Toward self-describing and workflow integrated Earth system models: A coupled atmosphere-ocean modeling system application

被引:24
|
作者
Turuncoglu, Ufuk Utku [1 ]
Dalfes, Nuzhet [3 ]
Murphy, Sylvia [2 ]
DeLuca, Cecelia [2 ]
机构
[1] Istanbul Tech Univ, Inst Informat, TR-34469 Istanbul, Turkey
[2] Natl Ocean & Atmospher Adm, CIRES, Boulder, CO USA
[3] Istanbul Tech Univ, Eurasia Inst Earth Sci, TR-34469 Istanbul, Turkey
关键词
Coupled Earth system models; ROMS; WRF; Scientific workflow; Self-describing models; Provenance information; SURFACE; PROVENANCE; DESIGN;
D O I
10.1016/j.envsoft.2012.02.013
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The complexity of Earth system models and their applications is increasing as a consequence of scientific advances, user demand, and the ongoing development of computing platforms, storage systems and distributed high-resolution observation networks. Multi-component Earth system models need to be redesigned to make interactions among model components and other applications external to the modeling system easier. To that end, the common component interfaces of Earth system models can be redesigned to increase interoperability between models and other applications such as various web services, data portals and science gateways. The models can be made self-describing so that the many configuration, build options and inputs of a simulation can be recorded. In this paper, we present a coupled modeling system that includes the proposed methodology to create self-describing models with common model component interfaces. The designed coupled atmosphere-ocean modeling system is also integrated into a scientific workflow system to simplify routine modeling tasks and relationships between these tasks and to demonstrate the enhanced interoperability between different technologies and components. Later on, the work environment is tested using a realistic Earth system modeling application. As can be seen through this example, a layered design for collecting provenance and metadata has the added benefit of documenting a run in far greater detail than before. In this way, it facilitates exploration and understanding of simulations and leads to possible reproducibility. In addition to designing self-describing Earth system models, the regular modeling tasks are also simplified and automated by using a scientific workflow which provides meaningful abstractions for the model, computing environment and provenance/metadata collection mechanisms. Our aim here is to solve a specific instance of a complex model integration problem by using a framework and scientific workflow approach together. The reader may also note that the methods presented in this paper might be also generalized to other types of Earth system models, leading to improved ease of use and flexibility. The initial results also show that the coupled atmosphere-ocean model, which is controlled by the designed workflow environment, is able to reproduce the Mediterranean Sea surface temperature when it is compared with the used CCSM3 initial and boundary conditions. (C) 2012 Elsevier Ltd. All rights reserved,
引用
收藏
页码:247 / 262
页数:16
相关论文
共 50 条
  • [21] Comparison between numerical models for radiative transfer simulation in the atmosphere-ocean system
    Bulgarelli, B
    Doyle, JP
    JOURNAL OF QUANTITATIVE SPECTROSCOPY & RADIATIVE TRANSFER, 2004, 86 (03): : 315 - 334
  • [22] Fast yet accurate computation of the complete radiance distribution in the coupled atmosphere-ocean system
    Yan, BH
    Stamnes, K
    JOURNAL OF QUANTITATIVE SPECTROSCOPY & RADIATIVE TRANSFER, 2003, 76 (02): : 207 - 223
  • [23] Monte Carlo and discrete-ordinate simulations of irradiances in the coupled atmosphere-ocean system
    Gjerstad, KI
    Stamnes, JJ
    Hamre, B
    Lotsberg, JK
    Yan, BH
    Stamnes, K
    APPLIED OPTICS, 2003, 42 (15) : 2609 - 2622
  • [24] Matrix formulations of radiative transfer including the polarization effect in a coupled atmosphere-ocean system
    Ota, Yoshifumi
    Higurashi, Akiko
    Nakajima, Teruyuki
    Yokota, Tatsuya
    JOURNAL OF QUANTITATIVE SPECTROSCOPY & RADIATIVE TRANSFER, 2010, 111 (06): : 878 - 894
  • [25] High-resolution simulation of the global coupled atmosphere-ocean system: Description and preliminary outcomes of CFES (CGCM for the Earth Simulator)
    Komori, Nobumasa
    Kuwano-Yoshida, Akira
    Enomoto, Takeshi
    Sasaki, Hideharu
    Hfuchi, Wataru
    HIGH RESOLUTION NUMERICAL MODELLING OF THE ATMOSPHERE AND OCEAN, 2008, : 241 - 260
  • [26] MODELING THE ANNUAL CYCLE OF THE OCEAN-ATMOSPHERE COUPLED SYSTEM
    GASPAR, P
    PLANTON, S
    ANNALES GEOPHYSICAE-ATMOSPHERES HYDROSPHERES AND SPACE SCIENCES, 1990, 8 (01): : 1 - 10
  • [27] ENSO statistics, teleconnections, and atmosphere-ocean coupling in theTaiwan Earth System Model version 1
    Wang, Yi-Chi
    Tseng, Wan-Ling
    Chen, Yu-Luen
    Lee, Shih-Yu
    Hsu, Huang-Hsiung
    Liang, Hsin-Chien
    GEOSCIENTIFIC MODEL DEVELOPMENT, 2023, 16 (15) : 4599 - 4616
  • [28] Implementation of a Hybrid Surface Layer Parameterization Scheme for the Coupled Atmosphere-Ocean Wave System WEW
    Katsafados, P.
    Varlas, G.
    Papadopoulos, A.
    Korres, G.
    PERSPECTIVES ON ATMOSPHERIC SCIENCES, 2017, : 159 - 165
  • [30] Framework of distributed coupled atmosphere-ocean-wave modeling system
    Wen, YQ
    Huang, LW
    Deng, J
    Zhang, JF
    Wang, SS
    Wang, LJ
    ADVANCES IN ATMOSPHERIC SCIENCES, 2006, 23 (03) : 442 - 448