11th World Congress on Computational Mechanics (WCCM XI)
5th European Conference on Computational Mechanics (ECCM V)
6th European Conference on Computational Fluid Dynamics (ECFD VI)
E. Oñate, J. Oliver and A. Huerta (Eds)
NONLINEAR HOMOGENIZATION IN MASONRY
STRUCTURES
Georgios A. Drosopoulos∗,† , Maria E. Stavroulaki† , Konstantinos Giannis† ,
Leonidas Plymakis† , Georgios E. Stavroulakis† and Peter Wriggers∗
∗
Leibniz University of Hannover, D-30167 Hannover, Germany
e-mail: drosopoulos@ikm.uni-hannover.de, wriggers@ikm.uni-hannover.de
web page: http://www.ikm.uni-hannover.de
†
Technical University of Crete, GR-73100 Chania, Greece
e-mail: mstavr@mred.tuc.gr; gestavr@dpem.tuc.gr - web page: http://www.comeco.tuc.gr
Key words: Multi-scale, Homogenization, Interpolation, Masonry, Contact, FE2
Abstract. Numerical homogenization is based on the usage of finite element analysis
for the description of average properties of materials with heterogeneous microstructure.
The practical steps of a computational homogenization approach and representative examples related to masonry structures and ceramic materials are presented in this article.
The non-linear Representative Volume Elements (RVEs) of a masonry structure, including parts with elastoplastic material behaviour (mortar) and a ceramic material with a
unilateral contact interface (crack), are created and solved. Parametric analysis has been
chosen and used for the description of the strain loading. Results concerning the average
stress and strain in the RVE domain are then calculated. In addition, the stiffness is estimated for each loading level. Finally, two databases for the stiffness and the stress-strain
data are created, a metamodel based on MATLAB interpolation is used, and an overall
non-linear homogenization procedure (FE2 ), is considered. The good comparison with
direct heterogeneous macroscopic models created by commercial software shows that the
proposed method can be used for the simulation of non-linear heterogeneous structures.
1
INTRODUCTION
In this article, a multi-scale, computational homogenization method is presented, for
the study of non-linear, heterogeneous materials. Several different approaches have been
proposed in the past for the investigation of these materials. Analytical/mathematical
methods, like asymptotic homogenization [1], can be more accurate in the description
of the micro structure, for relatively simple microscopic patterns and constitutive laws.
On the other hand, numerical methods may be used for the simulation of complex mi1
G.A. Drosopoulos, M.E. Stavroulaki, K. Giannis, L. Plymakis, G.E. Stavroulakis and P. Wriggers
croscopic geometries, over a statistically defined representative amount of material [2].
These methods are indispensable for non-linear problems.
Numerical/computational homogenization can be extended to cover several non-linear
effects, like contact, debonding, damage and plasticity [3]. According to numerical homogenization, a unit cell is explicitly solved and the resulting average quantities are then
used for the determination of the parameters of a macroscopic constitutive law [4]. For
non-linear problems numerical homogenization is performed at each load level.
From another point of view, multi-level computational homogenization incorporates
a concurrent analysis of both the macro and the microstructure, in a nested multi-scale
approach [5, 6, 7, 8, 9, 10]. Within this method, the macroscopic constitutive behaviour is
determined during simulation, after solving the microscopic problem and transferring the
necessary information on the macroscopic scale. This approach, which is generally called
FE2 , offers the flexibility of simulating complex microstructural patterns, with every kind
of non-linearity.
In the present work, parametric analysis is used for the simulation of a non-linear
Representative Volume Element (RVE), under several loading paths and loading levels. After solution of the microscopic structure, the average stress is estimated and a
strain-stress database is created. In addition, stiffness information is obtained for each
particular loading level and a second strain-stiffness database is obtained. Based on these
databases, and on a MATLAB-based interpolation for the creation of a metamodel, an
overall computational homogenization model, in a FE2 sense, is created for the simulation
of a macroscopic structure. Comparison with direct heterogeneous macroscopic models
shows that the adopted procedure leads to satisfactory results. The method can be applied to different RVEs, with different non-linear microscopic behaviour. In the present
work two different microscopic models have been chosen: a non-linear masonry RVE and
a ceramic material with a unilateral contact interface as a potential crack.
