Title :
A Distributed Computing Infrastructure for the Evaluation of Climate Models Using NASA Observational Data
Author :
Mattmann, Chris A. ; Crichton, Daniel J. ; Braverman, Amy ; Williams, Dean ; Gunson, Michael ; Woollard, David ; Kelly, Sean ; Cayanan, Michael
Author_Institution :
Jet Propulsion Lab., California Inst. of Technol., Pasadena, CA, USA
Abstract :
We describe and motivate an emerging distributed data analysis environment for the empirical evaluation of climate models. This work has several components, including: model scoring, initialization and parameterization, all of which require massive amounts of NASA observational data. Though the effort is in its nascence, there has been recent success in partnering with the DOE Earth System Grid to unify data from NASA´s AIRS mission and model outputs available from the Program for Climate Model Diagnosis and Intercomparison (PCMDI).
Keywords :
climatology; data analysis; DOE Earth System Grid; NASA AIRS mission; NASA observational data; Program for Climate Model Diagnosis and Intercomparison; climate models; distributed computing infrastructure; distributed data analysis; initialization; model scoring; parameterization; Atmospheric modeling; Conferences; Distributed computing; Earth; Humans; Information technology; NASA; Object oriented modeling; USA Councils; Web services;
Conference_Titel :
Data Mining Workshops, 2009. ICDMW '09. IEEE International Conference on
Conference_Location :
Miami, FL
Print_ISBN :
978-1-4244-5384-9
Electronic_ISBN :
978-0-7695-3902-7
DOI :
10.1109/ICDMW.2009.23