• 제목/요약/키워드: Algae bloom monitoring

검색결과 26건 처리시간 0.032초

무인항공영상을 활용한 낙동강 녹조 탐지 (Utilization of Unmanned Aerial Vehicle(UAV) Image for Detection of Algal Bloom in Nakdong River)

  • 김흥민;장선웅;윤홍주
    • 한국전자통신학회논문지
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    • 제12권3호
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    • pp.457-464
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    • 2017
  • 하천에서 조류의 대량 번식은 녹조를 일으키고 수자원 안전에 대한 심각한 국가적 문제로 제기되고 있다. 따라서 깨끗한 용수를 확보하여 안정적인 수자원 공급을 위해 녹조로 인한 수질오염의 방재 기술 개발이 필요하다. 이에 본 연구는 무인항공기를 이용한 녹조 모니터링 기법을 적용하여 하천의 수질 관리 능력을 향상 시키고자 하였다. 녹조현상이 빈번하게 발생하는 낙동강 중류의 도동 나루터를 대상으로 무인항공영상을 취득하였다. 또한 녹조시료 채취 및 수질검사를 통해 식물성 플랑크톤의 현존량을 조사하였다. 무인항공영상에 녹조 탐지 지수식을 적용한 결과와 식물성 플랑크톤의 현존량 간의 상관관계가 강한 양의 관계를 가지는 것으로 나타났다. 본 연구에서 제안된 원격탐사 기술은 하천 수질 오염 초기 대응 능력을 향상시킬 것으로 기대된다.

마산-진해만에서 Prorocentrum 개체군의 발생양상과 분포 (Algal Bloom and Distribution of Prorocentrum Population in Masan-Jinhae Bay)

  • 최만영;곽승국;조경제
    • 환경생물
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    • 제18권4호
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    • pp.447-456
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    • 2000
  • 마산-진해만에서 1990년 1월부터 1997년 8월까지 Prorocentrum 개체군 (P. dentatum Stein, P. micans Ehrenberg, P. minimum (Pavillard) Schiller, P. triestinum Schiller) 변동을 monitoring하였다. Prorocentrum 개체군은 대부분 6-8월 해수 성층화가 일어나는 시기에 bloom을 일으켰고 수온은 24-28$^{\circ}C$, 염분도는 24-34$\textperthousand$ 범위였다. 마산-진해만에서 Prorocentrum 개체군은 외만에서 내만으로 갈수록 발생빈도와 발생량이 증가하였고, 수직적으로는 2.5m상층부에 집중되었다. 또한 마산-진해만에서 Prorocentrum개체군은 과거 80년대와 90년대 초반과 비교하여 출현 종수는 감소하였으나 세포밀도는 점차적인 고밀도의 양상을 띠었다. 그리고 Prorocentrum 개체군은 과거와 비교하여 저수온기인 겨울철에도 출현빈도가 빈번해짐을 관찰하였다. Prorocentrum속 조류 중에서 P. minimum의 bloom규모와 그 지속 기간이 가장 길었다.

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Metaproteomic analysis of harmful algal bloom in the Daechung reservoir, Korea

  • Choi, Jong-Soon;Park, Yun Hwan;Kim, Soo Hyeon;Park, Ju Seong;Choi, Yoon-E
    • 환경생물
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    • 제38권3호
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    • pp.424-432
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    • 2020
  • The present study aimed to analyze the metaproteome of the microbial community comprising harmful algal bloom (HAB) in the Daechung reservoir, Korea. HAB samples located at GPS coordinates of 36°29'N latitude and 127°28'E longitude were harvested in October 2013. Microscopic observation of the HAB samples revealed red signals that were presumably caused by the autofluorescence of chlorophyll and phycocyanin in viable cyanobacteria. Metaproteomic analysis was performed by a gelbased shotgun proteomic method. Protein identification was conducted through a two-step analysis including a forward search strategy (FSS) (random search with the National Center for Biotechnology Information (NCBI), Cyanobase, and Phytozome), and a subsequent reverse search strategy (RSS) (additional Cyanobase search with a decoy database). The total number of proteins identified by the two-step analysis (FSS and RSS) was 1.8-fold higher than that by one-step analysis (FSS only). A total of 194 proteins were assigned to 12 cyanobacterial species (99 mol%) and one green algae species (1 mol%). Among the species identified, the toxic microcystin-producing Microcystis aeruginosa NIES-843 (62.3%) species was the most dominant. The largest functional category was proteins belonging to the energy category (39%), followed by metabolism (15%), and translation (12%). This study will be a good reference for monitoring ecological variations at the meta-protein level of aquatic microalgae for understanding HAB.

