• 한국해양공학회지
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• 제27권6호
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• pp.100-105
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• 2013

This paper presents a sea surface reconstruction method that uses measured radar images by applying filtering techniques and identifying wave characteristics of the surrounding the Ieodo ocean research station using WaveFinder (X-band wave measurement radar), which is installed in the station. In addition, the results obtained from real radar images are used to verify the reconstructed sea surface. WaveFinder is a marine system that was developed to measure wave information in real time. The WaveFinder installed in the station could acquire sequent images for the sea surface at constant time intervals to obtain real time information (Wave height, mean wave period, wave directionality, etc.) for the wave by getting a three-dimensional spectrum by applying an FFT algorithm to the acquired sequent images and wave dispersion relation. In particular, we found the wave height using the SNR (Signal to noise ratio) of the acquired images. The wave information measured by WaveFinder could be verified by comparing and analyzing the results measured using the wave measurement instrument (Sea level monitor) in the station. Additionally, the wave field around the station could be reconstructed through the three-dimensional spectrum and the inverse FFT filtering from the analyzed results for the measured radar images. We verified the applicability of the sea surface reconstruction method by comparing the measured and simulated sea surfaces.

• 한국지형학회지
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• 제24권2호
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• pp.79-90
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• 2017

This study investigated the correlation between the diatom community and the environmental variables on the tidal flat surface of the eastern part of Gomso Bay in the West coast of Korea in order to utilize the quantitative sea level record as a basic data. 24 sediment samples at 10cm intervals downstream of the Galgok Stream were used for diatom analysis, grain size analysis and CCA. As a result of diatom analysis, marine diatoms dominated at lower altitudes and the ratio of diatoms to fresh water diatoms and brackish diatoms increased toward upland. As a result of CCA, the contribution of environmental variables was analyzed as 25.3% at altitude, 21.6% at sand, 13.3% at skewness, etc. This means that altitude above sea level has the greatest influence on the diatom composition in the tidal flat surface. It suggests that the contribution of environmental variables at altitude above sea level can be used as a basic data for the quantitative records for reconstruction of paleo-sea level.

• Journal of the korean society of oceanography
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• 제37권1호
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• pp.27-34
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• 2002

We measured the alkenone concentration of bulk sediments from a piston core collected from the Ulleung Basin in the East Sea in order to reconstruct past sea surface temperatures (SST). Sediment ages are well constrained by AMS $^{14}C$ dates of the planktonic foraminifera Globigerina bulloides. Coretop alkenone SST calibration with modern surface temperatures and sediment trap dat (Hong et al., 1996) indicate that the SST estimated from alkenones most likely represent the temperatures of late fall. Downcore variations in the alkenone saturation index indicate that between 19 and 15 kyr BP the surface waters were about $3^{\circ}C$ warmer than today. Between 15 and 11 kyr BP, the temperatures were about $3^{\circ}C$ lower than today. A rapid SST increase of about $3^{\circ}C$ occurred at approximately 10 kyr BP. After considering the factors which might influence the SST reconstruction from the $U^{k'}_{37}$ values, we conclude that the alkenone temperature estimates are reliable. The reason for glacial warming in the East Sea is not clear, although there is a possibility that it could be caused by shift in the season of maximum alkenone production from summer during the last glaciation to late fall during the Holocene. Cooling between 15 and 11 kyr BP may be due to inflow of cold water into the East Sea such as via the Oyashio Current or ice-melt water. Warming at the early Holocene could be due to inflow of the Tsushima Current into the East Sea through the Korea Strait.

