• 한국정보통신학회논문지
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• 제26권3호
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• pp.374-380
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• 2022

본 논문은 기계학습 기반의 LSTM(Long Short Term Memory) 알고리즘을 이용해 바다 양식장의 해수 상태 변화를 예측하는 연구 결과를 보여주고 있다. 바다 양식장의 해수 상태 정보를 수집하기 위해 용존산소량, 염도, 질소이온 농도 및 수온 측정 센서들을 사용해 하드웨어를 구현했으며, LoRa 통신을 이용해 클라우드 기반의 Firebase 데이터베이스로 전달해 저장하도록 구현하였다. 개발한 하드웨어를 이용해 통영과 거제 지역 양식장들 주변 해수 상태 정보들을 수집하였으며, 이들 실제 데이터셋을 사용한 학습 결과에다 LSTM 알고리즘을 적용하여 87%의 정확도를 보여주는 예측 결과를 얻어낼 수 있었다. 용존산소량을 비롯한 4가지 파라미터별 예측 결과를 사용자에게 제공하기 위해 Flask와 REST API를 사용했으며, 이러한 예측 결과는 어민들에게 바다 양식장의 해수 상태 변화를 미리 제공할 수 있어 어류 집단 폐사로 인한 큰 피해를 줄이는 데 도움이 될 것이라 기대한다.

• 한국지구과학회지
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• 제28권4호
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• pp.478-490
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• 2007

우리나라 서, 남해안에 지하수의 해수침투 현상을 관측하기 위해 설치된 관측망 자료를 이용하여, 해당지역별 대수층을 통한 해수침투의 유형을 분석하였다. 분석에 이용된 관측정은 25개 해안지역 소유역의 총 45개 암반관정으로, 지하수위, 수온, 전기전도도를 대상으로 기본통계분석, 상관성 분석 및 변동유형 분류를 수행하였다. 분석 결과 지하수위의 경우 강우 영향을 받거나 양수에 의한 수위강하가 나타나는 관측정에서 큰 폭으로 변동하고 있다. 지하수온은 대부분의 경우 변동폭이 $0.2^{\circ}C$ 이내로 안정적인 특징을 보여주고 있으며, 전체적으로 평균 온도가 $15^{\circ}C$ 이상으로 나타났다. 전기전도도의 경우 상대적으로 변동폭이 크고 불규칙한 특징을 가지고 있으며, 평균값이 $2,000\;{\mu}S/cm$ 이내의 관측정이 28개, $10,000\;{\mu}S/cm$를 초과하는 관측정은 9개소로 나타났다. 교차상관도 분석에 의하면, 지하수위는 강우의 영향을 받아 변동하는 형태가 많았지만 수온과 전기전도도는 상대적으로 강우의 영향이 없는 것으로 나타났다. 조석의 경우에는 일부 관측정에서 강우에 의한 영향보다 높은 교차상관도가 나타났다. 본 연구에서는 장기관측자료를 변동형태에 따라 정상형, 추세형, 주기형, 충동형, 계단형, 경사형 등 6가지로 분류하였다. 지하수위의 경우 강우나 양수의 영향을 받는 충동형이 가장 많은 73.3%이며, 조석의 영향은 13.4%에 해당되었다. 지하수온의 경우 변동폭이 일정한 정상형태가 51.2로 가장 높게 나타났으며, 강우나 양수에 의한 충동형이 26.7%에 해당되었다. 전기전도도의 경우는 지하수위나 지하수온과 달리 추세형, 계단형, 경사형 등의 변동형태가 우세한 것으로 나타났다. 전체적으로 동일한 해안지역에 설치된 관측정별로 관측자료의 변동 특성이 상이한 경우가 나타남에 따라, 향후 각 소유역별로 관측정 자료의 정기적인 변동 경향성을 분석하는 것이 필요하다.

