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气候科学的数据挑战

The Data Challenge in Climate Science
课程网址: http://videolectures.net/cidu2011_schmidt_climate/  
主讲教师: Gavin Schmidt
开课单位: 美国宇航局
开课时间: 2012-06-27
课程语种: 英语
中文简介:
我将讨论分析气候科学数据的挑战,不断增加卫星观测流,增加气候模型的复杂性和分辨率。我将描述气候模型参数化,处理多模型集合,基于过程的诊断和数据挖掘技术的兴起,以及计算机科学和机器学习有助于解决这些问题的潜在挑战。
课程简介: I will discuss the challenges in analyzing data in climate science with ever-increasing observational streams from satellites and increasing complexity and resolution in climate models. I will describe specific challenges in climate model parameterization, dealing with multi-model ensembles, the rise of process-based diagnostics and data mining techniques, and the potential for computer science and machine learning to contribute to solving those problems.
关 键 词: 计算机科学; 气候科学; 气候模型; 气候模型参数化; 数据挖掘技术
课程来源: 视频讲座网
最后编审: 2020-06-19:cxin
阅读次数: 46