• 제목/요약/키워드: Ocean Mixed Layer

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기상 데이터를 활용한 LSTM 기반의 해양 혼합층 수온 예측 (LSTM Based Prediction of Ocean Mixed Layer Temperature Using Meteorological Data)

  • 고관섭;김영원;변성현;이수진
    • 대한원격탐사학회지
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    • 제37권3호
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    • pp.603-614
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    • 2021
  • 최근 우리나라 주변 해역의 해수면 온도가 상승하고 있다. 이러한 수온 상승은 어족자원의 변화를 일으켜 낚시와 같은 레저활동에 영향을 미치기도 하며, 특히 고수온은 적조 발생으로 이어져 양식업과 같은 해양산업에 극심한 피해를 유발하기도 한다. 한편 수온 변화는 잠수함을 탐지하는 군사작전과도 밀접하게 연관되어 있다. 이는 잠수함을 탐지하기 위한 음파가 수온층에 따라 회절, 굴절 및 반사되는 정도가 달라지기 때문이다. 이와 같이 해양과 관련된 다양한 분야에서 중요성을 가지는 해양 수온의 변화를 예측하기 위한 연구가 현재 활발하게 진행되고 있다. 그러나 기존 연구들은 대부분 해수면 온도만을 예측하는데 중점을 두고 있어 수심별 어족자원의 변화나 잠수함 탐지와 같은 군사분야 활용이 제한된다. 이에 본 연구에서는 수심별 수온자료 및 해수면 온도와 상관관계를 가지는 기온, 기압, 일조량 등의 기상 데이터를 함께 활용하여 수심 38 m 혼합층의 수온을 예측하였다. 사용된 데이터는 이어도 해양과학기지에서 관측한 2016년부터 2020년까지의 기상 데이터와 수심별 수온 자료이며, 예측의 정확성과 효율성을 높이기 위해 딥러닝 기법 중 시계열 자료에 적합하다고 알려진 LSTM(Long Short-Term Memory)을 사용하였다. 실험 결과 1시간 예측을 기준으로 기온과 기압, 일조량 자료를 함께 활용한 모델의 RMSE(Root Mean Square Error)는 0.473으로 나타났다. 반면 해수면 수온만을 활용한 모델의 RMSE는 0.631로 나타나 기상데이터를 함께 활용한 모델이 상부 혼합층 수온 예측에서 보다 우수한 성능을 보임을 확인하였다.

Air-Sea Heat Flux Estimation by Ocean Data Assimilation Using Satellite and TOGA/TAO Buoy Data

  • Awaji, Toshiyuki;Ishikawa, Yoichi;Iida, Masatora;In, Teiji
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 1999년도 Proceedings of International Symposium on Remote Sensing
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    • pp.221-226
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    • 1999
  • A data assimilation system for a 1-dimensional mixed layer model has been constructed using the adjoint method. The classical adjoint method does not work well for the mixed layer variabilities due to the occurrence of spikes in the gradient of the cost function. To solve this problem, the two techniques of scaling the cost function and optimization in the frequency space are used. As a result, the heat flux can be reliably estimated with an accuracy of 8Wm$^{-2}$ rms error in the identical twin experiments. We then applied this system to the tropical Pacific TOGA-TAO buoy data. The air-sea heat flux as well as the mixed layer variability were estimated in close approximation to the buoy data, particularly on time scales longer than the seasonal one.

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중해상도 전지구 해양대순환 모형의 상층 수온과 혼합층 깊이 모사 성능 평가 (Evaluation of Upper Ocean Temperature and Mixed Layer Depth in an Eddy-permitting Global Ocean General Circulation Model)

  • 장찬주;민홍식;김철호;강석구;이흥재
    • Ocean and Polar Research
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    • 제28권3호
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    • pp.245-258
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    • 2006
  • We investigated seasonal variations of the upper ocean temperature and the mixed layer depth (MLD) in an eddy-permitting global ocean general circulation model (OGCM) to assess the OGCM perfermance. The OGCM is based on the GFDL MOM3 which has a horizontal resolution of 0.5 degree and 30 vertical levels. The OGCM was integrated for 68 years using a monthly-mean climatological wind stress forcing. The model sea surface temperature (SST) and sea surface salinity were restored to the Levitus climatology with a time scale of 30 days. Annual-mean model SST shows a cold bias $(<\;-2^{\circ}C)$ in the summer hemisphere and a warm bias $(>\;1^{\circ}C)$ in the winter hemisphere mainly due to the restoring boundary condition of temperature. The model MLD captures well the observed features in most areas, with a slightly deep bias. However, in the Ross Sea and Weddell Sea, the model shows significantly deeper MLD than the climatology-mainly due to weak salinity stratifications in the model. For amplitude of seasonal variation, the model SST is smaller $(1{\sim}3^{\circ}C)$ than the observation largely due to the restoring surface boundary condition while the model MLD has larger seasonal variation $({\sim}50m)$. It is suggested that for more realistic simulation of the upper ocean structure in the present eddy-permitting ocean model, more refinements in the surface boundary condition for the thermohaline forcing and parameterization for vertical mixing are required, together with the incorporation of a sea-ice model.