• Journal of the korean society of oceanography
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• 제37권4호
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• pp.232-241
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• 2002

The potential role of environmental factors on extractable lipofuscin accumulation rate in the blue crab was studied by examining the effect of temperature on laboratory reared blue crabs and the effect of trace metals from samples collected at impacted sites (Baltimore Harbor) and a relatively pristine site (outdoor ponds at Horn Point Laboratory, Cambridge, MD, USA). Lipofuscin levels did not significantly related with sampling sites or heavy metal concentrations in the crab tissue. Heavy metal body burden was highly variable among sampling sites and tissue types but significantly higher for both impacted areas (Curtis Creek and Inner Harbor) in comparison to the reference site. Among tissue types, gills showed the highest metal concentrations with the exception of Hg, which was highest in muscle tissue. For two groups of crabs that were held at either ambient (4 to 1$0^{\circ}C$) or heated seawater (19$^{\circ}C$) for two months, normalized-lipofuscin levels were significantly different (P-0.001). Results suggest that temperature may affect lipofuscin accumulation (=0.25ng-lipofuscin/mg-protein/temperature-degree day). Therefore, temperature should be considered for accurate age calibration of crab populations using lipofuscin.

• Corrosion Science and Technology
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• 제19권2호
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• pp.75-81
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• 2020

To reduce structural weight, light metals, including aluminum and magnesium alloys, have been widely used in various industries such as aircraft, transportation and automobiles. Recently, composite materials such as Carbon Fiber Reinforced Plastics (CFRP) and Graphite Epoxy Composite Material (GECM) have also been applied. However, aluminum and its alloys suffer corrosion from various factors, which include aggressive ions, pH, solution temperature and galvanic contact by potential difference. Moreover, carbon fiber in CFRP and GECM is a very efficient cathode, and very noble in the galvanic series. Galvanic contact between carbon fiber composites and metals in electrolytes such as rain or seawater, is highly undesirable. Notwithstanding the potentially dangerous effects of chloride and temperature, there is little research on galvanic corrosion according to chloride concentration and temperature. This work focused on the effects of chloride concentration and solution temperature on AA7075T6. The increased galvanic corrosion between CRFP and AA7075T6 was evaluated by electrochemical experiments, and these effects were elucidated.

• 한국미생물·생명공학회지
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• 제27권1호
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• pp.70-74
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• 1999

Vibrio vulnificus, a normal bacterial inhabitant of estuaries, is of concern because it can be a potent human pathogen, a causing septicemia, wound infections and gastrointestinal disease in susceptible host. In this survey, total 431 samples were obtained from different sites of the Chonman coastal area during the periods from Mar. 1997 to Feb. 1998. Vibrio vulnificus was isolated from the middle of May to the begining of November of 1997 in Chonman coastal area, as the seawater temperature was at 20$^{\circ}C$ and 15$^{\circ}C$, respectively and was rapidly increased to above 40% from July to September. The isolation rates of V. vulnificus from sediment, seawater, raw seafoods and aquarium water were 52.1%, 49.1%, 32.5%, and 27.3%, respectively and isolation rate was highest in oyster among various collected samples. V.vulnificus was also isolated from 73.1%(38/52) of sampling sites of Chonman coastal area.

• 한국수산과학회지
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• 제46권6호
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• pp.862-867
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• 2013

Since the industrial revolution, seawater has increased in temperature and acidity due to the increase in anthropogenic carbon dioxide in the atmosphere. To understand the effect of elevated $CO_2$ on the early life stages of fish, we reared fertilized eggs of black sea bream Acanthopagrus schlegelii under three $CO_2$ concentrations (400, 850 and 1550 ppm) for 3 weeks. The standard length and wet weight of black sea bream larvae declined with enhanced $CO_2$ concentration in the rearing water (P<0.05). However, chemical analysis using ICP-OES on internal tissues of black sea bream larvae indicated that the whole-body calcium concentration increased with $CO_2$ concentration in the rearing water. These conflicting results suggest that future experiments should examine the acid-base balance to investigate the formation of bone and otolith during larval growth.