Test Application of KOMPSAT-2 to the Detection of Microphytobenthos in Tidal Flats

  • Won Joong-Sun;Lee Yoon-Kyung;Choi Jaewon
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2005년도 Proceedings of ISRS 2005
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    • pp.249-252
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    • 2005
  • Microphytobenthos bloom from late January to early March in Korean tidal flats. KOMPSAT-2 will provide multi-spectral images with a spatial resolution of 4 m comparable with IKONOS. Using IKONOS and Landsat data, algal mat detection was tested in the Saemangeum area~ Micro-benthic diatoms are abundant and a major primary product in the tidal flats. A linear spectral unmixing (LSU) method was applied to the test data. LSU was effective to detect algal mat and the classified algal mat fraction well correlated with NDVI image. Fine grained upper tidal flats are generally known to be the best environment for algal mat. Algal mat thriving in coarse grained lower tidal flats as well as upper tidal flats were reported in this study. A high resolution multi-spectral sensor in KOMPSAT-2 will provide useful data for long-term monitoring of microphytobenthos in tidal flats.

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대청호 내 실시간 수질측정자료를 이용한 CCME WQI의 적용 (Application of Canadian Council of Ministers of the Environment Water Quality Index (CCME WQI) in Daecheong Reservoir using Automatic Water Quality Monitoring Data)

  • 임병진;홍지영;연인성
    • 한국물환경학회지
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    • 제26권5호
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    • pp.796-801
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    • 2010
  • Water quality index (WQI) can be a great tool that allows experts to translate large amount of complex water quality data into a format more easily understood by the public and policy makers. Canadian Council of Ministers of the Environment Water Quality Index (CCME WQI) can be calculated with the three factors (Scope: $F_1$, Frequency: $F_2$, Amplitude: $F_3$). After all, the WQI for a specific site is produced as a number between 0 to 100; the scale is also divided into five categories, i.e., Excellent, Good, Fair, Marginal and Poor. The WQI was found to be highly related to Chl-a, pH, temperature among the collected items. When the more input parameters were used, the range of variation generally became smaller. $F_3$ among the factors of WQI was influenced by algae. It showed a similar variation tendency between WQI and algal bloom in 2008.

Using Artificial Neural Networks for Forecasting Algae Counts in a Surface Water System

  • Coppola, Emery A. Jr.;Jacinto, Adorable B.;Atherholt, Tom;Poulton, Mary;Pasquarello, Linda;Szidarvoszky, Ferenc;Lohbauer, Scott
    • 생태와환경
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    • 제46권1호
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    • pp.1-9
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    • 2013
  • Algal blooms in potable water supplies are becoming an increasingly prevalent and serious water quality problem around the world. In addition to precipitating taste and odor problems, blooms damage the environment, and some classes like cyanobacteria (blue-green algae) release toxins that can threaten human health, even causing death. There is a recognized need in the water industry for models that can accurately forecast in real-time algal bloom events for planning and mitigation purposes. In this study, using data for an interconnected system of rivers and reservoirs operated by a New Jersey water utility, various ANN models, including both discrete prediction and classification models, were developed and tested for forecasting counts of three different algal classes for one-week and two-weeks ahead periods. Predictor model inputs included physical, meteorological, chemical, and biological variables, and two different temporal schemes for processing inputs relative to the prediction event were used. Despite relatively limited historical data, the discrete prediction ANN models generally performed well during validation, achieving relatively high correlation coefficients, and often predicting the formation and dissipation of high algae count periods. The ANN classification models also performed well, with average classification percentages averaging 94 percent accuracy. Despite relatively limited data events, this study demonstrates that with adequate data collection, both in terms of the number of historical events and availability of important predictor variables, ANNs can provide accurate real-time forecasts of algal population counts, as well as foster increased understanding of important cause and effect relationships, which can be used to both improve monitoring programs and forecasting efforts.

소옥천 하류(추소리)에서 녹조현상 경감기술의 현장 시험 적용 및 효과 비교 (Application Testing and Comparative Effectiveness of Green-tide Mitigation Technique in the Lower Part (Chusori) of the So-ok Stream (Daecheong Reservoir), Korea)

  • 신재기;김영성;노준우;김종명;황순진
    • 생태와환경
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    • 제49권4호
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    • pp.258-270
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    • 2016
  • 본 연구는 2014년 6월 27일부터 8월 24일까지 대청호의 소옥천(추소리) 하류에서 녹조현상 경감기술을 시험하기 위하여 중점 수행되었다. 그리고 그 효과는 테스트베드 구간뿐만 아니라 조류경보제 관찰 지점의 주간 모니터링 결과와 비교 분석하였다. 테스트베드에서 녹조현상은 상류에서부터 시작하였고, 시간이 경과하면서 수문학적 요인에 의해 하류로 이송 및 확산되었다. 녹조 제거 장치의 시험적용 동안, 조류를 제거한 총량은 33,920 kg이었고, 이것을 자연중력에 의해 탈수시킨 고형물은 8,480 kg이었다. 또한, chlorophyll-a 함량은 2.83 kg이었고, 남조류의 세포수로 환산하면 $78.6{\times}10^{14}$ cells에 해당하였다. 조류경보제 관찰지점의 결과와 비교할 때, 대발생 수역에서 사전 집중제거는 녹조현상 완화의 가능성을 제시할 수 있었다. 녹조현상을 효과적으로 관리하기 위해서는 시공간적 발생 정보와 실용적 장치기술의 확보가 가장 우선되어야 하겠다. 특히 하천 - 저수지 hybrid 구간에서 녹조 제거의 최적 시기는 장마 이전과 최저 수위에 도달하였을 때로 볼 수 있었다.