혼합 소스 HVPE 방법에 의한 4H-SiC 기판 위의 육각형 Si 에피층 성장 (Growth of hexagonal Si epilayer on 4H-SiC substrate by mixed-source HVPE method)

  • 김경화;박선우;문수현;안형수;이재학;양민;전영태;이삼녕;이원재;구상모;김석환
    • 한국결정성장학회지
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    • 제33권2호
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    • pp.45-53
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    • 2023
  • 4H-SiC 기판 위의 Si 성장은 전력 반도체, 바이폴라 접합 트랜지스터 및 광전자 공학에서 매우 유용한 재료로서 광범위한 응용 분야를 가지고 있다. 그러나 Si와 4H-SiC 사이에 약 20 %의 격자 불일치로 인해 4H-SiC에서 매우 양질의 결정 Si를 성장시키는 것은 상당히 어렵다. 본 논문에서는 혼합 소스 수소화물 기상 에피택시 방법을 이용하여 4H-SiC 기판에서 성장한 Al 관련 나노 구조체 클러스터에 의한 육각형 Si 에피층의 성장을 보고한다. 4H-SiC 기판 위에 육각형 Si 에피층을 성장시키기 위해 먼저 Al 관련 나노 구조체 클러스터가 형성되고 Si 원자를 흡수하여 육각형 Si 에피층이 형성되는 과정을 관찰하였다. Al 관련 나노 구조체 클러스터와 육각형 Si 에피층에 대하여 FE-SEM 및 라만 스펙트럼 결과로부터 육각형 Si 에피층은 일반적인 입방정계 Si 구조와 다른 특성을 가지는 것으로 판단된다.

Controlling interlayer spacing of GO membranes via the insertion of GN for high separation performance

  • Xuan Liu;Zhu Zhou;Hengzhang Dai;Kuang Ma;Yafei Zhang;Bin Li
    • Membrane and Water Treatment
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    • 제14권3호
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    • pp.107-114
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    • 2023
  • Graphene oxide (GO) membranes have attracted extensive attention in water treatment and related fields. However, GO films are unstable and have low permeability, which have hindered their further development. In this paper, a simple and effective method was used in which GO and single-layer graphene (GN) were mixed, and the layer spacing was effectively controlled by accurately controlling the ratio of GO to GN. GO-GN composite membranes have excellent stability, salt rejection (95.4%), and water flux (26 L m-2 h-1 bar-1). This unique design structure can be used for precise and effective regulation of the layer spacing in GO, improving the rejection rate, and increasing water flux via the enhancement of low-friction capillary action. The rational development and use of this unique composite membrane provides a reference for the water treatment field.

인공 용승 구조물 설치에 적합한 해역의 해양환경 특성 (Characteristics of Oceanographic Conditions in an Area Suitable for the Construction of Artificial Upwelling)

  • 조규대;김동선;박성은
    • 한국수산과학회지
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    • 제36권2호
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    • pp.187-192
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    • 2003
  • To evaluate the oceanographic conditions for the artificial upwelling we measured vertical stratification coefficients, current speed distribution and grain size distribution of bottom sediment in the vicinity of Gukdo and Somaemuldo near Geojedo. There were a strong stratification between surface and bottom layers in summer, the stratification was weak from autumn to winter, and the water was well mixed during winter. In summer nutrient concentration of the bottom layer was 4 times higher than that of the surface layer. Underwater currents were strong in the bottom layer. We conclude that the oceanographic conditions in the area will meet the basic requirement for the construction of artificial upwelling.

이온 실화처리한 Ni-Cr-Mo강의 저온파괴인성에 관한 연구 (A Study on the Low Temperature Fracture Toughness of Ion-nitrided Ni-Cr-Mo Steel)

  • 오세욱;윤한기;문인철
    • 한국해양공학회지
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    • 제1권2호
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    • pp.101-112
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    • 1987
  • Fracture toughness characterization in the transition region is examined for heat-treated and ionnitrided Ni-Cr-Mo steel. After heat treatment for the specimens of Ni-Cr-Mo steel, organizations of specimens-specimens which are heat-treated and ion-nitrided for 4 hours at 500 .deg. C and 5 torr in 25%N/dub 2/-75%H/sub 2/mixed gas-, hardness variety, and X-ray diffraction pattern of the ion-nitriding compound layer are observed. Fracture toughenss test of unloading compliance method were conducted over the regions from room trmperature to -70.deg. C. The compound layer was consisted of r'=Fe/sub 4/N phase and ion-nitrided layer's depth was 200mm from surface. The transition regions of heat-treated and ion-nitrided specimens were about -30.deg. C and -50.deg. C, respectively. The transition region of ion-nitrided specimens is estimated less than that of heat-treated one, and this is the effect of ion-nitriding.

