• 한국습지학회지
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• 제26권3호
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• pp.197-203
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• 2024

하천에서 조류의 과다 발생은 취수원 관리 및 정수 처리에 악영향을 줄 수 있어 지속적인 관리가 필요하다. 본 연구에서는 딥러닝 알고리즘 중 작은 규모의 테이블 데이터에서도 상대적으로 우수한 성능을 보이는 것으로 알려진 tabular prior data fitted networks (TabPFN)을 사용하여 조류 발생 지표 중 하나인 chlorophyll-a (chl-a) 농도를 예측하는 다중 분류 모형을 구축하였다. 모형의 구축을 위해 부여지점 수질자동측정망에서 2014년 1월 1일부터 2022년 12월 31일까지 측정된 일일측정자료를 사용하였으며 입력 자료의 크기가 모형의 성능에 미치는 영향을 확인하기 위해 입력 자료의 평균값을 이용하여 1일, 3일, 6일, 12일의 측정 주기를 가진 입력 자료를 구성하였다. 각 모형의 성능을 비교한 결과 측정 주기가 길어져 입력 자료의 규모가 작은 경우에도 모형이 안정적인 성능을 보이는 것을 확인하였다. 각 모형의 macro average는 precision이 0.77, 0.76, 0.83, 0.84였으며, recall은 0.63, 0.65, 0.66, 0.74 F1-score는 0.67, 0.69, 0.71, 0.78로 분석되었다. Weighted average는 precision이 0.76, 0.77, 0.81, 0.84이며 recall은 0.76, 0.78, 0.81, 0.85 F1-score는 0.74, 0.77, 0.80, 0.84로 분석되었다. 본 연구에서는 TabPFN을 이용하여 구축한 chl-a 예측 모형이 작은 규모의 입력 자료에서도 안정적인 성능을 보이는 것을 확인하여 모형구축에 필요한 입력 자료가 제한적인 현장에서의 적용 가능성을 확인하였다.

• 상하수도학회지
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• 제25권4호
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• pp.453-462
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• 2011

This study was analyzed to determine the cause of red tide at 10 and 30 days antecedental rainfall, stage and discharge in the Taehwa River, tidal data of Ulsan port, also, it was analyzed variation of red tide population, salinity, BOD, COD, T-N, T-P at S1, S2 each point. Most of the red tide in the Taehwa River occurred by provision of proper nutrients with antecedent, the proximity between discharge and low-flow capacity, and stage and discharge of stabilized condition after the sea water was inflowed by maximum tide difference. Red tide population is not nearly related to the change of salinity, the Taehwa River seems specific features of Non-coastal rivers downstream, because red tide was occurred when salinity quite low-end condition.

• ALGAE
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• 제22권2호
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• pp.95-106
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• 2007

Blooms of Chattonella species are normally during summer in inland seas with high nutrients from the land and inflowing water. These blooms cause mass fish kills worldwide. We isolated a Chattonella strain from the south coast of Korea and identified it as C. antiqua. It is known that the morphological changes of phytoplankton correspond to the diurnal vertical migrations that follow an intrinsic biological clock and a nutrient acquisition mechanism during the day and night. In electron micrographs, C. antiqua clearly showed a radial distribution of lipid bodies in subcellular regions and plastids composed in which thylakoid layers were perpendicular to the surface. A single pyrenoid was present in each plastid and it was found at the end of the plastid towards the center of the cell. Throughout the day, plastids of C. antiqua cells appeared as an expanded net-like recticulum. During the night, however, the plastids changed their shape and contracted toward the cell periphery. The electron density of pyrenoids was increased in cells harvested during the night.

