{"title":"基于GOCI图像的欧拉海流和拉格朗日轨迹估算","authors":"Xiaoping Xu, Bin Ai, Jun Zhao, Yuxun Liu","doi":"10.1029/2024JC022666","DOIUrl":null,"url":null,"abstract":"<p>In turbid coastal waters, sea surface currents often exhibit frequent spatiotemporal variability, retrieving them from optical satellite data remains challenging due to the saturated signal caused by suspended particles. This study uses the maximum cross-correlation (MCC) method to retrieve Eulerian currents and Lagrangian trajectories in turbid nearshore areas, and the performance of MCC with different correlation coefficients and tracers are evaluated. Current vectors calculated using the Cosine correlation coefficient show the highest consistency with high frequency radar currents. The minimum average magnitude error and average angular error were 0.51 and 23.98°, respectively. They also demonstrate strong statistical correlations of 0.99 for direction and 0.8 for speed with measured tidal currents, surpassing results calculated using Pearson and Tanimoto correlation coefficients. Eulerian currents and Lagrangian trajectories can effectively be derived from the tracers inverted from Rayleigh-corrected reflectance. The number of valid current vectors from total suspended matter (<span></span><math>\n <semantics>\n <mrow>\n <msub>\n <mi>R</mi>\n <mrow>\n <mi>r</mi>\n <mi>c</mi>\n </mrow>\n </msub>\n <mo>_</mo>\n </mrow>\n <annotation> ${R}_{rc}{\\_}$</annotation>\n </semantics></math>TSM) and chlorophyll-a concentration (<span></span><math>\n <semantics>\n <mrow>\n <msub>\n <mi>R</mi>\n <mrow>\n <mi>r</mi>\n <mi>c</mi>\n </mrow>\n </msub>\n <mo>_</mo>\n </mrow>\n <annotation> ${R}_{rc}{\\_}$</annotation>\n </semantics></math>Chl) is more than double that estimated with the tracers inverted from thoroughly atmospheric corrected reflectance. The fusion of these two tracers further enhances the reliability and consistency of the estimated currents. In tidal-dominant regions, Lagrangian trajectories from <span></span><math>\n <semantics>\n <mrow>\n <msub>\n <mi>R</mi>\n <mrow>\n <mi>r</mi>\n <mi>c</mi>\n </mrow>\n </msub>\n <mo>_</mo>\n </mrow>\n <annotation> ${R}_{rc}{\\_}$</annotation>\n </semantics></math>TSM and <span></span><math>\n <semantics>\n <mrow>\n <msub>\n <mi>R</mi>\n <mrow>\n <mi>r</mi>\n <mi>c</mi>\n </mrow>\n </msub>\n <mo>_</mo>\n </mrow>\n <annotation> ${R}_{rc}{\\_}$</annotation>\n </semantics></math>Chl closely match trends in observed tidal currents. Applying the estimated currents, the maximum resuspension rate in Haizhou Bay and northern Subei Shoal is 105.77 mg/(L·h), whereas the maximum deposition rate is 50.78 mg/(L·h). This study enhances the capabilities of high-resolution optical satellite data for observing and analyzing marine environments and physical processes in turbid coastal waters.</p>","PeriodicalId":54340,"journal":{"name":"Journal of Geophysical Research-Oceans","volume":"130 4","pages":""},"PeriodicalIF":3.3000,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Estimation of Eulerian Sea Surface Currents and Lagrangian Trajectory Using Ocean Color Elements From GOCI Images in Turbid Coastal Water\",\"authors\":\"Xiaoping Xu, Bin Ai, Jun Zhao, Yuxun Liu\",\"doi\":\"10.1029/2024JC022666\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>In turbid coastal waters, sea surface currents often exhibit frequent spatiotemporal variability, retrieving them from optical satellite data remains challenging due to the saturated signal caused by suspended particles. This study uses the maximum cross-correlation (MCC) method to retrieve Eulerian currents and Lagrangian trajectories in turbid nearshore areas, and the performance of MCC with different correlation coefficients and tracers are evaluated. Current vectors calculated using the Cosine correlation coefficient show the highest consistency with high frequency radar currents. The minimum average magnitude error and average angular error were 0.51 and 23.98°, respectively. They also demonstrate strong statistical correlations of 0.99 for direction and 0.8 for speed with measured tidal currents, surpassing results calculated using Pearson and Tanimoto correlation coefficients. Eulerian currents and Lagrangian trajectories can effectively be derived from the tracers inverted from Rayleigh-corrected reflectance. The number of valid current vectors from total suspended matter (<span></span><math>\\n <semantics>\\n <mrow>\\n <msub>\\n <mi>R</mi>\\n <mrow>\\n <mi>r</mi>\\n <mi>c</mi>\\n </mrow>\\n </msub>\\n <mo>_</mo>\\n </mrow>\\n <annotation> ${R}_{rc}{\\\\_}$</annotation>\\n </semantics></math>TSM) and chlorophyll-a concentration (<span></span><math>\\n <semantics>\\n <mrow>\\n <msub>\\n <mi>R</mi>\\n <mrow>\\n <mi>r</mi>\\n <mi>c</mi>\\n </mrow>\\n </msub>\\n <mo>_</mo>\\n </mrow>\\n <annotation> ${R}_{rc}{\\\\_}$</annotation>\\n </semantics></math>Chl) is more than double that estimated with the tracers inverted from thoroughly atmospheric corrected reflectance. The fusion of these two tracers further enhances the reliability and consistency of the estimated currents. In tidal-dominant regions, Lagrangian trajectories from <span></span><math>\\n <semantics>\\n <mrow>\\n <msub>\\n <mi>R</mi>\\n <mrow>\\n <mi>r</mi>\\n <mi>c</mi>\\n </mrow>\\n </msub>\\n <mo>_</mo>\\n </mrow>\\n <annotation> ${R}_{rc}{\\\\_}$</annotation>\\n </semantics></math>TSM and <span></span><math>\\n <semantics>\\n <mrow>\\n <msub>\\n <mi>R</mi>\\n <mrow>\\n <mi>r</mi>\\n <mi>c</mi>\\n </mrow>\\n </msub>\\n <mo>_</mo>\\n </mrow>\\n <annotation> ${R}_{rc}{\\\\_}$</annotation>\\n </semantics></math>Chl closely match trends in observed tidal currents. Applying the estimated currents, the maximum resuspension rate in Haizhou Bay and northern Subei Shoal is 105.77 mg/(L·h), whereas the maximum deposition rate is 50.78 mg/(L·h). This study enhances the capabilities of high-resolution optical satellite data for observing and analyzing marine environments and physical processes in turbid coastal waters.</p>\",\"PeriodicalId\":54340,\"journal\":{\"name\":\"Journal of Geophysical Research-Oceans\",\"volume\":\"130 4\",\"pages\":\"\"},\"PeriodicalIF\":3.3000,\"publicationDate\":\"2025-04-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Geophysical Research-Oceans\",\"FirstCategoryId\":\"89\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1029/2024JC022666\",\"RegionNum\":2,\"RegionCategory\":\"地球科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"OCEANOGRAPHY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Geophysical Research-Oceans","FirstCategoryId":"89","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1029/2024JC022666","RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"OCEANOGRAPHY","Score":null,"Total":0}
引用次数: 0
摘要
在浑浊的沿海水域,海流经常表现出频繁的时空变化,由于悬浮颗粒引起的饱和信号,从光学卫星数据中检索海流仍然具有挑战性。利用最大互相关(MCC)方法反演浑浊近岸地区的欧拉流和拉格朗日轨迹,并对不同相关系数和示踪剂的MCC性能进行了评价。利用余弦相关系数计算的电流矢量与高频雷达电流具有最高的一致性。最小平均幅度误差和平均角度误差分别为0.51°和23.98°。他们还证明了与测量的潮流方向和速度的统计相关性为0.99和0.8,超过了使用Pearson和Tanimoto相关系数计算的结果。欧拉电流和拉格朗日轨迹可以有效地从瑞利校正反射率反转的示踪剂中导出。总悬浮物(R R c _ ${R}_{rc}{\_}}$ TSM)和叶绿素a浓度(R R c_ ${R}_{rc}{\_}$ Chl)是根据完全大气校正反射率反演示踪剂估计的两倍以上。这两种示踪剂的融合进一步提高了估计电流的可靠性和一致性。在潮汐占优势的地区,拉格朗日轨迹R R c _ ${R}_{rc}{\_}$ TSM和R R c _${R}_{rc}{\_}$ Chl与观测到的潮流趋势非常吻合。海州湾和苏北浅滩的最大再悬浮速率为105.77 mg/(L·h),最大沉积速率为50.78 mg/(L·h)。本研究提高了高分辨率光学卫星数据在浑浊沿海水域观测和分析海洋环境和物理过程的能力。
Estimation of Eulerian Sea Surface Currents and Lagrangian Trajectory Using Ocean Color Elements From GOCI Images in Turbid Coastal Water
In turbid coastal waters, sea surface currents often exhibit frequent spatiotemporal variability, retrieving them from optical satellite data remains challenging due to the saturated signal caused by suspended particles. This study uses the maximum cross-correlation (MCC) method to retrieve Eulerian currents and Lagrangian trajectories in turbid nearshore areas, and the performance of MCC with different correlation coefficients and tracers are evaluated. Current vectors calculated using the Cosine correlation coefficient show the highest consistency with high frequency radar currents. The minimum average magnitude error and average angular error were 0.51 and 23.98°, respectively. They also demonstrate strong statistical correlations of 0.99 for direction and 0.8 for speed with measured tidal currents, surpassing results calculated using Pearson and Tanimoto correlation coefficients. Eulerian currents and Lagrangian trajectories can effectively be derived from the tracers inverted from Rayleigh-corrected reflectance. The number of valid current vectors from total suspended matter (TSM) and chlorophyll-a concentration (Chl) is more than double that estimated with the tracers inverted from thoroughly atmospheric corrected reflectance. The fusion of these two tracers further enhances the reliability and consistency of the estimated currents. In tidal-dominant regions, Lagrangian trajectories from TSM and Chl closely match trends in observed tidal currents. Applying the estimated currents, the maximum resuspension rate in Haizhou Bay and northern Subei Shoal is 105.77 mg/(L·h), whereas the maximum deposition rate is 50.78 mg/(L·h). This study enhances the capabilities of high-resolution optical satellite data for observing and analyzing marine environments and physical processes in turbid coastal waters.