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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Future alternatives to finite elements for geotechnical
modelling
1
Charles AugardeMechanics Group
School of Engineering Durham University
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Aim & Outline
Aim: introduce mesh-free alternatives to finite elements
I. Finite element methods – some drawbacks
II. Alternatives through couplings
III. Meshless methodsa. Basics – how they work
b. Problems with meshless methods
c. Meshless methods for geomechanics to date
d. A new coupled meshless method for geomechanics
IV. Conclusions
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Widely and routinely used in geomechanics. Plenty of evidence for that in today’s presentations
Some history
•Simpson. "Finite elements applied to problems of plane strain deformation in soils" PhD thesis, University of Cambridge 1973
•Zienkiewicz,Pande & Naylor at Swansea
•Smith at Manchester (...gap...)
•Potts and Zdravković book on geotechnical FE (1999)
Finite element methods
A number of commercial packages for geomechanics are now available:
Plaxis, Oasys SAFE, Abaqus, LS-Dyna and others
2D robust & reliable
3D ???
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Finite element methods
The basics you know
You need a mesh – but structured or unstructured?
Choose elements – but some are better than others
Materials: deals well with nonlinear material models, can deal with mixed problems, e.g. consolidation. Many other variants, e.g. thermo-hydro models, unsaturated soils but restricted to academia and in-house codes, I think.
Soil-structure interaction: fine, can include tunnel linings, footings, nails, reinforcement etc.
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Finite element methods
The basics you may have forgotten: the maths needed to understand what comes later
Approximation of displacements is based on the use of interpolation functions (shape functions)
Nodal displacements are the unknowns we seek. Shape functions allow us to write down how things vary throughout elements
The stiffness matrix is found by expressions integrated over each element (that’s why we need a continuous expression which the shape functions give us).
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Some drawbacks of finite elements
The need to generate a mesh
In 2D no problem, Delaunay triangulation, advancing front
In 3D potential future problems
– Multi-stage analyses necessary for non-linear materials
– Adaptive analyses – where the mesh is changed to reduce error or to take account of changing geometry (e.g. large deformations/strains)
– Ambition for 3D ever increasing, billions of nodes in a model?
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
If we don’t use FEs what do we use?
What other robust options are there?:
• Finite difference (FD), e.g. FLAC
• Discrete element (DE) modelling, e.g. Itasca PFC
• Boundary elements (BE)
• Meshless methods
What is needed for your problem? Leads us to coupled methods
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
FE/BE
Coupling – direct or by DDElleithy et al. (2001)
Structure=FEFoundation= BEWang (1992)
Vibration from trains in tunnels (Shell FE for the tunnel, BE for the surrounding soil)Andersen & Jones (2006)
Alternatives through coupling
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
FE/BE
Tunnel is FE, surrounding ground is BE
Beer (2000), Swoboda et al. (1987)
Alternatives through coupling
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
DE/BE
modelling hydro-mechanical behaviour of jointed rockWei & Hudson (1998)
Alternatives through coupling
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Infinite and finite BE
Beer et al. (2003)
Alternatives through coupling
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Meshless methods
Appear to be the most solid choice for a future competitor to finite elements
Able to do everything finite elements can do. Not limited to certain problems/materials
Why bother? No mesh is needed - only a distribution of nodes
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Meshless methods
There are many proposed meshless methods for solid mechanics (and hence geomechanics) out there
Here I concentrate on those which use a certain approach for their shape functions namely …
… moving least squares (MLS): the most popular methods used in solid mechanics take this approach
The key is approximation rather than interpolation
We will see this causes problems later on
Element-free Galerkin
Meshless local Petrov-Galerkin
Reproducing kernel particle
Natural element
hp-clouds
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Moving least squares
Linear interpolation
Quadratic interpolation
Least squares (linear basis)
Moving least squares (linear basis)
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Moving least squares shape functions
But, shape functions do not possess the (FE) property of equalling one at the node with which they are associated (the “delta” property)
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
x
Shape function for node i
node i
“Support” of node i
MLS shape functions in 1D
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
x
In 2D these supports become circular
MLS shape functions in 1D
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Meshless methods
domain boundary
Zones around each node where weighted shape functions are non-zero
Test radius shown shaded around one node, contributions to integration at node 1 occur where test radius overlaps with non-zero shape functions from nodes
1
2
3
4
5
2
3
4
5
1
Once we have shape functions things proceed much as finite elements
Except that we have no elements over which to carry out integrations to form the terms in the stiffness matrix
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Meshless methods – some problems
(This is the, “however”, slide)
Essential boundary conditions (e.g. points fixed to supports) cannot be imposed directly as with FE
xi x
iuiu
xuh
• At a node and fixities must be imposed on
• So we cannot simply set values of as we would do in the FEM
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Meshless methods – some problems
Complexity
Even though we do not need a mesh we still need to know the influential neighbours of nodes
domain boundary
1
2
3
4
5
Point under consideration
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Meshless methods – some problems
Too many possible tweaks for the user
Choice of size of shape function support? How far away from the node does it have influence
Weight function. How rapidly does the influence of a node diminish as you move away from it?
