• 한국해안·해양공학회논문집
• /
• 제26권6호
• /
• pp.405-412
• /
• 2014

적조에 관한 관심이 고조되면서 적조모형 개발에 관한 연구가 활발하게 지속적으로 추진되어 다양한 적조모형이 개발 적용되고 있는 실정이다. 적조는 연안생태환경 및 양식어업에 직접적인 피해를 주며, 모형을 이용한 적조 발생 및 이동양상의 정확한 예측결과는 사전 피해저감 대책수립 및 관리에 활용할 수 있기 때문에 모형의 예측 성능평가도 중요하다. 그러나 적조모형은 적조생물을 포함하는 생태모형 또는 환경생태모형이라는 유사한 용어가 명확한 구분 없이 사용되고 있어 혼동을 유발하고 있다. 각각의 모형은 유사한 용어를 사용한다 할지라도 모형의 개발 목표, 구조와 예측성능에서 차이가 나기 때문에 적절한 기준에 근거한 분류와 오차분석에 근거한 모형의 성능평가가 요구된다. 따라서 본 연구에서는 다양한 적조 모형의 구조 및 요소모형을 고려한 분류기준을 제시하고, 분류된 적조모형의 구조를 고려한 장 단점 및 한계를 제시하고, 모형 활용과정에서 실질적으로 가장 중요한 정량적인 성능평가(오차평가) 기법을 제안한다. 모형의 성능평가는 모형의 보정 및 검정과정으로 분류하여 제시하였다. 제시된 기준이나 기법은 모형의 불확실성을 고려한 정책결정 및 대책수립, 환경관리에 기여할 것으로 판단된다.

• 대한원격탐사학회지
• /
• 제29권3호
• /
• pp.331-335
• /
• 2013

This study detected red tide areas using the existing Moderate-Resolution Imaging Spectroradiometer(MODIS) and Geostationary Ocean Color Imager(GOCI), and then compared the results between results of two sensors. The coasts of Jeollanam-do in the South Sea of Korea were set as the study area based on the red tide data which occurred on Aug. 26th, 2012. This study compared the results of sensors to detect red tides by using a satellite. In the results of analyzing MODIS by limiting it as chlorophyll concentration and the sea surface temperature which is considered to have red tides by the existing researches, it was possible to delete considerable amount of errors compared to the case of detecting red tides by using only chlorophyll while still there were differences from the range of red tides actually observed. In the results of GOCI by using empirical algorithm for detecting red tides, currently used by Korea Institute of Ocean Science & Technology(KIOST), it was possible to obtain more detailed results than MODIS. However, there was an area misjudged as red tides due to the influence of clouds. Also both MODIS and GOCI extracted red tides were not actually occurring, which might be because they were not able to perfectly distinguish red tides from turbid water in coastal areas with high turbidity.

• Fisheries and Aquatic Sciences
• /
• 제6권2호
• /
• pp.66-73
• /
• 2003

To understand the physiology of a suspension-feeding bivalve and its potential impacts on the dynamics of red tides on tidal flats, rates of clearance and ingestion of Glauconome chinensis were measured as a function of algal concentration, when the bivalve was fed on a nontoxic strain of red tide dinoflagellate Prorocentrum minimum, Cochlodinium polykrikoides or Scrippsiella trochoidea. With increasing algal concentration, weight-specific clearance rate increased rapidly at lower concentrations and after reaching the maximum at ca. 0.2 to 1.0 mgC/L, it decreased at higher concentrations. Maximum clearance rate was nearly equal for different algal species and ranged between 2.1 and 2.6 L/g/hr. Weight-specific ingestion rate also increased at lower algal concentrations but saturated at higher concentrations. Maximum ingestion rate was 2 to 10 fold different with different algal species: S. trochoidea (10.1 mgC/g/hr), P. minimum (3.9 mgC/g/hr), and C. polykrikoides (0.99 mgC/g/hr). Nitrogen and protein content showed that S. trochoidea is the best among the tested three red tide dinoflagellates. The maximum filtration capacity, calculated by combining the data on ingestion rate from laboratory experiments and those from the field for the density of the bivalve and the red tide dinoflagellates was 4.7, 1.4, and 25.3 tons/m2/day for P. minimum, C. polykrikoides, and S. trochoidea, respectively. It is hypothesized that the abundant suspension-feeding bivalves in tidal flats can effectively mitigate the outbreak of red tides.