2
INTRODUCTION TO COMPUTATIONAL HOMOGENIZATION
The approach adopted in this article is related to the concurrent analysis of the macroscopic and the microscopic structure, respectively. According to the classical formulation
of the multi-scale computational homogenization [5, 6], two nested boundary value problems are concurrently solved. The initial heterogeneous macroscopic structure is equivalent with a homogeneous one, in each Gauss point of which a suitably defined RVE is
correlated. This RVE includes every heterogeneity and non-linearity of the material.
According to the Hill-Mandel condition or energy averaging theorem, the macroscopic
volume average of the variation of work equals to the local work variation, on the RVE
[11]:
1
M
M
σ :ǫ =
σ m : ǫm dVm
(1)
Vm Vm
Three type of loading states, which satisfy the above condition, can be applied to the
RVE: a) prescribed linear displacements, b) prescribed tractions, c) periodic boundary
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G.A. Drosopoulos, M.E. Stavroulaki, K. Giannis, L. Plymakis, G.E. Stavroulakis and P. Wriggers
conditions.
With linear or periodic boundary conditions, a macroscopic strain is the loading of the
RVE. After analysis and convergence of each RVE in every Gauss point, results concerning
the average stress and the stiffness are given back to the macroscopic structure, Fig. 1.
No assumption for the constitutive law of the macroscopic structure is a priori considered,
thus the macroscopic constitutive behaviour is numerically obtained. This is a practical
solution to the major question of homogenization, namely which are the properties of the
homogeneous constitutive law.
In this work the microscopic calculations of the RVE, which normally take place in each
Gauss point and time step of the macroscopic model, are substituted with two databases,
which carry the same information: average stress and stiffness of the macroscopic model.
To obtain this information, several numerical simulations on the masonry RVE are explicitly considered. In the next paragraphs the steps of the proposed procedure are given
in details.
Figure 1: Schematic representation of the multi-scale, concurrent, computational homogenization
3
GENERAL FRAMEWORK OF THE PROPOSED APPROACH
The key idea of the present work is to replace the microscopic simulation of the RVE,
which is required within each iteration step of the computational homogenization method,
with two databases containing information related to the stress and the stiffness of the
macro model. This information is transferred back to the macroscopic structure. Thus,
instead of solving the RVE in each Gauss point and iteration loading or time step, which
is a time consuming procedure, a metamodel is used, or in other words an interpolation
of the proper quantity from the databases is considered.
This concept has the following steps:
a) Creation of the RVE, for example within COMSOL Multiphysics. Two microscopic
structures have been created, one representing a masonry RVE and another representing
a ceramic material with a potential unilateral crack, as is explained in details in the following section.
b) Linear displacement boundary conditions are applied to the RVE; a number of different loading strain combinations have been considered, by incorporating three parameters
to the equations describing the linear displacement conditions on the boundaries of the
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G.A. Drosopoulos, M.E. Stavroulaki, K. Giannis, L. Plymakis, G.E. Stavroulakis and P. Wriggers
RVE. By using these parameters, the space of the strain vector is scanned, resulting in a
significant number of possible strain loads.
c) After analysis of each RVE, the average stress and strain are calculated.
d) Steps b) and c) are repeated, but now with three test incremental loading strain vectors, which are applied to the boundaries of the RVE. Then, by incrementally solving the
Hooke’s law, stiffness information is obtained for the particular loading conditions.
e) After the previous steps, two databases have been created: one that corresponds strains
to stresses and another that corresponds strains to stiffness information. These are incorporated in an overall FE2 computational homogenization scheme developed with MATLAB, for the simulation of the respective macroscopic structures.
f) Comparison of the results with direct heterogeneous macroscopic models created in
other commercial software packages is used to evaluate the whole procedure.
4
4.1
THE MICROSCOPIC MODELS
The masonry RVE
The masonry RVE consists of the brick parts and the mortar joints, thus the material
that connects the bricks. The non-linearity of this model is concentrated on the mortar
joints by using a perfect plasticity law, while the brick parts are considered to be linear.
