A Multivariate Approach to Ensure Statistical Reproducibility of Climate Model Simulations

Author:

Mahajan Salil1,Evans Katherine J.1,Kennedy Joseph H.1,Xu Min1,Norman Matthew R.1

Affiliation:

1. Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA

Publisher

ACM

Reference15 articles.

1. A new ensemble-based consistency test for the Community Earth System Model (pyCECT v1.0)

2. E3SM Project. 2018. Energy Exascale Earth System Model (E3SM). {Computer Software} E3SM Project. 2018. Energy Exascale Earth System Model (E3SM). {Computer Software}

3. Could Machine Learning Break the Convection Parameterization Deadlock?

4. Chris Golaz and co authors. 2019. The DOE E3SM coupled model version 1: Overview and evaluation at standard resolution. Journal of Advances in Modeling of Earth Systems (accepted) (2019). Chris Golaz and co authors. 2019. The DOE E3SM coupled model version 1: Overview and evaluation at standard resolution. Journal of Advances in Modeling of Earth Systems (accepted) (2019).

5. A Kernel Two-sample Test;Gretton Arthur;J. Mach. Learn. Res.,2012

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Forecasting and management of disasters triggered by climate change;Visualization Techniques for Climate Change with Machine Learning and Artificial Intelligence;2023

2. Global Sensitivity Analysis Using the Ultra‐Low Resolution Energy Exascale Earth System Model;Journal of Advances in Modeling Earth Systems;2022-08

3. An ensemble-based statistical methodology to detect differences in weather and climate model executables;Geoscientific Model Development;2022-04-19

4. Ensuring statistical reproducibility of ocean model simulations in the age of hybrid computing;Proceedings of the Platform for Advanced Scientific Computing Conference;2021-07-05

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3