• 한국광물학회지
• /
• 제18권4호통권46호
• /
• pp.267-276
• /
• 2005

적토로부터 활성화시킨 물질에 대한 적조구제제로서의 가능성에 대하여 연구하였다. 적토는 보오크사이트로부터 알루미나를 생산하기 위해 사용되는 베이어 공정의 부산물로써 적철석, 보에마이트, 방해석, 소달라이트, 석영, 저어콘, 아나타제 및 미지의 광물 등 다양한 광물로 구성되어 있다. 중금속 흡착실험결과, As ($92\%$)를 제외한 모든 중금속이 거의 $100\%$에 가까운 높은 흡착률을 보였다. 이는 중금속에 대한 철산화물의 높은 흡착능력에 기인된 것으로 사료된다. 적토에 대한 pH (pH $1\∼13$)별 용출률 측정 결과, 산성에서 As, Cu 및 Zn가 높은 값을 보임으로써, 적토를 산처리 할 때, 중금속 제거 효과가 탁월함을 지시하였다. 적토의 산처리 산물인 활성적토는 적철석 및 보에마이트 등으로 구성되어 있으며, 온도가 증가할수록 중금속의 제거 효과가 증가하였다. 활성적토는 입도가 수십 nm로써, 5종의 적조에 대한 적조구제 효율을 측정한 결과, 구제효율은 pH특히, 반응 후 pH에 반비례하였다. 이들 5종의 프랑크톤 중, Prorocentrum minimum 및 Alexandrium tamarense의 경우, 살포 즉시 $90\%$ 이상을 그리고 약 30분 후에는 거의 $100\%$에 가까운 구제효율을 보임으로써, 활성적토가 이들 적조에 대한 우수한 구제제로서의 가능성을 지시하고 있다.

• 생명과학회지
• /
• 제15권4호
• /
• pp.578-583
• /
• 2005

Cell-free culture broth of marine halophilic bacterium, Kordia algicida was shown to possess specific algicidal ability against red tide organism, Cochlodinium polykrikides. Physiochemical characteristics of algicidal material originated in the bacterial culture broth were analyzed that its molecular weight was estimated to a 3,000 dalton and it was stable in heat and pH treatment. The algicidal fraction against C. polykrikoides obtained from gel permeable chromatography contained high concentration of ammonium ion as analyzed by ICP/Mass spectrum. C. polykrikoides by the fraction was quickly lysed within 1 min. It was shown that the effective concentration for algicide against C. polykrikoides was over 1mM of ammonium chloride. On the other hand, other metal ions presented in the algicidal fraction showed no algicidal effect against C. polykrikoides. In additon, ammonium ion exhibited species-specific killing spectrum for two species of red tide organisms, C. polykrikoides and Gymnodinium sanguieum. Therefore, further researches on the killing mechanism against C. polykrikoides exerted by ammonium ion, and subsequent development of replaceable algicidal materials will perform to provide useful tools for the control of red tide.

• ALGAE
• /
• 제32권2호
• /
• pp.101-130
• /
• 2017

The ichthyotoxic Cochlodinium polykrikoides red tides have caused great economic losses in the aquaculture industry in the waters of Korea and other countries. Predicting outbreak of C. polykrikoides red tides 1-2 weeks in advance is a critical step in minimizing losses. In the South Sea of Korea, large C. polykrikoides red tide patches have often been recorded offshore and transported to nearshore waters. To explore the processes of offshore C. polykrikoides red tides, temporal variations in 3-dimensional (3-D) distributions of red tide organisms and environmental parameters were investigated by analyzing 4,432 water samples collected from 2-5 depths of 60 stations in the South Sea, Korea 16 times from May to Nov, 2014. In the study area, the vegetative cells of C. polykrikoides were found as early as May 7, but C. polykrikoides red tide patches were observed from Aug 21 until Oct 9. Cochlodinium red tides occurred in both inner and outer stations. Prior to the occurrence of large C. polykrikoides red tides, the phototrophic dinoflagellates Prorocentrum donghaiense (Jun 12 to Jul 11), Ceratium furca (Jul 11 to Aug 21), and Alexandrium fraterculus (Aug 21) formed red tides in sequence, and diatom red tides formed 2-3 times without a certain distinct pattern. The temperature for the optimal growth of these four red tide dinoflagellates is known to be similar. Thus, the sequence of the maximum growth rates of P. donghaiense > C. furca > A. fraterculus > C. polykrikoides may be partially responsible for this sequence of red tides in the inner stations following high nutrients input in the surface waters because of heavy rains. Furthermore, Cochlodinium red tides formed and persisted at the outer stations when $NO_3$ concentrations of the surface waters were < $2{\mu}M$ and thermocline depths were >20 m with the retreat of deep cold waters, and the abundance of the competing red-tide species was relatively low. The sequence of the maximum swimming speeds and thus potential reachable depths of C. polykrikoides > A. fraterculus > C. furca > P. donghaiense may be responsible for the large C. polykrikoides red tides after the small blooms of the other dinoflagellates. Thus, C. polykrikoides is likely to outgrow over the competitors at the outer stations by descending to depths >20 m and taking nutrients up from deep cold waters. Thus, to predict the process of Cochlodinium red tides in the study area, temporal variations in 3-D distributions of red tide organisms and environmental parameters showing major nutrient sources, formation and depth of thermoclines, intrusion and retreat of deep cold waters, and the abundance of competing red tide species should be well understood.

