Robustness of the NN approach to emulating atmospheric long wave radiation in complex climate models

Proceedings of the International Joint Conference on Neural Networks

Volumn 4, Issue , 2005, Pages 2661-2665

  Krasnopolsky, Vladimir M ^a,b   Fox Rabinovitz, Michael S ^a   Chou, Ming Dah ^c  

^a University of Maryland   (United States)

^b NOAA EARTH SYSTEM RESEARCH LABORATORY   (United States)

^c NATIONAL TAIWAN UNIVERSITY   (Taiwan)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL COMPLEXITY; COMPUTER SIMULATION; FORECASTING; MATHEMATICAL MODELS;

COMPLEX CLIMATE MODELS; NCAR CAM MODEL; RADIATION SCHEMES;

NEURAL NETWORKS;

EID: 33750142881     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2005.1556323     Document Type: Conference Paper

References (7)

1. Krasnopolsky, V.M., M.S. Fox-Rabinovitz, and D.V. Chalikov, 2004: Using neural networks for fast and accurate approximation of the long wave radiation parameterization in the NCAR community atmospheric model: evaluation of computational performance and accuracy of approximation, Proc., 15th Symposium on Global Change and Climate Variations, 84th AMS Annual Meeting, Seattle, Washington, CD-ROM, P1.20.
2. Krasnopolsky, V.M., M.S. Fox-Rabinovitz, and D.V. Chalikov, 2005: New Approach to Calculation of Atmospheric Model Physics: Accurate and Fast Neural Network Emulation of Long Wave Radiation in a Climate Model, Month. Weath. Rev, in press.
3. Krasnopolsky,V.M, D.V. Chalikov, and H.L. Tolman, 2002: A neural network technique to improve computational efficiency of numerical oceanic models, Ocean Modelling, 4, 363-383
4. Journal of Climate, 1998: 11, No. 6 (the special issue).
5. Collins, W.D., 2001: Parameterization of generalized cloud overlap for radiative calculations in general circulation models, J. Atmos. Sci., 58, 3224-3242
6. Collins, W.D., J.K. Hackney, and D.P. Edwards, 2002: A new parameterization for infrared emission and absorption by water vapor in the National Center for Atmospheric Research Community Atmosphere Model, J. Geophys. Res., 107 (D22), 1-20
7. Chou, M.-D., M. J. Suarez, X.-Z. Liang, and M. M.-H. Yan, 2001: A Thermal Infrared Radiation Parameterization for Atmospheric Studies, Technical Report Series on Global Modeling and Data Assimilation, Editor Max J. Suarez, NASA/TM-2001-104606, Vol. 19