• 한국수자원학회논문집
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• 제54권10호
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• pp.759-768
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• 2021

이 연구는 스마트 미터 최종 사용자 수요 데이터의 특성을 조사하여 개별 가정용 물 사용량을 분류하는 새로운 접근방식을 도입한다. 여기서는 잘 알려진 비지도 기계학습법 중 하나인 K-means 알고리즘을 적용하여 각 가구별 물 사용 분류를 수행한다. 최종 사용자 수요의 물 사용강도와 지속 시간은 물 수요 패턴이 유사한 가구를 결정하는 주요한 특징으로 사용된다. 그 결과 21가구가 13개의 군집으로 분류되었고 각 군집은 1가구, 2가구, 3가구 또는 5가구로 구성된다. 수집된 데이터 및 최종 사용자의 물 수요 패턴과 관련하여 여러 가구가 동일한 클러스터로 분류되는 이유를 본 논문에서 소개한다.

• 국제초고층학회논문집
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• 제6권3호
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• pp.261-269
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• 2017

Designed by star architect of Moshes Safdie, Raffles City Chongqing includes a total of 6 mega high-rise towers 250 to 380 m tall, a sky conservatory, a 5-storey high shopping mall and a 3-storey basement car parking. Located at the confluence of the Yangtze and Jailing Rivers, the site for the project is imbued with a significance that is immediately symbolic, both as a sign of Chongqing's important past and as a vivid indicator of the city's thriving present and future. The design for the project to be situated at this gateway takes as its governing idea the image of powerful sails upon the water. The outer facades of the project's eight towers - the transparent surfaces that will face the water to the north - are meant to recall a fleet of ancient Chinese ships, with their huge rectangles of white canvas filled by the wind. This is a $1.13million\;m^2$ mega scale integrated project of office, retail, hotel, service residence and high-end residence with the transportation hub and traffic circulation at various levels of the project. This paper presents the multi-dimensional hybrid design, engineering and construction of this mega scale project. The innovations and the cutting-edge technology used in this project are introduced and discussed benchmarking the design and construction of the skyscraper cluster in a major city like Chongqing of China.

• 한국환경복원기술학회지
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• 제15권5호
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• pp.103-114
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• 2012

The purpose of this research is classifying stream into different types depending on various factor from the perspective of stream corridor restoration and using it as basic data, which are used to consider efficient management and planning for the healthy stream according to the characteristic by types. In this study, 130 points of location of the Nakdong river basin which consist of various geographic factors have been chosen and hierarchical cluster analysis has been carried out in these points by using biological and physiochemical factors whose health can be considered to be predicted and evaluated. As a result of cluster analysis, there were three divided types. Type A whose biology and water quality are considered the best was the highest in forest area percentage so that it was classified into natural stream. Type B was classified into a rural region stream with a mixture of urban and agricultural region. Type C, with the most damaged water quality and biology health had the most urban region surface area and was named as urban region stream. Moreover, an overall restoration strategy according to characteristic by stream types was set. By the results of correlation analysis on factors, water quality showed a high correlation with biological properties and was affected by surrounding land usage. In evaluation of streams, it proves the need to consider not only other habitat's geographical and biological factors but also the water quality and land usage factors. There needs to be further research on stream ecosystem functionality factors and structural aspects by using a more objective and total evaluation result in selecting additional index and various other specific classification methods by stream types and its restoration strategies.

• 한국습지학회지
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• 제13권3호
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• pp.581-591
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• 2011

김승호 등(2011)에 의해 제안된 둠벙의 유형이 화학적 수환경 특성과 습지식물의 서식 유무를 반영하는지 확인하기 위하여 4가지 유형을 대표하는 CCZ 내 8개의 둠벙에서 습지식물상과 물의 화학적 특성을 조사하였다. 연구결과 샘통형 둠벙에서는 양이온과 음이온의 농도가 모두 낮았으며, 다른 유형의 둠벙에서는 양이온 또는 음이온의 농도가 높았다. 특히 물흐름형 둠벙인 경의선 둠벙에서는 양이온과 음이온이 모두 높게 나타나 지표수가 주로 유입됨을 보여주었다. 대체적으로 물의 화학적 특성과 습지식물상은 둠벙의 유형 분류에 따라 나누어짐을 보였다. 그러나 CCA와 cluster analysis 모두에서 물흐름형 둠벙은 서로 연관성이 없게 나타났다. 이는 둠벙의 분류 시 논과의 물교환보다 급수원이 더 중요함을 의미한다. 그러므로 이를 반영하는 새로운 둠벙 분류체계가 고려되어야 함을 제안한다.

• 대한예방한의학회지
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• 제17권3호
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• pp.177-185
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• 2013

Objective : Eucommiae Cortex is bark of Eucommia ulmoides Oliver, a deciduous tree native to China. Today, teas or herbal drugs made from E. ulmoides leaves are widely consumed as a healthy food especially in Eastern Asia including Japan, China and Korea. This study was aimed to verify the extraction efficiency of bioactive compounds from Eucommiae Cortex depending on characteristics of decoction water. Method : Six types of decoction water with various origin were prepared and the contents of minerals in water were analyzed by ICP-AES and ICP-MS. The contents of extracted bioactive compounds were analyzed by HPLC and the relationship between mineral contents and extracted bioactive compounds in the decoction water were analysed by multiple factor analysis. The decoction waters could be classified in three groups by hierarchical cluster analysis. Result : Extracted amounts of compounds in Eucommiae Cortex showed a positive relationship with Na, Si, K concentration in decoction water, while a negative relationship with Ca, Mg concentration. Conclusion : The study proved that the minerals in water influenced the extraction efficiency of bioactive compounds from Eucommiae Cortex.

