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Regional-scale geostatistical inverse modeling of North American CO2 fluxes: a synthetic data study

S. M. Gourdji, A. I. Hirsch, K. L. Mueller, A. E. Andrews, A. M. Michalak
2009 Atmospheric Chemistry and Physics Discussions  
Our system will offer users the ability to answer a variety of questions related to anomaly detection. Single-method analysis will allow the user to examine, explore and visualize a sequence of maps produced by a single DA method with a specific prior and system matrix, and identify anomalous patterns in the sequence of CO 2 flux maps produced by that method. In specific instances, where disturbances, such as weather-related events or changing crop patterns are known to have occurred,
more » ... occurred, single-method analysis will offer a way to evaluate a DA method's ability to detect particular kinds of anomalies. When the occurrence of a specific disturbance is not known, the single-method analysis guides the user to specific regions and times where the user's energy should be focused. Multiple-method analysis will allow the user to compare and visualize (sequences of) maps produced by two or more DA methods. As illustrated above, different methods/models can produce widely varying flux estimates. Our analysis tools will allow the user to assess which methods are best suited for the detection of certain kinds of anomalies.
doi:10.5194/acpd-9-22407-2009 fatcat:xraskxqtzrevdlf42r4yijagky