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Copyright Plaxis bv, 2018 New developments in PLAXIS: Material Point Method & Reliability Analysis Dr. Ronald B.J. Brinkgreve, Plaxis bv / Delft University of Technology (with help of Anita Laera, Markus Bürg) Content Introduction Material Point Method (MPM) Performance improvements 3D modelling facilities Applications Reliability Analysis Sources of uncertainty Stochastic parameters Limit state function Calculations (FORM, Directional Sampling) Results Applications Conclusions 21/02/2018 2

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Page 1: Brinkgreve Technet 2018-2 - TU Delft Research Portal · • Software company, developing the PLAXIS ... • Dynamic analysis, liquefaction (earthquakes) • Structural design (in

Copyright Plaxis bv, 2018

New developments in PLAXIS:Material Point Method & Reliability Analysis

Dr. Ronald B.J. Brinkgreve, Plaxis bv / Delft University of Technology

(with help of Anita Laera, Markus Bürg)

Content

• Introduction

• Material Point Method (MPM)

– Performance improvements

– 3D modelling facilities

– Applications

• Reliability Analysis

– Sources of uncertainty

– Stochastic parameters

– Limit state function

– Calculations (FORM, Directional Sampling)

– Results

– Applications

• Conclusions

21/02/2018 2

Page 2: Brinkgreve Technet 2018-2 - TU Delft Research Portal · • Software company, developing the PLAXIS ... • Dynamic analysis, liquefaction (earthquakes) • Structural design (in

Copyright Plaxis bv, 2018

Introduction

Who is Plaxis bv?

• Software company, developing the PLAXIS geo-engineering software

• Established in 1993 as a spin-off from TUDelft

• Headquarters in Delft (Delftechpark); offices in Singapore and US

• 60+ professionals in Research, Software Development, Quality,

Marketing, Sales and Services

21/02/2018 3

Introduction

What is PLAXIS?

• Geo-engineering software based on the Finite Element Method

• Stress, deformation, dynamics (earthquakes), stability, groundwater flow and

thermal analysis of soils, rocks and soil-structure interaction

• Applications: Foundations (onshore, offshore), excavations, embankments,

dams, slopes, tunnels, mining applications, …

• Key words: Efficient, robust, user-friendly, reliable

• Continuous improvements and new developments

• 19000+ licenses world-wide (2018)

21/02/2018 4

Page 3: Brinkgreve Technet 2018-2 - TU Delft Research Portal · • Software company, developing the PLAXIS ... • Dynamic analysis, liquefaction (earthquakes) • Structural design (in

Copyright Plaxis bv, 2018

Introduction

Main topics of New Developments:

• Dynamic analysis, liquefaction (earthquakes)

• Structural design (in the ground), inter-operability, BIM

• Tunnels and rock modelling

• Monopile design for offshore wind turbines (MoDeTo)

• Large deformation analysis: Material Point Method (MPM)

• Reliability Analysis, Probabilistic Analysis (ProbAna)

21/02/2018 5

Material Point Method

21/02/2018 6

Page 4: Brinkgreve Technet 2018-2 - TU Delft Research Portal · • Software company, developing the PLAXIS ... • Dynamic analysis, liquefaction (earthquakes) • Structural design (in

Copyright Plaxis bv, 2018

Material Point Method

Numerical modelling of large deformations:

• Finite Element Method (FEM)

Limitations: distortion of mesh, flow of material, changing contact

� Material Point Method (MPM):

Material points can ‘flow’ through the calculation grid

21/02/2018 7

Challenges of MPM

Measures needed to overcome numerical difficulties, making MPM applicable for geo-engineering & design in practice:

• Points moving from one cell to another

• Dealing with empty cells

• Determining active boundaries

• Application of loads and boundary conditions

• Smoothing of stresses

• Contact formulation

• Stability and convergence of the calculation

• Efficient use of computer resources

21/02/2018 8

Page 5: Brinkgreve Technet 2018-2 - TU Delft Research Portal · • Software company, developing the PLAXIS ... • Dynamic analysis, liquefaction (earthquakes) • Structural design (in

Copyright Plaxis bv, 2018

Soil MPM Soil FEM

Seamless connection of MPM and FEM

Division of geometry into different domains

• Soil MPM:

– Relaxation of mesh in Convective Phase

• Soil FEM:

– Using Updated Lagrange formulation

– Seamless connection to ‘relaxed’

MPM mesh

• Structure FEM

– Independent FEM mesh

• Contact boundaries

– Applied around structures to

‘sense’ contact with material points

– Cohesive-frictional properties

taken from soil in contact

21/02/2018 9

MPM applications

Typical geo-engineering applications involving large deformations:

• Slope failure, landslide

• Pile and anchor installation

• Spudcan penetration, punch-through, extraction

• Pipeline and cable movements

• Trenching, dredging

• Impact problems

• ...