• 한국환경과학회:학술대회논문집
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• 한국환경과학회 2005년도 봄 학술발표회지 제14권(제1호)
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• pp.241-244
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• 2005

The aim of this study was to determine the first outbreaks of nontoxic Gonyaulax polygramma Stein in Yeosu waters in place of harmful Cochlodinium polykrikoides Margalef, which has occurred annually in the same coastal region since 1995. The observation of cellular arrangement and structure by electron microscopy showed that G. polygramma isolated from Yeosu waters had a few spines connecting with mem-branes and prominent longitudinal ridges on the cell surface, with a cingular dis-placement 1.5 times their cell width. Furthermore, the location of the nucleus wasposterior of large oval formation according to electron microscopy. On 6 August, 2004,the first bloom of G. pozygramma occurred, the date of own its disappearance was with a maximum cell density of 8,000 cells ml$^{-1}$ on 21 August, 2004. During the period of this study, the horizontal distribution of sea water temperature and salinity showed a strong coastal front, whereas the front of DIN (Dissolved Inoganic Nitrogen) was significantly different between the occurrence and disappearance of G. polygramma blooms. These results suggested that the process of the breakdown of stratification by wind and a low level of inorganic nitrogen play important roles in the rapid growth of G. polygrmma, which is associated with a greater robustness in growth against DIN than that of C.polykrikoides in nature.

• 한국환경과학회지
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• 제14권7호
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• pp.639-647
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• 2005

The aim of this study is to determine the outbreaks of nontoxic Gonyaulax polygramma Stein in Yeosu waters in place of harmful Cochlodinium polykrikoides Margalef, which has occurred annually in the same region since 1995. The observation of cellular arrangement and structure by electron microscopy showed that G. polygramma isolated from Yeosu waters had a few spines connecting with membranes and prominent longitudinal ridges on the cell surface, with a cingular displacement 1.5 times their cell width. Furthermore, the location of the nucleus was posterior of large oval formation according to electron microscopy. On 6 August, 2004, the first bloom of G. polygramma occurred, the date of its disappearance was with a maximum cell density of 8,000 cells $ml^{-1}$ on 21 August, 2004. During the period of this study, the horizontal distribution of sea water temperature and salinity showed a strong coastal front, whereas the front of DIN (Dissolved Inorganic Nitrogen) was significantly different between the occurrence and disappearance of G. polygramma blooms. These results suggested that the process of the breakdown of stratification by wind and a low level of inorganic nitrogen play important roles in the rapid growth of G. polygramma, which is associated with a greater robustness in growth against DIN than that of C. polykrikoides in nature.

• 한국어업기술학회:학술대회논문집
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• 한국어업기술학회 2000년도 추계수산관련학회 공동학술대회발표요지집
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• pp.143-144
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• 2000

자연황토를 해수와 혼합 분쇄, 적조발생 해역에 정확히 살포하여 보다 경제적으로 황토를 살포하는 황토살포기 및 황토가 pH값의 변화에 따라 활성도가 달라지는 연구결과에 착안하여 해수를 전기분해하여 생성되는 전해수(산성수 및 알칼리수)에 황토를 혼합하여 황토를 활성화시켜 적조구제효율을 높이는 방법에 대하여 연구를 실시, 보다 효율적이며 친환경적인 적조구제 기술을 개발하였다. (중략)

• 한국물환경학회지
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• 제31권2호
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• pp.181-195
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• 2015

Algal blooms in lakes are one of major environmental issues in Korea. A three-dimensional, hydrodynamic and water quality model was developed and tested in Lake Euiam to assess the performance and limitations of numerical modeling with multiple algal groups using field data commonly collected for algal management. In this study, EFDC was adopted as the basic model framework. Simulated vertical profiles of water temperature, dissolved oxygen and nutrients monitored at five water quality monitoring stations from March to October 2013, which are closely related to algal dynamics simulation, showed good agreement with those of observed data. The overall spatio-temporal variations of three algal groups were reasonably simulated against the chlorophyll-a levels of those estimated from the limited monitoring data (chlorophyll-a level and cell numbers of algal species) with the RMSEs ranging from 2.6 to $17.5mg/m^3$. Also, note that $PO_4-P$ level in the water column was a key limiting factor controlling the growth of three algal groups during most of simulation period. However, the algal modeling results were not fully attainable to the levels of observation during short periods of time showing abrupt increase in algae throughout the lake. In particular, the green algae/cyanobacteria and diatom simulations were underestimated in late June to early July and early October, respectively. The results shows that better understanding of internal algal processes, neglected in most algal modeling studies, is necessary to predict the sudden algal blooms more accurately because the concentrations of external $PO_4-P$ and specific algal groups originated from the tributaries (mainly, dam water releases) during the periods were too low to fully capture the sharp rise of internal algal levels. In this respect, this study suggests that future modeling efforts should be focused on the quantification of internal cycling processes including vertical movement of algal species with respect to changes in environmental conditions to enhance the modeling performance on complex algal dynamics.