The dimensions and the mesh of the RVE are shown in Fig. 2. The mesh consists of rectangular plane stress elements, with out of plane thickness equal to 70mm. In addition,
material properties have been taken from the literature: Eb = 4865N/mm2 , nb = 0.09
for the brick parts and Em = 1180N/mm2 , nm = 0.06 for the mortar joints. A tensile
strength of 0.9N/mm2 has been also used for the mortar joints.
(a)
(b)
Figure 2: (a) Geometry of the masonry RVE (mm) (b) Mesh of the RVE
4.2
The discrete ceramic RVE
As a second implementation of the proposed method, a discrete ceramic microscopic
structure has been chosen. The material is linear, but a unilateral contact interface
representing a potential crack is found in the middle of the geometry, as is shown in Fig.
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G.A. Drosopoulos, M.E. Stavroulaki, K. Giannis, L. Plymakis, G.E. Stavroulakis and P. Wriggers
3. The mesh consists of rectangular plane stress elements, with out of plane thickness
equal to 10mm. In addition, material properties have been taken from the literature:
E = 328389N/mm2 , n = 0.22968.
(a)
(b)
Figure 3: (a) Geometry of the discrete, ceramic RVE (b) Mesh of the RVE
4.3
Averaging procedure
The proposed numerical scheme has two basic parts: first the derivation of the average
stress of the RVE, thus the creation of the strain-stress database; second the estimation of
the effective constitutive tensor, thus the strain-stiffness database. In the overall computational homogenization scheme the average stress will be the macroscopic stress and the
effective elasticity tensor will be used for the development of the tangent stiffness matrix
of the macroscopic model.
The averaging relations are given here. To obtain these quantities, the subdomain
integration, postprocessing capability of COMSOL was used.
1
1
m
< ǫ >Vm =
ǫ dVm , < σ >Vm =
σ m dVm
(2)
Vm Vm
Vm Vm
The procedure was repeated in order to obtain the stiffness information for the final macroscopic model. For this reason, for every load strain vector of the microscopic
analysis, three test, incremental strain vectors were considered (equation 3a), and three
incremental average stress vectors were calculated (equation 3b), respectively. Then, the
effective elasticity tensor was calculated by using Hooke’s law, according to equation 3c.
This effective elasticity tensor is used in the overall homogenization scheme, for the estimation of the macroscopic tangent stiffness matrix. For plane stress conditions, the
following relations are given:
[δǫM ] = [δǫM
1
δǫM
2
δǫM
3 ]
(3a)
[δσ M ] = [δσ M
1
δσ M
2
δσ M
3 ]
(3b)
−1
[δσ M ] = CM [δǫM ] ⇒ CM = [δσ M ][δǫM ]
5
(3c)
G.A. Drosopoulos, M.E. Stavroulaki, K. Giannis, L. Plymakis, G.E. Stavroulakis and P. Wriggers
5
THE MULTI-SCALE COMPUTATIONAL HOMOGENIZATION
The final step of the proposed approach includes the development of a non-linear,
multi-scale, computational homogenization scheme, for the investigation of the macroscopic structure. The simulation of an RVE in each Gauss point and each time step of
the macro model, has been now replaced with the usage of the strain-stress and strainstiffness databases, which were previously created. Thus, instead of solving a non-linear
finite element model of the microscopic problem in each Gauss point and time step, the
databases and some interpolation method are used in order to obtain the macro stress
and the stiffness of the macroscopic model, Fig. 4.
The whole numerical scheme has been implemented with MATLAB. Plane stress, first
order, full integration finite elements have been used in the macroscopic model. The
Newton-Raphson incremental iterative procedure has been chosen, to capture the nonlinear behaviour of the masonry. Analysis starts by introducing a test strain vector.
This is used as an input, for receiving from the stiffness database the information for
the consistent stiffness of the macroscopic model. Then, for any current value of the
macroscopic strain vector, a stress vector and an elasticity tensor are chosen from the
databases.
