海洋智能预报发展与装备应用展望

Development and Equipment Application Prospects of Ocean Intelligent Forecasting

摘要:

全球海洋预报大模型与大数据应用、气象预报模型发展密不可分,文章简述了基于深度学习的人工智能技术在气象预报、海洋预报中的应用和特点。重点报告了我国各科研机构在全球海洋预报大模型领域的研究现状。结果表明,当前在数据驱动建模、海洋大数据分析、海洋要素智能预报等领域研究达到世界领先水平,预报周期、关键预测准确率超过目前世界先进预报系统。最后,结合海洋强国战略,分析并展望了海洋智能预报在装备应用领域发展中存在的挑战,及考虑海洋安全背景下针对数据处理和装备应用等方面的研究方向。

Abstract:

The development of global ocean forecasting models is closely related to the application of big data and meteorological forecasting models. This article briefly describes the application and characteristics of artificial intelligence technology based on deep learning in meteorological and ocean forecasting. The key report focuses on the research status of various scientific research institutions in China in the field of global ocean forecasting big models. The results indicate that current research in data-driven modeling, ocean big data analysis, and intelligent forecasting of ocean elements has reached a world leading level, with forecasting cycles and key prediction accuracy exceeding the current world"s advanced forecasting systems. Finally, based on the strategy of building a strong maritime nation, the challenges in the development of ocean intelligent forecasting in the field of equipment application were analyzed and discussed, as well as research directions for data processing and equipment application in the context of maritime security