Conventional, hybrid and simplified
boundary element methods
N. A. Dumont, M. F. F. Oliveira & R. A. P. Chaves
Civil Engineering Department, Pontifícia Universidade do Rio de Janeiro
– PUC-Rio, 22453-900 Rio de Janeiro, Brazil
Abstract
This paper introduces a brief, although insightful, comparative analysis of the
conventional, collocation boundary element method (CBEM), the hybrid stress
boundary element method (HSBEM) and the hybrid displacement boundary
element method (HDBEM), not only investigating the mechanical properties of
the resulting matrix equations, but mainly redefining a series of concepts in both
HDBEM and CBEM that hadn’t been properly considered by previous authors.
This is not a review paper, but rather a theoretical investigation of three methods,
with many physical considerations and some innovations that point toward
mesh-reduced formulations adequate for the numerical modelling of complex
problems, such as in the case of material non-homogeneity and timedependency.
1
Introduction
The hybrid stress boundary element method (HSBEM) was introduced in 1987
on the basis of the Hellinger-Reissner potential, as a generalization of Pian’s
hybrid finite element method [1]. This two-field formulation makes use of
fundamental solutions to interpolate the stress field in the domain of an elastic
body, which ends up discretized as a superelement with arbitrary shape and
arbitrary number of degrees of freedom located along the boundary. A few years
after the introduction of the HSBEM, De Figueiredo and Brebbia proposed a
variational counterpart, properly called the hybrid displacement boundary
element method – HDBEM [2]. The HDBEM is equally consistent and presents
the same computational characteristics of the HSBEM, although based on a
different (three-field) variational principle. The present paper discusses these
Boundary Elements XXVI, C. A. Brebbia (Editor)
© 2004 WIT Press, www.witpress.com, ISBN 1-85312-708-6
24 Boundary Elements XXVI
methods briefly as well as the conventional, collocation boundary element
method (CBEM), not only investigating the spectral properties of the resulting
matrix equations, but mainly redefining a series of concepts in both HDBEM and
CBEM that hadn’t been properly considered by previous authors [3, 4].
A theoretical consequence of these developments is also presented – the
simplified hybrid stress boundary element method (HSSBEM) – which has been
successfully applied to a wide class of problems in the last years [5, 6].
Moreover, another simplifying formulation derived from the HDBEM is
presented for the first time: the simplified hybrid displacement boundary element
method (HSDBEM – a counterpart of the HSSBEM). A conceptually intriguing,
further simplified version (HMRBEM) that combines HSSBEM and HSDBEM
and closes a circle of theoretical achievements – pointing toward a mesh-reduced
formulation – is also conceived [7, 8]. Although the simplified methods outlined
are particularly advantageous in case of time-dependent problems and nonhomogeneous materials, as well as for the post-processing of results at internal
points, the concepts outlined have to be restricted to the basic equations of
elastostatics, owing to space limitations. Moreover, the developments are
restricted to simply connected, finite domains, although the extension to general
problems is straightforward. Also, an adequate literature review has to be left to
a future publication.
2
Fundamental solutions as domain interpolation functions
Consider an elastic body submitted to body forces bi in the domain Ω and
traction forces t i on part Γσ of the boundary. Moreover, the displacements ui
are known on the complementary part Γu of Γ . One is looking for an adequate
approximation of the stress field that satisfies equilibrium in the domain,
σ ji , j +bi = 0 in Ω
(1)
also satisfying following boundary equilibrium and compatibility equations:
σ jiη j = ti along Γσ , ui = ui on Γu
(2)
A convenient approximate field solution σ ijf of the partial differential eqn
(1) may be formulated in terms of a superposition of two types of fields,
∗
σ ijf = σ ij∗ + σ ijb = σ ijm
pm∗ + σ ijb
(3)
in which σ is an arbitrary particular solution of eqn (1),
b
ij
σ bji , j +bi = 0
(4)
and σ is expressed as a sum of fundamental solutions,
∗
ij
∗
∗
σ ij∗ = σ ijm
pm∗ such that σ ∗ji , j = σ ijm
, j pm∗ = 0 in Ω
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25
as a property of a fundamental solution, for a domain Ω that does not include
the points of application of pm∗ . If some domain Ω 0 should comprise the point
of application of a concentrated force pm∗ , then
∫
Ω0
- 1 if i and m refer to the same degree of freedom
∗
, j dΩ = −δ im =
σ ijm
(6)
0 otherwise
From the stresses in eqn (5) one derives the boundary traction forces
∗
σ ijm
η j pm∗ ≡ pim∗ pm∗
(7)
in which η j are the director cosines of the outward normal to the boundary.