• 한국전자통신학회논문지
• /
• 제15권6호
• /
• pp.1089-1098
• /
• 2020

본 연구에서는 적조 Cochlodinium Polykrikoide를 기계학습 방법과 정지궤도 해색위성 영상을 활용하여 탐지하는 방법을 제안한다. 기계학습 모형을 학습시키기 위해 GOCI Level2 자료를 활용하였으며, 국립수산과학원의 적조 속보 자료를 활용하였다. 기계학습 모델은 로지스틱 회귀모형, 의사결정나무 모형, 랜덤포래스트 모형을 사용하였다. 성능 평가 결과 기계학습을 사용하지 않은 전통적인 GOCI 영상 기반 적조 탐지 알고리즘(Son et al.,2012) (75%)과 비교해보았을 때 약 13~22%p (88~98%)의 정확도 향상을 확인할 수 있었다. 또한 기계학습 모형 간 탐지 성능을 비교 분석해본 결과 랜덤 포레스트 모형(98%)이 가장 높은 탐지 정확도를 보였다. 이러한 기계학습 기반 적조 탐지 알고리즘은 향후 적조를 조기에 탐지하고 그 이동과 확산을 추적 모니터링하는데 활용될 수 있을 것이라고 판단된다.

• ALGAE
• /
• 제32권4호
• /
• pp.285-308
• /
• 2017

Cochlodinium polykrikoides red tides have caused great economic losses in the aquaculture industry in many countries. To investigate the roles of metazooplankton in red tide dynamics of C. polykrikoides in the South Sea of Korea, the abundance of metazooplankton was measured at 60 stations over 1- or 2-week intervals from May to November 2014. In addition, the grazing impacts of dominant metazooplankton on red tide species and their potential heterotrophic protistan grazers were estimated by combining field data on the abundance of red tide species, heterotrophic protist grazers, and dominant metazooplankton with data obtained from the literature concerning ingestion rates of the grazers on red tide species and heterotrophic protists. The mean abundance of total metazooplankton at each sampling time during the study was 297-1,119 individuals $m^{-3}$. The abundance of total metazooplankton was significantly positively correlated with that of phototrophic dinoflagellates (p < 0.01), but it was not significantly correlated with water temperature, salinity, and the abundance of diatoms, euglenophytes, cryptophytes, heterotrophic dinoflagellates, tintinnid ciliates, and naked ciliates (p > 0.1). Thus, dinoflagellate red tides may support high abundance of total metazooplankton. Copepods dominated metazooplankton assemblages at all sampling times except from Jul 11 to Aug 6 when cladocerans and hydrozoans dominated. The calculated maximum grazing coefficients attributable to calanoid copepods on C. polykrikoides and Prorocentrum spp. were 0.018 and $0.029d^{-1}$, respectively. Therefore, calanoid copepods may not control populations of C. polykrikoides or Prorocentrum spp. Furthermore, the maximum grazing coefficients attributable to calanoid copepods on the heterotrophic dinoflagellates Polykrikos spp. and Gyrodinium spp., which were grazers on C. polykrikoides and Prorocentrum spp., respectively, were 0.008 and $0.047d^{-1}$, respectively. Therefore, calanoid copepods may not reduce grazing impact by these heterotrophic dinoflagellate grazers on populations of the red tide dinoflagellates.

• 한국해양학회지:바다
• /
• 제21권1호
• /
• pp.44-47
• /
• 2016

Real-time PCR을 적조출현주의보 발령에 활용하였다. Cochlodinium polykrikoides 적조예보를 위해 $10cells\;mL^{-1}$ 이상에서 적조출현주의보를 발령하였는데 현미경 검경은 저밀도에서 정확도가 낮기 때문에 이를 보완하기 위해 C. polykrikoides 특이적 real-time PCR을 사용하였다. 6월 말경에 C. polykrikoides이 통영, 남해 해역에 저밀도로 광범위하게 출현하였고 2015년 8월 2일 적조출현주의보를 발령하였다.

• ALGAE
• /
• 제22권3호
• /
• pp.241-246
• /
• 2007

Cochtodinium votykrikoides -related red tide is the most notorious tidal bloom, resulting in mass mortality to marineanimals. This study aimed to test the effect of C. polyknkoides on the lethality to Haliotis discus hannai under con-trolled conditions. The oxygen demand of C. polykrikoides increases to reach its peak duhng the night, while the oxy-gen usage by H. discus hannai was continuously decreased with a threshold of 2 mg L U. The addition of C.polykrikoides did not effect the respiration of the H. discus hannai. However, the usage of oxygen by C. polykrikoidesduhng the night may lead to anoxia in the animal. With aeration, the level of dissolved oxygen (D.O.) was between6.06 and 7.28 mg LU; 90% of abalones survived even with a high concentration of C. potykrikoides (9000 cells mL U).Without aeration (3 mg LU of D.O.), however, the H. discus hannai suffocated immediately. Once 20 hours hadelapsed, all of the abalones were dead. The density of the H. discus hannai population contributed to their mortality.Therefore, aeration during the night and maintaining lower abalone densities is the best way to promote the sur-vivorship of H. discus hannai during a C. polykrikoides red tide.