The influence of climate variability events on the mesoscale eddies in the Bay of Bengal

IF 2.1 4区 地球科学 Q2 MARINE & FRESHWATER BIOLOGY
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Abstract

This study investigates the temporal variability of mesoscale eddies in the Bay of Bengal (BoB) over a 29-year period (1993–2021) using satellite altimeters. High-resolution daily sea level anomaly data are considered to identify the mesoscale eddies in the BoB utilizing py-eddy-tracker, an automated eddy detection and tracking method. Wavelet coherence analysis was conducted to find a statistically significant relation between eddy properties and climate indices. The findings indicate that anti-cyclonic eddies are more susceptible to the consequence of the Indian Ocean Dipole (IOD) and El Niño Southern Oscillation (ENSO) than cyclonic eddies. Additionally, the joined impact of ENSO and IOD conceivably alters eddy activities across the BoB, as the second downwelling coastal Kelvin wave (dCKW) were absent. The mesoscale eddies exhibit correlations with climate indicators, suggesting that eddies get stronger during La Niña and negative IOD years and get weaker during El Niño and positive IOD years. This is because La Niña and negative IOD events intensify the second dCKW, while it weakens or becomes completely absent during El Niño and positive IOD years. Random Forest model was used to compare the influence of ENSO and IOD on the forecasting performance of the eddy properties. It was demonstrated that a unique positive IOD (+IOD) negatively affects the forecasting of eddy properties when using Sea Surface Temperature (SST) and SST anomalies. The findings bear importance in verifying and confirming the interactions between the ocean and climate.

气候变异事件对孟加拉湾中尺度涡流的影响
本研究利用卫星高度计调查了孟加拉湾(BoB)中尺度涡旋在 29 年内(1993-2021 年)的时变性。研究考虑了高分辨率日海平面异常数据,利用漩涡自动检测和跟踪方法 py-eddy-tracker 来识别孟加拉湾的中尺度漩涡。通过小波相干性分析,发现涡特性与气候指数之间存在显著的统计关系。研究结果表明,与旋涡相比,反旋涡更容易受到印度洋偶极子(IOD)和厄尔尼诺南方涛动(ENSO)的影响。此外,由于第二次下沉沿岸开尔文波(dCKW)不存在,ENSO 和 IOD 的联合影响可能会改变整个 BoB 的涡旋活动。中尺度漩涡与气候指标有相关性,表明漩涡在拉尼娜和负 IOD 年会变强,而在厄尔尼诺和正 IOD 年会变弱。这是因为拉尼娜现象和负 IOD 事件会加剧第二 dCKW,而在厄尔尼诺现象和正 IOD 年,第二 dCKW 会减弱或完全消失。利用随机森林模型比较了厄尔尼诺/南方涛动和 IOD 对涡旋特性预报性能的影响。结果表明,当使用海表温度(SST)和 SST 异常时,独特的正 IOD(+IOD)会对涡旋特性的预报产生负面影响。这些发现对于验证和确认海洋与气候之间的相互作用具有重要意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Sea Research
Journal of Sea Research 地学-海洋学
CiteScore
3.20
自引率
5.00%
发文量
86
审稿时长
6-12 weeks
期刊介绍: The Journal of Sea Research is an international and multidisciplinary periodical on marine research, with an emphasis on the functioning of marine ecosystems in coastal and shelf seas, including intertidal, estuarine and brackish environments. As several subdisciplines add to this aim, manuscripts are welcome from the fields of marine biology, marine chemistry, marine sedimentology and physical oceanography, provided they add to the understanding of ecosystem processes.
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