AIを活用し全球海洋における浮遊藻類増加を発見(Harnessing AI, Scientists Discover a Rise in Floating Algae Across the Global Ocean)

2026-02-17 コロンビア大学

コロンビア大学気候スクールの研究チームは、AIを活用して衛星画像を解析し、世界の海洋で浮遊性藻類が増加していることを明らかにした。従来は識別が難しかった広域分布を機械学習で高精度に抽出し、長期データを統合解析。その結果、海水温上昇や栄養塩変動と関連して、特定海域で顕著な増加傾向が確認された。浮遊藻類は炭素循環や海洋生態系に重要な役割を果たす一方、大規模発生は生態系や漁業に影響を及ぼす可能性がある。本研究は、気候変動下での海洋生態系変化の監視と予測に新たな手法を提供する。

AIを活用し全球海洋における浮遊藻類増加を発見(Harnessing AI, Scientists Discover a Rise in Floating Algae Across the Global Ocean)
Decadal changes in floating algae. Distributions between 2003 – 2012 (A) and 2013 – 2022 (B). The 20-year changes in algae abundance are shown in (C) for microalgae and (D) for macroalgae, respectively. The year mark starts at January. Both increased significantly in time.

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世界中で浮遊藻類の大量発生が拡大している Global floating algae blooms are expanding

Lin Qi,Menghua Wang,Brian B. Barnes,Douglas G. Capone,Joaquim I. Goes,Edward J. Carpenter,Yuyuan Xie & Chuanmin Hu
Nature Communications  Published:07 December 2025
DOI:https://doi.org/10.1038/s41467-025-66822-5

Abstract

In the past two decades, both microscopic algae (i.e., phytoplankton) and larger algae (i.e., macroalgae) have increased in certain coastal and open ocean waters, yet a comprehensive picture at the global scale is lacking. Here, we address this challenge by analyzing 1.2 million satellite images with computer artificial intelligence to quantify macroalgal mats and microalgal scums in global oceans between 2003 and 2022. With a total cumulative realized niche area of 43.8 million km2, macroalgae blooms in the tropical Atlantic and western Pacific both expanded at unprecedented rates since the 2010s (13.4% per year since 2003). Although slower, the annual expansion rate of microalgae scums is also statistically significant (1.0% per year since 2003). Such trends are likely a result of ocean warming and eutrophication, with a possible regime shift favoring macroalgae and specialized species of microalgae. These findings have broad implications on ocean ecology, carbon sequestration, environments, and economy.

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