气象科技进展2026，Vol.16Issue(1)：59-70,12.DOI:10.3969/j.issn.2095-1973.2026.01.006
人工智能技术在气象卫星海洋遥感中的应用进展
Advances in the Application of Artificial Intelligence Technologies in Meteorological Satellite Ocean Remote Sensing
摘要
Abstract
To address the high-dimensional,heterogeneous,and massive data characteristics of meteorological satellite ocean remote sensing,artificial intelligence(AI)is driving transformative advances in research and applications in the field.This article outlines AI-enabled novel approaches and solutions for ocean studies and applications using meteorological satellite remote sensing.We emphatically introduce some recent progress in AI methodologies across key domains:Satellite data enhancement and fusion,ocean parameter retrieval,marine weather monitoring,and intelligent decision-making.Meanwhile,current core challenges are identified,including bottlenecks in processing multi-source heterogeneous data,integrating data-driven models with physical mechanisms,and bridging operational service chains.Future research should focus on breaking data processing bottlenecks,developing physics-constrained AI models,exploring cutting-edge AI techniques,and promoting scenario-based smart services.These efforts will fully leverage AI's role in enhancing ocean remote sensing capabilities for"precise monitoring,accurate forecasting,and refined services".关键词
人工智能/卫星遥感/海洋应用/智能预报Key words
Artificial Intelligence(AI)/satellite remote sensing/ocean application/intelligent prediction分类
天文与地球科学引用本文复制引用
刘念,毛冬艳,方萌,杨冰韵,郭徵..人工智能技术在气象卫星海洋遥感中的应用进展[J].气象科技进展,2026,16(1):59-70,12.基金项目
中国气象局2024年度气象软科学研究课题(2024ZDIANM08) （2024ZDIANM08）