21/02/2018 10

Page 6: Brinkgreve Technet 2018-2 - TU Delft Research Portal · • Software company, developing the PLAXIS ... • Dynamic analysis, liquefaction (earthquakes) • Structural design (in

Copyright Plaxis bv, 2018

PLAXIS MPM: Pre-processing

21/02/2018 11

PLAXIS MPM: Pre-processing

21/02/2018 12

Page 7: Brinkgreve Technet 2018-2 - TU Delft Research Portal · • Software company, developing the PLAXIS ... • Dynamic analysis, liquefaction (earthquakes) • Structural design (in

Copyright Plaxis bv, 2018

PLAXIS MPM: Post-processing

21/02/2018 13

MPM application: Spudcan penetration

21/02/2018 14

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Copyright Plaxis bv, 2018

Reliability Analysis

21/02/2018 15

Reliability Analysis

Probability of failure against certain criteria

• Sources of uncertainty

• Stochastic parameters

• Limit State function

• Calculation methods

• Results

• Applications:

- Reliability of dykes

- Lifetime reliability of quay walls

21/02/2018 16

Page 9: Brinkgreve Technet 2018-2 - TU Delft Research Portal · • Software company, developing the PLAXIS ... • Dynamic analysis, liquefaction (earthquakes) • Structural design (in

Copyright Plaxis bv, 2018

Sources of uncertainty

Aleatoric uncertainty (natural variation):

• E.g. variation of soil properties, weather conditions

Epistemic uncertainty

(lack of knowledge or inaccuracy):

• E.g. limitations of models, measurement errors

21/02/2018 17

Stochastic parameters

In Geo-engineering, stochastic parameters can be:

• Model parameters (soil, structures)

• Loads

• Water levels

• Geometric dimensions:

- Layer thickness

- Water depth

- Pile penetr. depth)

21/02/2018 18

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Copyright Plaxis bv, 2018

Stochastic parameters

Water levels:

• Stochastic distribution of water level (per segment)

21/02/2018 19

Stochastic parameters

Correlation between parameters:

For example:

• Soil stiffness is related

to soil strength

Definition of correlation

matrix as column per

parameter

21/02/2018 20

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Copyright Plaxis bv, 2018

Stochastic parameters > Stochastic results

Distribution of INPUT parameters leads to distribution of OUTPUT results

(INPUT and OUTPUT can be loads or resistances)

21/02/2018 21

Limit State Function

Limit State function (Z):

Z = R – S

R = measure of Resistance

S = measure of Load

Failure is defined as Z<0

Probability of failure =

overlapping area between

distributions of R and S

µ = mean value

σ = standard deviation

21/02/2018 22

Page 12: Brinkgreve Technet 2018-2 - TU Delft Research Portal · • Software company, developing the PLAXIS ... • Dynamic analysis, liquefaction (earthquakes) • Structural design (in

Copyright Plaxis bv, 2018

Limit State Function

Selecting parameters to define limit state criteria (based on result types):

Z = Criterion – Result

• Stresses or pore pressures in a point in the soil

• Displacements or strains in a point in the soil

• Anchor force

• Maximum displacement or force (as for example the bending moment) in a

plate or shell

• Shear or lateral traction in an embedded beam

• Global safety factor

21/02/2018 23

Limit State Function

Selecting parameters to define limit state criteria (based on result types):

21/02/2018 24

Page 13: Brinkgreve Technet 2018-2 - TU Delft Research Portal · • Software company, developing the PLAXIS ... • Dynamic analysis, liquefaction (earthquakes) • Structural design (in

Copyright Plaxis bv, 2018

Calculation methods

Monte-Carlo Method (MC)

