- Title
- Enhanced data interpretation: combining in-situ test data by Bayesian updating
- Creator
- Huang, J.; Kelly, R.; Sloan, S. W.
- Relation
- 5th International Conference on Geotechnical and Geophysical Site Characterisation (ISC'5). Geotechnical and Geophysical Site Characterisation 5 ISC'5: Proceedings of the 5th International Conference on Geotechnical and Geophysical Site Characterisation, Volume 2 (Gold Coast, Qld. 5-9 September, 2016) p. 1437-1441
- Relation
- https://australiangeomechanics.org/public-resources/downloads/#dlISC5 Proceedings
- Publisher
- Australian Geomechanics Society
- Resource Type
- conference paper
- Date
- 2016
- Description
- Combining data sets obtained during site characterization studies has the potential to enhance data interpretation. An example is provided where seismic data is combined with preconsolidation pressures obtained from laboratory tests. Semi-empirical relationships between preconsolidation pressure and shear wave velocity can be used to estimate the preconsolidation pressure. Conventionally, the uncertainties in the relationships are ignored. The Bayesian updating approach is used to take these uncertainties into account. Both trend analysis and kriging interpolation are used for the laboratory tests on the preconsolidation pressure to derive the prior distributions. The posterior preconsolidation pressures are then obtained by incorporating shear wave velocity measurements from a seismic dilatometer test. The analyses demonstrate that the seismic dilatometer data can be enhanced by the laboratory data set. This approach can be extended to enhance two-dimensional geophysical surveys by conditioning on a small number of accurate laboratory or in-situ test measurements.
- Subject
- Bayesian updating; preconsolidation pressure; combining data; constant rate of strain; shear wave velocity
- Identifier
- http://hdl.handle.net/1959.13/1344477
- Identifier
- uon:29427
- Identifier
- ISBN:9780994626103
- Language
- eng
- Full Text
- Reviewed
- Hits: 2346
- Visitors: 2711
- Downloads: 265
| Thumbnail | File | Description | Size | Format | |||
|---|---|---|---|---|---|---|---|
| View Details Download | ATTACHMENT02 | Publisher version (open access) | 225 KB | Adobe Acrobat PDF | View Details Download |