Workshop on 3D geological modelling methodologies: · PDF fileWorkshop on 3D geological...

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© NERC All rights reserved Workshop on 3D geological modelling methodologies: an overview of activities in BGS TNO, Utrecht 17 – 18 September 2013 Andy Kingdon Team Leader: Parameterisation and Statistics British Geological Survey [email protected] +44 115 936 3415

Transcript of Workshop on 3D geological modelling methodologies: · PDF fileWorkshop on 3D geological...

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Workshop on 3D geological modelling methodologies:

an overview of activities in BGS

TNO, Utrecht 17 – 18 September 2013

Andy Kingdon Team Leader: Parameterisation and Statistics

British Geological Survey [email protected]

+44 115 936 3415

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BGS and 3D modelling • This is a brief overview of the multiple strands of 3D modelling

within BGS from ingestion of data to final model delivery• Some of these activities are complete and have been delivered

to our end-users • Some are still research activities undertaken within BGS for our

own needs• The following presentation is complex because so is the role of 3D

within our work

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BGS representatives at this meetingExpertise from across BGS modelling science

• Rachel Dearden – Development of products & delivery• Knowledge exchange for model outputs

• Holger Kessler –Team Leader: Geological Modelling Systems• Delivery of 3D modelling technology and methodology

• Andy Kingdon – Team Leader: Parameterisation & Statistics• Stochastic modelling / subsurface property attribution

• Murray Lark – Environmental Statistician• Model uncertainty / statistical variability of property

• Bruce Napier –Team Leader: Visualisation Systems• Visualising geological information in 3D

• Martin Nayembil – Data Architect / Oracle developer • Tools and infrastructures for manipulating geodata

• Paul Williamson – GOCAD & statistical modeller• Creation of 3D property models, algorithm development

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BGS representatives at this meetingExpertise from across BGS modelling science

• Diarmad Campbell• Chief Geologist Scotland / project leader “Clyde Urban

Super Project” • Katie Whitbeard

• Geological mapping and 3D modelling in Scotland and Northern England

Glasgow in Scotland is increasingly an exemplar of the application of 3D modelling to the study of complex urban geology

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Data tools & Architecture• Planned SAN storage for specialised datasets or• Data holdings stored either within a RDBMS (Oracle 10g®)• Maintain the integrity of the database designs and data held within them

using business rules, standards, dictionaries and good design practices.• Ensures co-ordinated data management and data consistency• Data centralised for concurrent access by all• Structured data for querying• Uniqueness / security / auditing / traceability

• Issues: But also project datasets distributed across project websites requiring a corporate solution

• New Requirement: Denormalisation tables/tools provide simplified access for users to provide data within BGS from parameterised 3D models and ultimately to users outside BGS

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Data Architecture: Component Parts

Internal Schema

Spatial Data Store

Internal processesSystems

Databases/Applications

Modelling

Digital Field CaptureObservations

Data Ingestion

Map Line work /Interpretations

Internal SystemsDatabases/Applications

Internal GIS Systems/Users

External Web GIS Systems

External Systems –Browser search

Modellers

Partners

Data Sources Data Destinations

External SchemaExternal Schemas (Physical Model)External Schema

TablesViews

Indexesetc.

ExternalWorld

Denormalised Layer(Data Query Layer)Denormalised views

Summary tablesMaterialized views

PLSQL/Java program units

Denormalised layer (Data Query Layer) Data

Ingestion

Logical Conceptual Schema(Logical Model)

Data ModelDatabanks

EntitiesAttributes

Logical Conceptual

and Internal

schemas

Internal Schemas (Physical Model)

Databases – BGS SchemaTablesViews

Indexesetc.

New tools to allow simplified access to data within BGS and soon outside too

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Map and DTM

Geological Block modelExploded model, synthetic sections, etc.

Boreholes

+

Fence diagram

Kessler, H., Mathers, S.J. & H.-G. Sobisch. 2009. The capture and dissemination of integrated 3D geospatial knowledge at the British Geological Survey using GSI3D software and methodology. Computers & Geosciences, 35,

1311–1321

Cross-sections

Geological Models (“3D maps”)

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GB3D National Bedrock Model 2009-13

Uses: • Public understanding of science by DECC• EA risk to aquifers from shale gas• BGS regional guide• Thames catchment groundwater model

Statistics• Funded by EA (£150K) plus BGS• 121 sections, • 22,000 line km• Sections 1.5-5.5 km depth • Built in GSI3D by 15 regional

geologists supported by data managers

• Released on BGS website in 6 formats incl Petrel and GOCAD/Skua to base Pridoli

• Accompanied by a metadata report,

• DOI has been minted • Methodology paper is in press

with the open access Geoscience Data Journal

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GB3D: Multi-scale modelling

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Extent of Grey Chalk: Outcrop as seen from

625K map

Extent of Grey Chalk subgroup: Subcrop distribution as defines

from GB3D sections

GB3D: Unit distribution

Outcrop and subcrop = Unit distribution and volume

Triassic sandstones (base) crop at 3km

resolution

Depth / height (mOD)

Cou

nt /

grid

cel

l nos

.

GB3D: Example of bulk parameterisation

EA iHydrogeology

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Comparison of cross-sections of glacial materials and the borehole data it is derived from

3D model heterogeneity

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Interpret borehole in cross sections

Fence DiagramCalculated model

Glasgow Modelling: Deterministic vs. Stochastic

Probability of diamict occurrence: 50 realisationsProbability of sand occurrence: 50 realisations

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Property Modelling: Bulk density

Low HighLow High

50 x lithology realisations

50 x lithology class mean BD

realisations

500 x simulated BDR realisations

10 x simulated BDR realisations

added individually to

each mean BD realisation

= 500 different BD realisations

BD realisation 1

1 2.5

0Probability that the bulk density will be less than 2 gcm-2

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-5

0

5

10

15

20

25

30

35

40

-5 0 5 10 15 20 25 30 35 40

Obs

erve

d he

ight

/m A

OD

Modelled height /m AOD

Model error

Freq

uenc

y

-10 -5 0 5

05

1015

2025

Statistical assessment of model error: designed experiments

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Modelling Uncertainty AssessmentCurrent questions:1. What controls the

uncertainty of interpretations along cross-sections?

2. How does this uncertainty propagate on interpolation to 3-D volumes?

3. Can expert elicitation provide meaningful quantitative information where data are sparse?

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Visualisation Technologies

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3D model data delivery• Short-term aims• Commercialise web delivery of approved 3D geological models:

• Using Groundhog for synthetic boreholes & vertical & horizontal cross sections• Via 2D grids for top and base surfaces and thicknesses

Look and feel of a traditional map

Automated delivery of models in a 3D viewer

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External borehole data imported to an existing geological model

Long-term aims in model provision• Provision of 3D geological models within which users can:

• Add data• Edit surfaces (via modifications to cross sections for example)

• Aspiration to enable external model users to submit revised interpretations to BGS• BGS role to quality assurance and check externally generated line work.Issues to resolve• Solving the confidential data problem, so that models can be delivered with raw

(borehole) data?• Educating end-users about how to use and update models• Indicating model uncertainty in a meaningful way• Maps and models: keep them in sync. or let them diverge?

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Issues:• Model Management:

• Versioning, reproducibility and storing models• Data capture and serving input data• Modelling type to be used?

• When is data sufficient to allow stochastic modelling?• When to use deterministic / stochastic / stochastic with layers?

• Managing uncertainty • Calculating and expressing uncertainty studies

• Availability of skills • Integration of all of these activities as a coherent whole • Delivering meaningful, usable outputs within and outside BGS • Making models repeatable and defendable