• Random selection of stochastic parameters

• Requires very many calculations

First Order Reliability Method (FORM)

• Gradient type iterative calculation method (COBYLA or Abdo-Rackwitz)

• Highly reduced number of calculations

Directional Sampling (DS)

• Monte-Carlo type sampling method

• Smart selection of stochastic parameters (different strategies)

• Reduced number of calculations

21/02/2018 25

Calculation methods – FORM

Graphical representation of the FORM approach

21/02/2018 26

MPP = Most Probable Point or Design Point

Page 14: Brinkgreve Technet 2018-2 - TU Delft Research Portal · • Software company, developing the PLAXIS ... • Dynamic analysis, liquefaction (earthquakes) • Structural design (in

Copyright Plaxis bv, 2018

Calculation methods

Comparing different

methods and

strategies

� Different accuracies

� Different number of

evaluations

21/02/2018 27

Results

Results

• Probability of Failure Pf

• Reliability Index β

• Design Point

(critical values of stochastic variables)

• Importance factors

• Histogram of results

• …

21/02/2018 28

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Copyright Plaxis bv, 2018

Results

Results

• …

• Distribution of results

(Point cloud)

• Convergence:

• # iterations

• Errors

21/02/2018 29

21/02/2018 30

Applications

Page 16: Brinkgreve Technet 2018-2 - TU Delft Research Portal · • Software company, developing the PLAXIS ... • Dynamic analysis, liquefaction (earthquakes) • Structural design (in

Copyright Plaxis bv, 2018

Applications

Reliability analysis of quay walls

21/02/2018 31

(based on MSc thesis Herm-Jan Wolters, 2012)

Applications

Reliability analysis of quay walls

Advantage of finite element method:

Different failure mechanisms can be considered simultaneously

21/02/2018 32

(courtesy of Alfred Roubos)

Page 17: Brinkgreve Technet 2018-2 - TU Delft Research Portal · • Software company, developing the PLAXIS ... • Dynamic analysis, liquefaction (earthquakes) • Structural design (in

Copyright Plaxis bv, 2018

Applications

Reliability analysis of quay walls

• Supporting research by Alfred Roubos (Havenbedrijf Rotterdam, TUDelft)

• Analysing reliability and rehabilitation of quay walls over their lifetime under

changing conditions (changing harbour depth, water levels, steel corrosion,

different loading conditions)

• Stochastic variables: soil parameters, layer thickness, retaining height, water

level differences, surface load, steel thickness (corrosion!)

• ‘Failure’ criteria: Global safety factor, bending moment in wall, steel stress

• Results also show influence of parameters on probability of failure

21/02/2018 33

Applications

Reliability of quay walls over time

• Including corrosion of combi-walls

• Probabilistic analysis can help and optimise the decision making

(maintenance, upgrading, demolish and rebuild)

21/02/2018 34

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Copyright Plaxis bv, 2018

Applications

Reliability analysis of river dykes

21/02/2018 35

(based on MSc thesis Job Janssen, 2016)

Applications

Reliability analysis of river dykes

• Reinforcement by including retaining wall in the dyke

• Conventional design method leads to unrealistically heavy wall

(ULS design bending moment 2159 kNm/m vs. SLS design 247 kNm/m)

• Probabilistic analysis:

• Stochastic variables: soil parameters

• Results show that dyke is safe with less heavy (lower cost) structure

21/02/2018 36

Page 19: Brinkgreve Technet 2018-2 - TU Delft Research Portal · • Software company, developing the PLAXIS ... • Dynamic analysis, liquefaction (earthquakes) • Structural design (in

Copyright Plaxis bv, 2018

Applications

Reliability analysis of river dykes - Results

21/02/2018 37(based on MSc thesis Job Janssen, 2016)

Conclusions

PLAXIS

• World-leading finite element software for geo-engineering applications

• Continuous new developments

Material Point Method

• Large deformation analysis, material flow, installation effects, contact

• Making MPM applicable for geo-engineering & design

Reliability analysis (Probabilistic analysis)

• Parameters as stochastic variables, limit state criteria, probability of failure

• Applications (so far) in quay walls and river dykes

• Reliability analysis gives insight in failure causes and can help reducing cost

21/02/2018 38

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Copyright Plaxis bv, 2018

Thank you