• 한국컴퓨터정보학회논문지
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• 제28권11호
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• pp.13-20
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• 2023

본 논문에서는 LSTM-Autoencoder 기반 특징추출과 재구성 데이터를 이용한 수온 예측 방법을 제안한다. 냉수대 현상이 발생한 동해 낙산 지역의 해수면 수온과 수온에 영향을 미치는 풍향, 풍속 등 다변량 시계열 데이터를 이용하고, LSTM-Autoencoder 모델을 이용하여, 원본 데이터의 차원 축소를 통해 추출된 특징 데이터를 원본 데이터의 다변수 데이터로 결합한 데이터, 복원 데이터, 원본 데이터 총 3가지를 사용한다. 수온 예측을 위해 LSTM 모델에 3가지 데이터를 학습하고, 정확도를 평가한 결과 MAE 0.3652, RMSE 0.5604, MAPE 3.309%으로 LSTM-Autoencoder의 특징추출을 이용한 수온 예측 정확도가 가장 우수한 성능을 보이는 것을 확인하였다. 본 연구의 결과는 냉수대와 같이 해수면 수온 변화가 급변하는 구간의 예측 정확도를 높여, 자연재해의 피해를 예방할 수 있을 것으로 기대한다.

• 대한원격탐사학회:학술대회논문집
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• 대한원격탐사학회 2007년도 Proceedings of ISRS 2007
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• pp.33-36
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• 2007

We have persistently constructed gridded products of surface wind/wind stress over the world ocean using satellite scatterometer (ERS and Qscat). They are available for users as the Japanese Ocean Flux data sets with Use of Remote sensing Observation (J-OFURO) data together with heat flux components. Recently, a new version data of the Qscat/SeaWinds based on improved algorithm for rain flag and high wind-speed range have been delivered, and allowed us to reconstruct gridded product with higher spatial resolution. These products are validated by comparisons with in-situ measurement data by mooring buoys such as TAO/TRITON, NDBC and the Kuroshio Extension Observation (KEO) buoys, together with numerical weather prediction model products such as the NCEP-1 and 2. Results reveal that the new product has almost the same magnitude in mean difference as the previous version of Qscat product and much smaller than the NCEP-1 and 2. On the other hand, it is slightly larger root-mean-square (RMS) difference than the previous one and NCEPs for the comparison using the KEO buoy data. This may be due to the deficit of high wind speed data in the buoy measurement. The high resolution product, together with sea surface temperature (SST) one, is used to examine a new type of relationship between the lower atmosphere and upper ocean in the Kuroshio Extension region.

• Ocean and Polar Research
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• 제38권3호
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• pp.195-207
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• 2016

Because the high latitude region in the North Pacific is characterized by high primary production in the surface water enriched with nutrients, it is important to understand the variation of surface water productivity and associated nutrient variability in terms of global carbon cycle. Surface water productivity change or its related nutrient utilization rate during the Northern Hemisphere Glaciation (NHG; ca. 2.73 Ma) has been reported, but little is known about such circumstances under gradual climate cooling since the NHG. Bulk nitrogen isotope (${\delta}^{15}N_{bulk}$) of sedimentary organic matter has been used for the reconstruction of nutrient utilization rate in the surface water. However, sedimentary organic matter experiences diagenesis incessantly during sinking through the water column and after burial within the sediments. Thus, in this study we examine the degree of nitrate utilization rate during the early Pleistocene (2.4-1.25 Ma) since the NHG, using the diatom-bound nitrogen isotope (${\delta}^{15}N_{db}$), which is known to be little influenced by diagenesis, from Site U1343 in the Bering slope area. ${\delta}^{15}N_{db}$ values range from ~0.5 to 5.5‰, which is lower than ${\delta}^{15}N_{bulk}$ values, but they vary with larger amplitude. Variation patterns between ${\delta}^{15}N_{db}$ values and biogenic opal concentration are generally consistent, which indicates that the nitrate utilization rate is closely related to opal productivity change in the surface water. A positive correlation between opal productivity and nitrate utilization rate was observed, which is different from the other high latitude regions in the North Pacific. The main reason for this contrasting relationship is that the primary production in the surface water at Site U1343 is influenced mostly by the degree of sea ice formation. Still, although concerns about diagenetic alteration have been avoided by using ${\delta}^{15}N_{db}$, the effects of the preservation state of biogenic opal and the species-dependent isotopic fractionation on ${\delta}^{15}N_{db}$ should be assessed in the future studies.