• 자원환경지질
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• 제34권2호
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• pp.175-192
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• 2001

동해안 울진 지역 천부 지하수의 수리지구화학 자료에 대하여 지구통계 분석(이원배치 분산 분석, 군집 분석, 요인 분석)을 수행함으로써, 수질 자료와 오염 특성의 시간적.공간적 변화 양상을 규명하고 대수층에서 일어나는 주요 반응을 고찰하였다. 이원배치 분산 분석 결과, 광역적 수질 특성은 8개 수계분지를 따라 유의한 공간적 변화를 보여주지 않았으나, Ca, HCO$_3$,SO$_4$등 일부 이온종은 수계분지별로 의미 있는 변화를 나타내었다. 시료 채취시기에 따른 계절 변화는 SO$_4$를 제외하고는 인지되지 않았다. 그러나 군집 분석 결과, 수리지구화학 특성의 변화는 해안으로부터의 거리에 따라 아주 잘 설명될 수 있음을 지시하였다. 요인 분석 결과, 연구 지역 천부 지하수의 수리지구화학 특성은 다양한 요인에 의해 지배됨을 확인하였다. 중요 순서로 그 요인을 나열하면, 1) 물-암석 반응(주로 탄산염 광물의 용해), 2) 바다에서 기원한 해염의 혼입, 3) 비료와 각종 농화학 약품에 의한 오염으로 밝혀졌다.

• The Korean Journal of Ecology
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• 제8권4호
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• pp.205-214
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• 1985

At the Changnyeung natural bod, the flood in the freshwater wetland and the adaptation of the insect at this area were investigated by the species diversity index and the cluster analysis. Most dominant species was Diplonychus esakii collected at the site of the water edge and its dominance index was 0.797. This area had lower species diversity indices with the value of 0.340 to 1.712 than that of the grassland and water stream. The number of the species in this area was not rich. Some ground beetles inhabited at the flooded or wet area were important species for the pair group between the sites by the cluster analysis. The composition of the insect species at this natural wetland affected by the irregular flood was very simple and specific.

• 한국환경보건학회지
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• 제42권4호
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• pp.280-292
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• 2016

Objectives: The objective of this study was to build COD regression models for the Han River and evaluate water quality. Methods: Water quality data sets for the dry season (as of January) during a four-year period (2012-2015) were collected from the database of the Han River automatic water quality monitoring stations. Statistical techniques, including combined genetic algorithm-multiple linear regression (GA-MLR) were used to build five-descriptor COD models. Multivariate statistical techniques such as principal component analysis (PCA) and cluster analysis (CA) are useful tools for extracting meaningful information. Results: The $r^2$ of the best COD models provided significant high values (> 0.8) between 2012 and 2015. Total organic carbon (TOC) was a surrogate indicator for COD (as COD/TOC) with high reliability ($r^2=0.63$ in 2012, $r^2=0.75$ for 2013, $r^2=0.79$ for 2014 and $r^2=0.85$ for 2015). The ratios of COD/TOC were calculated as 2.08 in 2012, 1.79 in 2013, 1.52 and 1.45 in 2015, indicating that biodegradability in the water body of the Han River was being sustained, thereby further improving water quality. The BOD/COD ratio supported these findings. The cluster analysis revealed higher annual levels of microorganisms and phosphorous at stations along the Hangang-Seoul and Hantangang areas. Nevertheless, the overall water quality over the last four years showed an observable trend toward continuous improvement. These findings also suggest that non-point pollution control strategies should consider the influence of upstreams and downstreams to protect water quality in the Han River. Conclusion: This data analysis procedure provided an efficient and comprehensive tool to interpret complex water quality data matrices. Results from a trend analysis provided much important information about sources and parameters for Han River water quality management.

• Journal of information and communication convergence engineering
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• 제3권2호
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• pp.84-89
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• 2005

Goal of this study is to implement 3-dimensional underwater appearance graphical display, fishery measured information display, sonar data representation and display, and 3-dimensional underwater appearance animation based on coefficient data of chaos behavior and fishing modeling of fishing gears from PC cluster system. In order to accomplish the goals of this study, it is essential to compose user interfacing and realistic description of image scenes in the towing-net fishery simulator, and techniques to describe sand cloud effects under water using particle systems are necessary. In this study, we implemented graphical representations and animations of the simulator by using OpenGL together with C routines.

• 한국환경과학회지
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• 제33권7호
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• pp.489-500
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• 2024

The newly created wetlands in the Geum River Basin have undergone various environmental changes since their establishment in 2012. In this study, we evaluated the influence of environmental characteristics on zooplankton, which are sensitive to environmental changes, and considered appropriate wetland management plans. The thirty-two wetlands were divided into two groups based on the differences in their macrophyte cover. High species diversity and zooplankton density were found in cluster 2, which had abundant macrophyte cover. In contrast, cluster 1, with low plant cover, had lower species diversity and zooplankton density, primarily of pelagic zooplankton. To maintain species diversity and abundance of zooplankton in wetlands, we recommend implementing a management strategy that encourages the development of various plant communities through efficient water conveyance functions.