Quality Control of Accumulated Fields by Applying Spatial and Temporal Constraints
Valliappa Lakshmanan, Madison Miller, Travis M. Smith · Journal of Atmospheric and Oceanic Technology · 2012
Abstract Accumulating gridded fields over time greatly magnifies the impact of impulse noise in the individual grids. A quality control method that takes advantage of spatial and temporal coherence can reduce the impact of such noise in accumulation grids. Such a method can be implemented using the image processing techniques of hysteresis and multiple hypothesis tracking (MHT). These steps are described in this paper, and the method is applied to simulated data to quantify the improvements and to explain the effect of various parameters. Finally, the quality control technique is applied to some illustrative real-world datasets.