What distribution of nodes? Uniform nodal arrangements sometimes hide problems
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Changing support
-1 -0.8 -0.6 -0.4 -0.2 0 0.2 0.4 0.6 0.8 11
1.5
2
2.5
3
3.5
4
4.5
5
5.5
6
Increasing size of nodal support
-1 -0.8 -0.6 -0.4 -0.2 0 0.2 0.4 0.6 0.8 11
1.5
2
2.5
3
3.5
4
4.5
5
5.5
6
ri = 3.0ri = 1.125
-1 -0.8 -0.6 -0.4 -0.2 0 0.2 0.4 0.6 0.8 11
1.5
2
2.5
3
3.5
4
4.5
5
5.5
6
ri = 2.0
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Meshless methods
How soon might we sort these problems out? Active research at the moment but mainly generic solid mechanics
Will meshless methods ever challenge FE methods in geomechanics? Possibly: because of the particular problems we wish to model: 3D, non-linear materials, large deformations and large strains
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Meshless methods are starting to make an appearance in geomechanics research
Praveen Kumar et al. (2008) use the EFG method to model unsaturated flow through a rigid porous medium with applications in contaminant transport modelling.
Ferronato et al. (2007) presents a model of axisymmetric poroelasticity for prediction of subsidence over compacting reservoirs using the MLPG method
Kim & Inoue (2007) present modelling of 2D seepage flow through porous media using the basic EFG method
Vermeer et al. (2008) provide a range of convincing examples of the use of a Material Point Method (MPM )for geotechnics,
Currently
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
A new hybrid meshless method for geomechanics
Research project underway at Durham to develop a coupled meshless method for geomechanics including a new large strain anisotropic plasticity model
Motivation – unbounded domains in geomechanics
What sorts of problems? Large deformation, large strain, materially nonlinear.
Applications? CPT, piles, NATM ...
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Layered soils
Cone penetrometer
Large strain plasticity
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Meshfree method
Scaled Boundary method
+
Ground surface Tunnel
Meshfree zone
Infinite scaled boundary zone
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Permits non-linear material modelling
Boundary difficulties
Removes need for mesh (obviously) although some meshless methods require integration cells
Meshless method
Scaled Boundary method
+
Does not permit non-linear material
Models infinite boundaries
Efficient
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Currently ...
Elasto-plasticity implemented in the meshless region
How to allow meshless region to “evolve” during an analysis.
Mapping SB region values to revised meshless zone
Coupling a large strain meshless region to a small strain scaled boundary region
A new hybrid meshless method for geomechanics
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Conclusions
Finite elements are now dominant but will this remain the case?
Who will make the move to meshless? Plaxis are working on a moving point method (MPM) to commercialise
Clear role for researchers to sort out current problems and present a robust formulation
Role for developers: to become acquainted with meshless methods and how they differ from FE methods
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Workshop- Numerical modelling in geomechanics Newcastle - April 2009
Acknowledgements
Dr Claire Heaney, Research Associate
Xiaoying Zhuang, PhD student
Will Coombs, PhD student
Prof. Roger Crouch, Professor of Civil Engineering
and other members of the mechanics group at Durham
Thank you for listening
Papers available at www.dur.ac.uk/[email protected]