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Spatial Backfitting of Roller Measurement Values from a Florida Test Bed

2013/02/19 by Heersink, Daniel K., Furrer, Reinhard, Mooney, Mike A.
#Applications (stat.AP) #FOS: Computer and information sciences

paper · doi:10.48550/arxiv.1302.4659

Abstract

Modern earthwork compaction rollers collect location and compaction information as they traverse a compaction site. These data are indirectly observed through non-linear measurement operators, inherently multivariate with complex correlation structures, and collected in huge quantities. The nature of such data was investigated at a large, atypically compacted test bed in Florida, USA. Exploratory analysis of this data through detrending and empirical semivariogram estimation is performed. A second analysis using a sequential, spatial backfitting algorithm is used to investigate the importance of driving direction of the roller.

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