An interpolation method must be used, to obtain these quantities from the databases.
In this work the MATLAB function ”TriScatteredInterp” is used, however other possible
solutions for the creation of the metamodel (interpolation) can be used, for instance Neural
Networks.
By considering stress interpolation, each strain vector (3x1) corresponds to one average
stress value. For the elasticity tensor (3x3), each strain vector corresponds to one value
of the tensor. This tensor is the consistent stiffness of the Newton-Raphson incremental
iterative procedure, used in the macroscopic model.
Figure 4: The final multi-scale homogenization scheme
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G.A. Drosopoulos, M.E. Stavroulaki, K. Giannis, L. Plymakis, G.E. Stavroulakis and P. Wriggers
6
6.1
RESULTS AND DISCUSSION: THE MASONRY STRUCTURE
The masonry RVE
In this section some results for the average stress - average strain relation and the
failure of the masonry RVE will be presented. According to the diagrams of Fig. 5, the
RVE simulation results in non-linear stress-strain behaviour.
(a)
(b)
Figure 5: Average stress-strain diagrams obtained from the RVE analysis (a) direction x,
(b) direction y. Loading along linear paths in the strain space defined by angles a and b
The failure mode of some RVEs is shown in Fig. 6. According to this Figure, plastic
strains are developed only in the mortar joints. Moreover, as the value of the parameters
used to describe the gradually increased displacement loading are increased, the effective
plastic strains given by COMSOL are also increased, from zero to a maximum value.
(a)
(b)
(c)
(d)
Figure 6: Effective plastic strain from the RVE analysis, for gradually increased load,
from (a) to (d)
6.2
Overall multi-scale homogenization
The last step of the proposed approach is related to the development of an overall multiscale, computational homogenization scheme, in a FE2 sense, for the study of macroscopic
masonry structures. To compare the results obtained from the proposed model, a second
heterogeneous, macroscopic model is developed, for each masonry structure. MARC software has been used for this simulation of heterogeneous masonry structures, directly at
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G.A. Drosopoulos, M.E. Stavroulaki, K. Giannis, L. Plymakis, G.E. Stavroulakis and P. Wriggers
the macroscopic scale (Direct Numerical Simulation, DNS models). Thus, plane stress,
first order, full integration elements have been used, with material properties and yield
behaviour of the constitutive materials equal to the ones considered in the RVE analysis
(Section 4).
The first model which is presented here is a rectangular masonry wall, with dimensions
equal to 1.82mx1.69m. Loading of this wall is a distributed vertical displacement equal
to 5mm at the right vertical edge of the model, while fixed boundary conditions are
applied to the left vertical edge of it. Fig. 7 shows the degradation of the strength of the
structure. In particular, the plastic strain distribution is shown in Fig. 7b, for the direct
heterogeneous macro model. The distribution of the trace of the elasticity tensor has been
chosen as a qualitative only measurement of the degradation of strength, for the proposed
multi-scale model, Fig. 7a. The dark blue colour shows bigger values of trace, while the
light blue colour which gradually becomes red, smaller values, respectively. According to
this Figure, the degradation of the strength obtained from the two models, has the same
distribution in the domain.
(a)
(b)
Figure 7: Degradation of the strength of a macroscopic masonry wall (1.82x1.69m) in
the end of the analysis (a) proposed multi-scale homogenization (b) direct macroscopic
simulation (MARC)
Two more diagrams obtained from the two different methods are shown in Fig. 8.
These diagrams represent the distribution of the vertical displacements along the top side
of the masonry (Fig. 8a) and the distribution of the horizontal displacements, along the
right side of it (Fig. 8b), respectively. The comparison between the two models leads
to similar results, indicating that the proposed approach can be used for the simulation
of non-linear, heterogeneous structures. In addition, in Fig. 8b the direct heterogeneous
simulation presents a fluctuation, which is attributed to the alteration between brick
and mortar material, in the model. In the multi-scale homogenization approach no such
fluctuation is obtained, as the material is homogeneous.