• 한국농공학회지
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• 제35권2호
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• pp.43-56
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• 1993

The laboratory tests are performed on how the liquefaction potential of the sea dike structures on the saturated sand or silty sand seabed could be affected due to earthquake before and after construction results are given as follows ; 1. Earthquake damages to sea dike structures consist of lateral deformation, settlement, minor abnormality of the structures and differential settlement of embankments, etc. It is known that severe disasters due to this type of damages are not much documented. Because of its high relative cost of the preventive measures against this type of damages, the designing engineer has much freedom for the play of judgement and ingenuity in the selection of the construction methods, that is, by comparing the cost of the preventive design cost at a design stage to reconstruction cost after minor failure. 2. The factors controlling the liquefaction potential of the hydraulic fill structure are magnitude of earthquake(max. surface velocity), N-value(relative density), gradation, consistency(plastic limit), classification of soil(G & vs), ground water level, compaction method, volumetric shear stress and strain, effective confining stress, and primary consolidation. 3. The probability of liquefaction can be evaluated by the simple method based on SPT and CPT test results or the precise method based on laboratory test results. For sandy or silty sand seabed of the concerned area of this study, it is said that evaluation of liquefaction potential can be done by the one-dimensional analysis using some geotechnical parameters of soil such as Ip, Υt' gradation, N-value, OCR and classification of soils. 4. Based on above mentioned analysis, safety factor of liquefaction potential on the sea bed at the given site is Fs =0.84 when M = 5.23 or amax= 0.12g. With sea dike structures H = 42.5m and 35.5m on the same site Fs= 3.M~2.08 and Fs = 1.74~1.31 are obtained, respectively. local liquefaction can be expected at the toe of the sea dike constructed with hydraulic fill because of lack of constrained effective stress of the area.

• 한국제4기학회지
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• 제17권2호
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• pp.33-38
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• 2003

This study is conducted to examine the data of climate or environmental change in the northeastern Asia during the last glacial maximum. A remarkable feature of the 18,000 BP biome reconstructions for China is the mid-latitude extention of steppe and desert biomes to the modem eastern coast. Terrestrial deposits of glacial maximum age from the northern part of Yellow Sea suggest that this region of the continental shelf was occupied by desert and steppe vegetation. And the shift from temperate forest to steppe and desert implies conditions very much drier than present in eastern Asia. Dry conditions might be explained by a strong winter monsoon and/or a weak summer monsoon. A very strong depression of winter temperatures at LGM. has in the center of continent has influenced in northeast Asia similarly. The vegetation of Hokkaido at LGM was subarctic thin forest distributed on the northern area of middle Honshu and cool and temperate mixed forest at southern area of middle Honshu in Japan. The vegetation landscape of mountain- and East coast region of Korea was composed of herbaceous plants with sparse arctic or subarctic trees. The climate of yellow sea surface and west region of Korea was much drier and temperate steppe landscape was extended broadly. It is supposed that a temperate desert appeared on the west coast area of Pyeongan-Do and Cheolla-Do of Korea. The reconstruction of year-round conditions much colder than today right across China, Korea and Japan is consistent with biome reconstruction at the LGM.

• 한국해양학회지:바다
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• 제22권2호
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• pp.45-55
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• 2017

