Importance of bitwise identical reproducibility in earth system modeling and status report

  • Liu L
  • Peng S
  • Zhang C
  • et al.
ISSN: 1991-962X
N/ACitations
Citations of this article
4Readers
Mendeley users who have this article in their library.

Abstract

Reproducibility is a fundamental principle of scientific research. Bitwise identical reproducibility, i.e., bitwise computational results can be reproduced, guarantees the reproduction of exactly the same results. Here we show the importance of bitwise identical reproducibility to Earth system modeling but the importance has not yet been widely recognized. Modeled mean climate states, variability and trends at different scales may be significantly changed or even lead to opposing results due to a slight change in the original simulation setting during a reproduction. Out of the large body of Earth system modeling publications, few thoroughly describe the whole original simulation setting. As a result, the reproduction of a particular simulation experiment by fellow scientists heavily depends on the interaction with the original authors, which is often inconvenient or even impossible. We anticipate bitwise identical reproducibility to be promoted as a worldwide standard, to guarantee the independent reproduction of simulation results and to further improve model development and scientific research.

Cite

CITATION STYLE

APA

Liu, L., Peng, S., Zhang, C., Li, R., Wang, B., Sun, C., … Yang, G. (2015). Importance of bitwise identical reproducibility in earth system modeling and status report. Geoscientific Model Development Discussions, 8(6), 4375–4400. Retrieved from http://www.geosci-model-dev-discuss.net/8/4375/2015/

Register to see more suggestions

Mendeley helps you to discover research relevant for your work.

Already have an account?

Save time finding and organizing research with Mendeley

Sign up for free