School of Earth, Ocean and Climate Sciences, Indian Institute of Technology Bhubaneswar, Bhubaneswar, India.
School of Earth, Ocean and Climate Sciences, Indian Institute of Technology Bhubaneswar, Bhubaneswar, India.
Mar Environ Res. 2024 Jun;198:106528. doi: 10.1016/j.marenvres.2024.106528. Epub 2024 Apr 29.
Phytoplankton is of utmost importance to the marine ecosystem and, subsequently, to the Blue Economy. This study aims to explain the reasons for variability of phytoplankton by estimating the dependency of Chlorophyll-a (Chl-a) on various limiting factors using statistics. The global oceans are classified into coherent units that display similar sensitivity to changing parameters and processes using the k-means algorithm. The resulting six clusters are based on the limiting factors (PAR, iron, or nitrate) that modulate Chl-a yield divisions of the oceans, similar to regions of different trophic statuses. The clusters range from the polar and equatorial regions with high nutrient values limited by light, to open oceanic regions in downwelling gyres limited by nutrients. Some clusters also show a high dependency on marine dissolved iron. Further, oceans are also divided into eight clusters based on the processes (stratification, upwelling, topography, and solar insolation) that impact ocean productivity. The study shows that considering temporal variations is crucial for segregating oceans into ecological zones by utilizing correlation of time-series data into classification. Our results provide valuable insights into the regulation of phytoplankton abundance and its variability, which can help in understanding the implications of climate change and other anthropogenic effects on marine biology.
浮游植物对海洋生态系统至关重要,进而对蓝色经济也至关重要。本研究旨在通过统计学方法估计叶绿素 a (Chl-a) 对各种限制因素的依赖关系,解释浮游植物变异性的原因。利用 k-均值算法将全球海洋划分为具有相似变化参数和过程敏感性的连贯单元。根据限制因子(PAR、铁或硝酸盐)将海洋分为六个不同的 Chl-a 产量分区,类似于不同营养状态的区域。聚类范围从高营养值但受光限制的极地和赤道区域,到营养物质受限制的上升流旋回开阔海洋区域。一些聚类也显示出对海洋溶解铁的高度依赖。此外,还可以根据影响海洋生产力的过程(分层、上升流、地形和太阳辐射)将海洋分为八个聚类。本研究表明,通过利用时间序列数据的相关性进行分类,考虑时间变化对于将海洋划分为生态区至关重要。我们的结果提供了对浮游植物丰度及其可变性的调控的有价值的见解,这有助于理解气候变化和其他人为因素对海洋生物学的影响。