Long chain alkyl diols (LCDs)은 다양한 해양 환경 퇴적물에서 관측되고 있다. Rampen et al. (2012)은 해양 표층 퇴적물에서 분석된 LCDs 중 $C_{30}$ 1,15-diol, $C_{28}$ 1,13-diol, $C_{30}$ 1,13-diol를 이용하여 Long chain Diol Index (LDI)라는 고수온 프록시를 제시하였다. 일반적으로 LCDs의 정성 및 정량 분석은 CP-Sil5CB와 DB-5ms 컬럼을 사용해 GC-MS를 주 기반으로 한다. 본 연구에서는 서로 다른 해양환경(동해 및 서북극해)에서 획득한 해양퇴적물을 활용하여 특성이 다른 세가지 GC 컬럼(CP-Sil5CB, HP-5ms, DB-5)이 LCDs의 정량 분석에 미치는 영향을 검토하였다. 본 연구를 통해 일반적으로 CP-Sil5CB로 분석된 농도 결과가 HP-5ms와 DB-5로 분석된 농도 결과와 통계적으로 유의한 차이가 있는 것으로 확인되었다. 하지만 LDI로 복원된 표층수온의 컬럼 간 편차는 동해 퇴적물의 경우 $0.1-0.2^{\circ}C$, 서북극해 퇴적물의 경우 $0.2-0.7^{\circ}C$로 LDI의 calibration error 범위(${\pm}1{\sigma}$) 보다 작았다. 결론적으로 본 연구는 컬럼에 따라 LCDs의 정량 결과는 현저한 차이를 보일 수 있지만, LDI 프록시 값에 미치는 영향은 상대적으로 미비함을 보여 주었다. 따라서 LDI 프록시를 활용한 동해 및 서북극 해양 퇴적물의 고수온 복원에 특성이 다른 컬럼을 사용 할 수 있음을 시사하였다.

• 대한원격탐사학회지
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• 제38권5_2호
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• pp.707-723
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• 2022

위성기반 해수면온도는 광역 모니터링이 가능한 장점이 있지만, 다양한 환경적 그리고 기계적 이유로 인한 시공간적 자료공백이 발생한다. 자료공백으로 인한 활용성의 한계가 있으므로, 공백이 없는 자료 생산이 필수적이다. 따라서 본 연구에서는 한반도 주변 해역에 대해 극궤도와 정지궤도 위성에서 생산되는 해수면온도 자료를 두 단계의 기계학습을 통해 융합하여 4 km의 공간해상도를 가지는 일별 해수면온도 합성장을 만들었다. 첫번째 복원 단계에서는 Data INterpolate Convolutional AutoEncoder (DINCAE) 모델을 이용하여 다종 위성기반 해수면온도 자료를 합성하여 복원하였고, 두번째 보정 단계에서는 복원된 해수면온도 자료를 현장관측자료에 맞춰 Light Gradient Boosting Machine (LGBM) 모델로 학습시켜 최종적인 일별 해수면온도 합성장을 만들었다. 개발된 모델의 검증을 위해 복원 단계에서 무작위 50일의 자료 중 일부분을 제거하여 복원한 뒤 제거된 영역에 대해 검증하였으며, 보정 단계에서는 Leave One Year Out Cross Validation (LOYOCV) 기법을 이용하여 현장자료와의 정확도를 검증하였다. DINCAE 모델의 해수면온도 복원 결과는 상당히 높은 정확도(R²=0.98, bias=0.27℃, RMSE=0.97℃, MAE=0.73℃)를 보였다. 두번째 단계의 LGBM 보정 모델의 정확도 개선은 표층 뜰개 부이와 계류형 부이 현장자료와의 비교에서 모두 상당한 향상(RMSE=∆0.21-0.29℃, rRMSE=∆0.91-1.65%, MAE=∆0.17-0.24℃)을 보여주었다. 특히, 모든 현장 자료를 이용한 보정 모델의 표층 뜰개 부이와의 정확도는 동일한 현장 자료가 동화된 기존 해수면온도 합성장보다 나은 정확도를 보였다. 또한 LGBM 보정 모델은 랜덤포레스트(random forest)를 사용한 선행연구에서 보고된 과적합의 문제를 상당부분 해결하였다. 보정된 해수면온도는 기존의 초고해상도 해수면온도 합성장들과 유사한 수준으로 수온 전선과 와동 등의 중규모 해양현상을 뚜렷하게 모의하였다. 본 연구는 다종위성 자료와 기계학습 기법을 사용해 시공간적 공백 없는 고해상도 해수면온도 합성장 제작 방법을 제시하였다는 점에서 가치가 있다.