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북서태평양의 표층엽록소 변동성 (Variability of Surface Chlorophyll Concentration in the Northwest Pacific Ocean)

  • 박지수;석문식;윤석;유신재
    • Ocean and Polar Research
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    • 제30권3호
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    • pp.277-287
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    • 2008
  • We collected information on seasonal and interannual variability of surface chlorophyll a concentration between 1997-2007 from the Northwest Pacific Ocean. Satellite data were used to acquire chlorophyll a and sea surface temperature from six regions: East Sea/Ulleung Basin, East China Sea, Philippin Sea, Warm Pool region, Warm Pool North region, and Warm Pool East region. Mixed layer depth (MLD) was calculated from temperature profiles of ARGO floats data in four of the six regions during 2002-2007. In the East Sea/Ulleung Basin, seasonal variability of chlorophyll a concentration was attributed to seasonal change of MLD, while there was no significant relationship between chlorophyll a concentration and MLD in the Warm Pool region. Interannual anomaly in sea surface temperature were similar among the East Sea, East China Sea, Philippin Sea, and Warm Pool North region. The anomaly pattern was reversed in the Warm Pool East region. However, the anomaly pattern in the Warm Pool region was intermediate of the two patterns. In relation to chlorophyll a, there was a reversed interannual anomaly pattern between Warm Pool North and Warm Pool East, while the anomaly pattern in the Warm Pool region was similar to that of Warm Pool North except for the El $Ni\tilde{n}o$ years (1997/1998, 2002/2003, 2006/2007). However, there was no distinct relationship among other seas. Interestingly, in the Warm Pool and Warm Pool East regions, sea surface temperature showed a pronounced inverse pattern with chlorophyll a. This indicates a strong interrelationship among sea surface temperature-MLD-chlorophyll a in the regions. In the Warm Pool and Warm Pool East, zonal distribution of chlorophyll a concentration within the past 10 years has shown a good relationship with sea surface temperature which reflects ENSO variability.

Interleaving Phenomena of the North Pacific Intermediate Water in the Offshore Area of the Kuroshio

  • Yang, Sung-Kee;Lee, Byung-Gul
    • 한국환경과학회지
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    • 제12권5호
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    • pp.521-527
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    • 2003
  • To study the intruded phenomena of North Pacific Ocean around Boso peninsular, water property distribution in the adjacent seas to Japan is studied using the hydrographic data obtained by Japan Maritime Agency and Japan Fisheries Agency from 1973 to 1996, The scattering of water type in T-5 diagram is relatively small in the Kuroshio Region. Both the envelopes of saline side and of fresh side of the scattered data points shifts gradually from saline side to fresh side as the observation Line moves from southwest to northeast. In mixed water region, the scattering of water type increases rapidly as the observation line moves north; the envelope of fresh cold side moves towards fresh cold side much faster than that of saline side. This suggests that the water does not advect along the salinity minimum layer, but the salinity minimum layer can be understood as a boundary of two different waters aligned vertically, We defined the typical water masses as the Oyashio Water and the Kuroshio Water. The water mass below the salinity minimum layer may be created by isopycnal mixing of these two water masses with a fixed mixing rate. While the water mass above the salinity minimum cannot be created simply by isopycnal mixing. The salinity minimum layer may be eroded from upper side due to active minxing processes in the surface layer, while the water of the salinity minimum layer moves gradually southward. This appears to give an explanation why the thermosteric anomaly value at salinity minimun decereases towards south.

Climatological Estimation of Sea Surface CO2 Partial Pressure in the North Pacific Oceans by Satellite data

  • Osawa, Takahiro;Akiyama, Masatoshi;Sugimori, Yasuhiro
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 1999년도 Proceedings of International Symposium on Remote Sensing
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    • pp.237-242
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    • 1999
  • As one of the key parameters to determine $CO_2$ flux between air - sea interface, it is quite important to know p$CO_2$, which has involved much uncertainty, mainly due to the complex variations of sea surface p$CO_2$ and the paucity of samples, made in ocean. In order to improve the interrelationship between partial pressure (p$CO_2$) and different physical and biochemical parameters in global sea surface water, a new empirical relation is established to correlate and parameterize p$CO_2$ in the mixed layer using the data from recent WOCE cruises. Meanwhile, by new empirical relation, abundant historical hydrographic and nutrients ship data, Levitus data set and NOAA/AVHRR(SST), p$CO_2$ have been accumulated and applied. Then effort has to be made fur promotion of this study to correlate and parameterize p$CO_2$ in the mixed Layer with different physical and biochemical parameters. and further attribute this huge historical data sets and NOAA/AVHRR(SST) data to estimate p$CO_2$. In this paper we analyzed more interrelationship between the model and ship/satellite data set. Finally, the inter-annual variations of p$CO_2$ in sea are presented and discussed.

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