• Journal of Advanced Marine Engineering and Technology
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• 제38권9호
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• pp.1094-1100
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• 2014

오폐수처리, 해수담수화 및 식품산업의 경우 증발과정은 필수공정이며, 이는 기본적으로 용액으로부터 용매인 순수한 물성분을 추출하여 점차 용액의 농도를 증가시키는 방식이다. 농축을 위한 방식은 전기투석, 증발식, 막방식 등의 다양한 방법이 사용되고 있으나, 본 연구에서는 여러 산업분야에서 적용되고 있는 증발식을 대상으로 운전방식에 따른 가열열원의 소모량을 이론적으로 분석하고, 이에 근거하여 다단증발식 해수담수화설비의 운전특성을 파악하였다. 본 연구의 결과에 따르면 시스템에서 이용할 수 있는 전체 온도차, 즉 인입해수의 온도와 1단 증발부로 유입되는 해수온도와의 차를 기준으로 증발단의 수를 증가시킬수록 에너지효율이 상승함을 알 수 있었다.

• Membrane and Water Treatment
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• 제3권4호
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• pp.253-266
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• 2012

In this work, the effect of hybrid salts precipitation-nanofiltration (SP-NF) process on the scale deposits in thermal and membrane desalination processes has been studied. The analysis was carried out to study the scale formation from the Arabian Gulf seawater in MSF and RO reference processes by changing the percentage of pretreatment from 0 to 100%. Four different SP-NF configurations were suggested. A targeted Top Brine Temperature (TBT) of $130^{\circ}C$ may be achieved if 30% portion is pretreated by SP and/or NF processes. As a rule of thumb, each 1% pretreatment portion increases the reference TBT of $115^{\circ}C$ by $0.6^{\circ}C$. For both MSF and RO, parallel pretreatment of certain percentage of the feed by SP and the rest by NF, showed the lowest scale values. The case showed the best values for sulfate scale prevention and the highest values of increasing the monovalent ions relative to the divalent scale forming ions. Sulfate scale is significant in MSF process while carbonate scale is significant in RO. Salt precipitation was suggested because it is less costly than nanofiltration, but nanofiltration was used here because it is efficient in sulfate ions removal.

• 대한기계학회:학술대회논문집
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• 대한기계학회 2004년도 춘계학술대회
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• pp.2053-2058
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• 2004

The pressurized light water cooled, medium power (330 MWt) SMART (System-integrated Modular Advanced ReacTor) has been under development at KAERI for a dual purpose : seawater desalination and electricity generation. The SMART design verification phase was followed to conduct various separate effects tests and comprehensive integral effect tests. The high temperature / high pressure thermal-hydraulic test facility, VISTA(Experimental Verification by Integral Simulation of Transient and Accidents) has been constructed to simulate the SMART-P (the one fifth scaled pilot plant) by KAERI. Experimental tests have been performed to investigate the thermal-hydraulic dynamic characteristics of the primary and the secondary systems. Heat transfer characteristics and natural circulation performance of the PRHRS (Passive Residual Heat Removal System) of SMART-P were also investigated using the VISTA facility. The coolant flows steadily in the natural circulation loop which is composed of the steam generator (SG) primary side, the secondary system, and the PRHRS. The heat transfers through the PRHRS heat exchanger and ECT are sufficient enough to enable the natural circulation of the coolant.

• 한국자원식물학회지
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• 제31권4호
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• pp.342-354
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• 2018

Suaeda japonica is a halophytic plant that lives in mudflat at intertidal zone of western and southern coastal areas of Korea. The seawater-living plants showed a purple color during their whole life. In contrast, freshwater-living plants displayed a green color in leaves. When seawater-living plants were transferred to potting soil, the purple color was gradually changed to green in the leaves. The extracted purple pigment compound exhibited typical characteristics of betacyanin that were represented by water solubility, pH- and temperature-dependent color changes, sensitivity to light, UV-Vis spectra, and gel electrophoretic migration pattern. The LC-MS analysis of the extracted pigment compound showed the presence of two major protonated molecular ions ($[M+H]^+$) at m/z 651.1 and m/z 827.1. Antioxidant activity of the pigment compound was determined using stable free radical DPPH assay. It was found to have an antioxidant activity that is linearly increased in proportion to the reaction time for up to 30 min, and the activity was comparable to that of control BHA at 9.0 mg/ml. The anticancer activity against several tumor cell lines was also examined following the MTT assay. The significant growth inhibitory effect was observed on two tumor cell lines, SW-156 (human kidney carcinoma) and HEC-1B (human endometrial adenocarcinoma). Probably, the pigment compound may function as an osmolyte to uphold halotolerant physiological processes in saline environment.