팔당호 내 식물플랑크톤 안정동위원소 분석을 통한 유기물 기원 평가 (Evaluation of Organic Matter Sources of Phytoplankton in Paldang Reservoir using Stable Isotope Analysis)

  • 김종민;김보경;김민섭;신기식
    • 한국물환경학회지
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    • 제31권2호
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    • pp.159-165
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    • 2015
  • The organic matter sources of phytoplankton and related environmental factors influencing algal bloom in Paldang reservoir were studied using nitrogen and carbon isotope ratio(${\delta}^{15}N$, ${\delta}^{13}C$). Phytoplankton samples for stable isotope analysis were collected from four points in reservoir using a plankton net. Physicochemical water quality, algal taxa and hydrological data were collected from published monitoring material. Phytoplankton samples were analyzed by IRMS. CN ratio of each sample was very similar to that of phytoplankton from literature cited. ${\delta}^{15}N$ of each sample was decreased during July. Mixing and dilution of nitrogen sources due to increment of influx by concentrated rainfall were considered as the main reason for the decline of ${\delta}^{15}N$. Based on analyzed ${\delta}^{15}N$ value of each sample, nitrogen source of Bughan river sample was presumed to come from soil. The nitrogen sources of Namhan river and Kyeongan stream samples seemed to be sewage or animal waste. Low ${\delta}^{15}N$ value in August (2012) seemed to be influenced by isotope fractionation due to the blooming of nitrogen-fixation blue-green algae (Anabaena spp.). Variation in ${\delta}^{15}N$ values particularly by blue-green algal bloom was considered the important factor for estimating the organic matter sources of phytoplankton.

낙동강 친수활동구간 유해 남조류 분포와 피코시아닌(Phycocyanin) 농도 상관성에 관한 연구 (A Study on the Correlation between the Harmful Cyanobacterial Density and Phycocyanin Concentration at Recreational Sites in Nakdong River)

  • 김효진;김민경
    • 한국물환경학회지
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    • 제39권6호
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    • pp.451-464
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    • 2023
  • Harmful cyanobacterial monitoring is time-consuming and requires skilled professionals. Recently, Phycocyanin, the accessory pigment unique to freshwater cyanobacteria, has been proposed as an indicator for the presence of cyanobacteria, with the advantage of rapid and simple measurement. The purpose of this research was to evaluate the correlation between the harmful cyanobacterial cell density and the concentration of phycocyanin and to consider how to use the real-time water quality monitoring system for algae bloom monitoring. In the downstream of the Nakdong River, Microcystis spp. showed maximum cell density (99 %) in harmful cyanobacteria (four target genera). A strong correlation between phycocyanin(measured in the laboratory) concentrations and harmful cyanobacterial cell density was observed (r = 0.90, p < 0.001), while a weaker relationship (r = 0.65, p < 0.001) resulted between chlorophyll a concentration and harmful cyanobacterial cell density. As a result of comparing the phycocyanin concentration (measured in submersible fluorescence sensor) and harmful cyanobacterial cell density, the error range increased as the number of cyanobacteria cells increased. Before opening the estuary bank, the diurnal variations of phycocyanin concentrations did not mix by depth, and in the case of the surface layer, a pattern of increase and decrease over time was shown. This study is the result of analysis when Microcystis spp. is dominant in downstream of Nakdong River in summer, therefore the correlation between the harmful cyanobacteria density and phycocyanin concentrations should be more generalized through spatio-temporal expansion.

Assessment of the physico-chemical quality and extent of algal proliferation in water from an impounding reservoir prone to eutrophication

  • Ballah, Mohun;Bhoyroo, Vishwakalyan;Neetoo, Hudaa
    • Journal of Ecology and Environment
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    • 제43권1호
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    • pp.22-30
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    • 2019
  • Background: Piton du Milieu (PdM) impounding reservoir is suspected to be eutrophic based on the elevated level of orthophosphate and nitrate. Water supplies from three adjacent rivers are primarily thought to contribute to the nutrient enrichment of the reservoir. It is also suspected that there is leaching of orthophosphate, nitrate and organic matter into the rivers during rainfall events and also as a result of anthropogenic activities within the catchment area. The aim of this study was to ascertain the impact of nutrient loading on the water quality of PdM water and on the population of freshwater microalgae in the reservoir. The enumeration and identification of algae from PdM were performed by differential interference contrast microscopy. Dissolved oxygen (DO) and pH were determined by electrometric methods, whereas nutrient levels, silica and total organic carbon (TOC) were determined by instrumentation techniques. Results: Annual mean orthophosphate, nitrate and total organic carbon input from the three feeders within the catchment area of PdM reached levels as high as 0.09 mg/L, 0.4 mg/L and 2.62 ppm respectively. Over a 12-month period, mean TOC concentration in the reservoir was 2.32 ppm while the mean algal cell count was 4601 cells/mL. The dominant algal species identified were Oscillatoria, Cyclotella, Navicula and Cosmarium. Conclusion: This study highlights the trophic state of the reservoir water and clearly points to the need for constant monitoring in order to avoid the occurrence of an impending harmful algal bloom.