Another example of a big masonry wall with two openings (windows) is presented in the
following lines. A distributed displacement loading of 5mm is applied to the top edge of
the structure, while the bottom of it is fixed, Fig. 9a. Figs. 9b and 9c show that the image
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G.A. Drosopoulos, M.E. Stavroulaki, K. Giannis, L. Plymakis, G.E. Stavroulakis and P. Wriggers
(a)
(b)
Figure 8: Distribution of (a) vertical displacements along the top side (b) horizontal
displacements along the right side, in the final time step
of the degradation of the strength is the same for both the multi-scale homogenization and
the direct heterogeneous model. In addition, a concentration of plastic strains appears in
the corner of the windows, Fig. 9c.
Finally, Fig. 9.d,e show the stress distribution obtained from the proposed homogenization approach and the direct macroscopic analysis. The comparison is satisfactory,
regarding both the distribution of stresses and the limit values of them.
7
RESULTS AND DISCUSSION: THE DISCRETE CERAMIC MATERIAL
Some results regarding the second RVE considered in this study, are presented here.
Fig. 10 shows the discrete ceramic RVE and the two possible states of the unilateral
contact interface: contact in Fig. 10(a) and no contact in Fig. 10(b). Calculation of the
RVE includes the effect of contact nonlinearity, as it can be shown from the curve of Fig.
10 (c).
A macroscopic rectangular geometry with dimensions equal to 0.5mx0.5m, tensile loading in the top edge and fixed displacement on the bottom edge have been initially chosen,
for the overall implementation of the multi-scale analysis. Fig. 11 shows that similar
displacement distribution is obtained from both the FE2 approach and the direct heterogeneous macroscopic model.
Convergence of classical FE2 is certainly influenced by the nonsmooth unilateral contact
nonlinearity and in some cases of compressive loading can not be achieved. This difficulty
reminds us similar convergence behaviour in bimodulus elasticity and will be investigated
in more details in the future.
8
CONCLUSIONS
A multi-scale computational homogenization numerical scheme is presented in this
article, for the study of non-linear masonry structures and discrete ceramic materials.
The main idea is to replace the simulation of an RVE in the microscopic scale, with the
usage of two databases carrying the information for the stress and the stiffness of the
macroscopic structure. Parametric analysis of the RVE is initially conducted, in order to
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G.A. Drosopoulos, M.E. Stavroulaki, K. Giannis, L. Plymakis, G.E. Stavroulakis and P. Wriggers
(a)
(c)
(b)
(d)
(e)
Figure 9: (a) The masonry wall with two openings (b) Degradation of the strength proposed multi-scale homogenization (c) Degradation of the strength - direct macroscopic
simulation (MARC). Stresses Syy obtained (d) from the direct macroscopic model, (e) from
the proposed homogenization approach (last time step)
obtain this information. An overall homogenization scheme is then developed, in a FE2
sense. Comparison with a direct heterogeneous macroscopic model for the same masonry
structures, shows that the proposed approach works well.
According to the steps which have been followed, a general purpose structural analysis
code is needed for the RVE analysis; a programming language is also necessary for the
implementation of the overall homogenization and an interpolation method should be
used for picking stress and stiffness values from the databases.
The method is general, since it can be used in other masonry structures (arches), or
other materials (composites). More complicated constitutive laws in the microscopic scale
can be also considered. Finally, interpolation with Neural Networks can be used for the
creation of the databases. All these investigations are left open for future research.
9
ACKNOWLEDGEMENTS
The research project is implemented within the framework of the Action Supporting
Postdoctoral Researchers of the Operational Program ”Education and Lifelong Learning” (Actions Beneficiary: General Secretariat for Research and Technology), and is co-
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G.A. Drosopoulos, M.E. Stavroulaki, K. Giannis, L. Plymakis, G.E. Stavroulakis and P. Wriggers
(a)
(b)
(c)
Figure 10: The discrete ceramic RVE (a) contact (b) no contact conditions, (c) stressstrain curve of the ceramic RVE indicating the effect of contact nonlinearity
(a)
(b)
Figure 11: Vertical displacements: (a) FE2 (b) DNS model
financed by the European Social Fund (ESF) and the Greek State.
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