The displacements corresponding to the field solution σ ijf of eqn (3) are
uif = ui∗ + uib = (uim∗ + uisr C sm ) pm∗ + uib
(8)
*
The fundamental solution, as characterized by the superscript “ ”, is usually
given in the literature by the function uim∗ alone, implicitly related to unitary
forces pm∗ . The complete representation of eqn (8) is both mathematically and
physically more adequate, since it is stated for an arbitrary (not unitary)
concentrated force pm∗ and a term is added to take into account the arbitrary rigid
body displacements, as denoted by the superscript “r”. In the rigid body
displacement functions uisr , “s” refers to the rigid body displacement being
interpolated, correlated to the concentrated forces pm∗ through some arbitrary
matrix Csm of constants.
The aim of this short outline was to introduce the terminology needed in
the paper. As presented above, one is dealing with Green’s functions, the
singularity of which is required to formulate an integral statement, as the
Somigliana’s identity, basis of the CBEM. For the development of variational
methods, on the other hand, a fundamental solution may be based on nonsingular (polynomial) functions, as in Pian’s hybrid finite element method or in
the Trefftz methods, in general. The use of singular functions simplifies the
whole formulation and ensures that the resultant matrix equations are well
conditioned.
In the following sections, one refers to four main groups of equations,
according to the columns of Table 1, given for compactness and a better
understanding of the way the various methods outlined in this paper hang
together, as they are referred to in the rows.
3
Conventional BEM (CBEM)
To derive the traditional boundary element method, one assumes that both
displacements ui and traction forces ti are approximated along the boundary in
Boundary Elements XXVI, C. A. Brebbia (Editor)
© 2004 WIT Press, www.witpress.com, ISBN 1-85312-708-6
26 Boundary Elements XXVI
terms of interpolation functions multiplying some nodal parameters d n and
traction force intensities tA , respectively:
ui = uin d n and ti = tiA t A along Γ
(9)
Using Somigliana’s identity properly written for the fundamental solution –
characterized by “*” in eqn (8) and regardless any amount of rigid body
displacements uisr Csm – taken as weighting functions, one expresses the matrix
equation for the analysis of a general elastostatics problem as eqn C(1a), in
which H ≡ H mn and G ≡ GmA , as defined in eqns C(2a-b), are traditional double
layer potential and single layer potential matrices. d ≡ d n and t ≡ t A are the
nodal displacement and traction force parameters introduced in eqn (9). Finally,
d b ≡ d nb and t b ≡ t Ab = σ bjiη j are boundary nodal displacement and traction force
parameters obtained as an arbitrary (as simple and convenient as possible)
particular solution of the equilibrium differential eqn (4), for applied body forces
bi , provided that this solution can be obtained [4].
Let the columns of a rectangular matrix W ≡ Wns be an orthogonal basis of
the nodal displacements d related to rigid body displacements. For a finite
domain, it follows necessarily from the definition of H in eqn C(2a) the
orthogonality of eqn C(3a), which is a feature related to the physical nature of
the fundamental solution. As a consequence, one can also define a rectangular
matrix V according to eqn C(3b). Equation C(1a) is not a consistent set of
equations, owing to the weighted-residual character of the CBEM, as G T V ≠ 0 .
In despite of that, adequate consideration of boundary conditions expressed in
terms of known values of the elements of d and t in eqn C(1a) enables the
complete solution of a given problem.
For the sake of expressing a stiffness-type relation starting from eqn C(1a),
define a vector p − p b of nodal forces that are equivalent in terms of virtual work
to the traction force parameters t − t b on the boundary, eqn C(1b), in which
LT ≡ LmA is given in eqn C(2c). Then, eqn C(4) follows from eqns C(1a-b), with
the definition of the stiffness matrix K C . In this equation – and in subsequent
equations in the text – subscripts s and d denote that in the evaluation of matrices
L and G one is considering either single or double nodes, in which case these
matrices are rectangular. As a consequence, the brackets in G (d−1) characterize a
generalized inverse, the expression of which is not important in the present
outline [3, 4]. This inverse is always present as part of the product LTd G (d−1) ,
which is a square matrix. In fact, it is worth recalling the meaning of the matrices
involved, particularly in which respects the nodal points at which the physical
parameters pm∗ ≡ p ∗ (for the fundamental solution, whether a weighting function,
as in this topic, or an interpolating field, as in the variational formulations of the
following sections), d, p − p b and t − t b are supposed to act. In fact, while p ∗ , d
Boundary Elements XXVI, C. A. Brebbia (Editor)
© 2004 WIT Press, www.witpress.com, ISBN 1-85312-708-6
Boundary Elements XXVI
27
and p − p b are understood as nodal attributes, the traction force intensity
G
parameters t − t b are surface segment attributes, for which a normal direction η
should be unequivocally attached, whether or not corner nodes are considered.
