has done a comparative analysis of the previous research findings in the same target area. According to the result of the research, individual biotopes such as artificial forests, fragmented natural forests, and small planting sites were highly rated.

• 한국환경과학회지
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• 제11권6호
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• pp.471-482
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• 2002

The purpose of this study is in identifying the attraction degree of Seonunsan Provincial Park by quantitative analysis. For this, landscape slide test was performed by questionaries. And multiple regression analysis and Factor analysis were performed far identifying the attraction degree of users. The attraction degree of natural resources was evaluated by questionaries about the landscape scene of 120 slides which was pictured at the chief visual corridor So it is considered that tourism route far attracting people into natural characteristic resources should be developed. It is identified once again that factors of $\boxdr$Naturalness$\boxul$,$\boxdr$Uniqueness$\boxul$and $\boxdr$Mysteriousness$\boxul$are important in natural landscape. And 16 explanation variables which explain the attraction degree of viewing landscape were classified as 4 factors. Those were defined as $\boxdr$Ability (FⅠ)$\boxul$, $\boxdr$Season harmony (FII)$\boxul$,$\boxdr$Simplicity (FⅢ)$\boxul$ and $\boxdr$Legibility(FⅣ)$\boxul$. It is identified that the variables of FⅠ, mysteriousness, is a representative image which expresses the characteristics of Seonunsan Provincial Park.

• 환경영향평가
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• 제32권6호
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• pp.577-589
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• 2023

국내의 경관영향평가는 시각적 영향을 평가하는 기술적 기법은 표준화되어 있지만, 해양경관 자체를 평가하는 방법은 표준화되지 않은 한계가 있어 개선이 필요한 실정이다. 특히 국내의 해상풍력발전의 경관영향평가에서도 경관 자체를 수용체로 인식하고 그 경관의 특성 및 민감도를 평가할 수 있는 체계 마련이 필요하다. 이에 본 연구에서는 해상풍력발전 사업의 사업 특성을 반영한 해양경관의 질 평가서 작성에 관한 평가방안을 제시하고, 실제 사업대상지를 사례로 적용하여 활용 가능성을 검토하였다. 해상풍력발전 사업 시 해양경관의 질 평가는 사전 조사 내용을 바탕으로 경관 특성, 물리적 특성, 사회문화적 특성의 평가항목을 평가하고, 5개의 등급으로 구분하여 해양경관의 질을 평가하였다. 다음으로 평가 항목의 평가 기준을 종합하여 해양경관의 질 등급을 보존등급(5급)-준보존등급(4급)-완충등급(3급)-준 개선등급(2급)-개선등급(1급)으로 구분하여 판정하였다. 또한, 실제 사업대상지인 신안우이 해상풍력 발전사업 단지를 임의로 선정하여 평가 과정을 수행하고 활용성을 검토하였다. 본 연구는 해상풍력발전 사업 시 기존의 시각영향평가 위주의 방법을 보완하고 해양경관 자체의 질을 평가하여 해상풍력발전 사업 진행 시 해양경관자원을 효과적으로 보전하고자 하였다. 경관평가 시 기계적이고 정량적인 평가에 의존하기보다는, 사업대상지의 입지적, 사회문화적 특성에 대한 종합적 이해와 이해당사 자들과의 소통과 협력을 위한 기초자료로 활용될 수 있기를 기대한다.

• 한국조경학회:학술대회논문집
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• 한국조경학회 1999년도 정기대회 및 학술논문발표회
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• pp.52-53
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• 1999

• 한국환경복원기술학회지
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• 제22권2호
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• pp.73-92
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• 2019

The purpose of this study is to establish the conservation and restoration areas for sustainable stream management by reflecting the ecological health, cultural characteristics, and the citizens' needs for stream uses. Therefore, we extended spatial ranges of stream evaluation to riparian areas in addition to stream sections. The evaluation indexes are stream naturalness, availability, biota assessment, and riparian characteristics such as land uses and legally protected areas. The grading system was unified with five classes. The spatial evaluation units for stream section are classified as right and left for laterally and 500m for longitudinally. For riparian areas, 30m and 100m of distance from the edge of stream are applied as spatial evaluation units. The six types of stream sections for management are conservation sections(priority/general) and restoration sections(priority/general) for ecological landscape and core and general sections for cultural landscape. The established system for evaluation and designating areas for stream management was applied to Jeonjucheon and Samcheon in Jeonju-si, and the conservation and restoration areas were designated reflecting the characteristics of urban and non-urban areas and left and right of stream sections. The results of this study will provide detailed guidelines for designating stream sections and practical management strategies for sustainable urban stream management.