• 한국물환경학회지
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• 제22권6호
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• pp.1060-1067
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• 2006

Water quality in the Daecheong reservoir has been deteriorated by algal bloom due to nutrient supply from the upstream of the Daecheong reservoir after heavy rainfall. Algal bloom is propagated from eutrophicated tributary into the main body of the reservoir according to the hydrological conditions. This study is aimed to estimate the water current and temperature effect by the simulation of dam spill flow control using water quality model, CE-QUAL-W2 in 2003. Water current was resulted in nutrient transport from upstream of main reservoir and nutrients were delivered up to downstream by fast water velocity. Algal blooms occurred in stagnate zone of reservoir downstream as the current of downstream was retarded according to dam outflow control. Consequently water balance in stagnate zone triggered a rise of water temperature in summer. It affected algal bloom in the embayment of the reservoir. The simulation result by outflow control scenarios showed that spill flow augmentation induced in water body instability of stagnate zone so that water temperature declined. It could be suggested that outflow control minimize algal bloom in the downstream in the flooding season as long as water elevation level is maintained properly.

• 상하수도학회지
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• 제18권2호
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• pp.191-200
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• 2004

DAF process has been designed considering raw water quality characteristics in Korea. Although direct filtration is usually operated, DAF is operated when the freshwater blooms occut or raw water turbidity become high. Pre-sedimentation iS prepared in case when raw water turbidity is very high by rainstorms. A main feature of this plant is that the operation mode can be changed (controlled) based on the characteristics of raw water to optimize the effluent quality and the operation costs. Treatment capacity (surface loading rate) and efficiency of DAF was found to be better than conventional sedimentation process. Moreover, low-density particles (algae and alum flocs) are easily separated while it is difficult to remove in sedimentation. One of the main concerns in adoption of DAF (Dissolved Air-Flotation) process is a high raw water turbidity problem. That is, DAF is not adequate for raw water, which is more turbid than 100NTU. In order to avoid this problem, pre-sedimentation basins are prepared in DAF plant to decrease the turbidity of DAF influent. For simulation of the actual operation, bench and full-scale tests were performed for highly turbid water conditions. Consequently, DAF process coupled with sedimentation is suggested that pre-sedimentation with optimum coagulation prior to DAF would be appropriate.

• 생태와환경
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• 제45권3호
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• pp.302-313
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• 2012

영산강을 대상으로 1992년부터 2009년까지 18년 동안 수집된 환경부 물환경정보시스템의 수질측정망 자료를 이용하여 수질 변동에 대한 장기적 경향을 통계 분석하였다. 영산강 본류에 위치한 9개 지점(우치, 광주1, 광주2, 광산, 나주, 영산포, 함평, 무안1, 무안2)에서 월별로 표층수에서 수질항목에 대해 측정하였고, 클로로필 a, 전기전도도, BOD, TN, TP 자료를 시계열 형태로 정리, 분석하였다. 경향분석은 MYSYSTAT 12 통계패키지를 이용하여 계절 맨-켄달 검정법과 LOWESS 검정법을 실시하였다. 경향분석 결과, 최상류 지점인 우치 정점에서 수질 항목들의 수치가 증가하는 것으로 나타났으나 나머지 정점에서는 전체적으로 클로로필 a와 더불어 수질이 개선되고 있는 것으로 확인되었다. 다만 클로로필 a (조류 발생), BOD, COD 등은 2007년 이후인 최근에 다시 수치가 증가하는 것으로 나타나 이에 대한 원인조사와 대책마련이 필요할 것으로 사료된다.