A statistical assessment of the uncertainty in a 3-D geological framework model

Lark, R.M.; Mathers, S.J.; Thorpe, S.; Arkley, S.L.B.; Morgan, D.J.; Lawrence, D.J.D.. 2013 A statistical assessment of the uncertainty in a 3-D geological framework model. Proceedings of the Geologists' Association, 124 (6). 946-958. https://doi.org/10.1016/j.pgeola.2013.01.005

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Official URL: http://dx.doi.org/10.1016/j.pgeola.2013.01.005

Abstract/Summary

Three-dimensional framework models are the state of the art to present geologists’ understanding of a region in a form that can be used to support planning and decision making. However, there is little information on the uncertainty of such framework models. This paper reports an experiment in which five geologists each produced a framework model of a single region in the east of England. Each modeller was provided with a unique set of borehole observations from which to make their model. Each set was made by withholding five unique validation boreholes from the set of all available boreholes. The models could then be compared with the validation observations. There was no significant between-modeller source of variation in framework model error. There was no evidence of systematic bias in the modelled depth for any unit, and a statistically significant but small tendency for the mean error to increase with depth below the surface. The confidence interval for the predicted height of a surface at a point ranged from ±5.6 m to ±6.4 m. There was some evidence that the variance of the model error increased with depth, but no evidence that it differed between modellers or varied with the number of close-neighbouring boreholes or distance to the outcrop. These results are specific to the area that has been modelled, with relatively simple geology, and reflect the relatively dense set of boreholes available for modelling. The method should be applied under a range of conditions to derive more general conclusions.

Item Type:	Publication - Article
Digital Object Identifier (DOI):	https://doi.org/10.1016/j.pgeola.2013.01.005
ISSN:	00167878
Date made live:	25 Nov 2013 09:34 +0 (UTC)
URI:	https://nora.nerc.ac.uk/id/eprint/503978

Item Type:

Publication - Article

Digital Object Identifier (DOI):

https://doi.org/10.1016/j.pgeola.2013.01.005

ISSN:

00167878

Date made live:

25 Nov 2013 09:34 +0 (UTC)

URI:

https://nora.nerc.ac.uk/id/eprint/503978