Then, matrices L and G are rectangular, in general, as dimension t − t b ≥
dimension p − p b = dimension d = dimension p ∗ , although always rank L =
rank G . When not explicitly indicated, either single or double node
considerations apply in the evaluation of L and G.
4
Hybrid stress BEM (HSBEM)
The governing matrix equations of this two-field formulation, as based on the
Hellinger-Reissner potential [1], are given in eqns HS(1a-b). In these equations,
the concentrated forces p ∗ ≡ pm∗ , physically attached to the same degrees of
freedom as d − d b and p − p b , are primary unknowns of the problem, by means
of which the state of displacements and stresses are described in the domain,
according to eqns (8) and (3), considering the particular solution of eqn (4).
Also, matrix H, as already defined in eqn C(2a), carries out a kinematic
transformation in eqn HS(1a) and, as a transpose matrix, a contragradient
equilibrium transformation in eqn HS(1b). Moreover, F ≡ Fmn of eqn HS(2a) is a
flexibility matrix that is symmetric by construction and may be evaluated
directly for all coefficients, except when m and n refer to the same nodal point.
∗
∗
In eqn HS(2a), U mn
≡ U nm
≡ U ∗ are the values of the displacements ui∗ obtained
in the direction of a given degree of freedom n for a unity concentrated force pm∗
applied at the degree of freedom m, according to eqn (8).
Observe that eqn HS(1b) is consistent, according to eqn C(3a) and the
orthogonality property W T (p − p b ) = 0 , provided that also eqn HS(3b) is
satisfied. Then it follows, considering eqn C(3b) and requiring complete
consistency of eqn HS(1a), that F has to be singular, eqn HS(3a). This equation
is a means for the evaluation of the coefficients about the main diagonal of F,
when the degrees of freedom m and n refer to the same nodal point, as they
cannot be given by integration as in eqn HS(2a). Eliminating p∗ in eqns HS(1ab), for which a generalized inversion of the singular flexibility matrix has to be
carried out [1, 4], one arrives at the nodal equilibrium equation of eqn HS(4),
where K S is a stiffness matrix that is by construction symmetric, positive
semidefinite, as K S W = 0 .
5
Simplified hybrid stress BEM (HSSBEM)
Once eqn HS(4) is solved for the unknown subsets of displacements and forces
d and p , one evaluates p∗ from eqn HS(1a), thus being able to express stresses
and displacements at an interior point by means of eqns (3) and (8), provided that
Boundary Elements XXVI, C. A. Brebbia (Editor)
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28 Boundary Elements XXVI
the matrix of constants Csm is known. For that sake, one may reason that, if eqn
(8) is valid for interior points, it should also be valid for the nodal points
themselves, that is, in both matrix and indicial notation,
∗
d = (U ∗ + WC)p∗ + d b or d n = (U nm
+ Wns Csm ) pm∗ + d nb
(10)
as uisr in eqn (8) is defined such that, at the nodal points, it corresponds to
W ≡ Wns , which is in turn an orthogonal matrix: W T W = I . In this equation also
∗
appears the symmetric square matrix U nm
≡ U ∗ , already introduced in eqn
HS(2a). Supposing that the coefficients about the main diagonal of this matrix
have been evaluated in some way, one may pre-multiply eqn (10) by W T and
solve for the product C sm pm∗ ≡ Cp ∗ , a vector of rigid body displacements
required in both eqns (8) and (10):
C sm pm∗ ≡ Cp ∗ = W T (d − d b ) − W T U ∗p ∗
(11)
This expression, substituted back into eqn (10), yields the useful eqn HSS(1a),
which may replace eqn HS(1a) with advantage and become, together with eqn
HS(1b), the core of the so-called simplified hybrid stress boundary element
method (HSSBEM) [5, 6], as the computationally intensive flexibility matrix F
gives place to the displacement matrix U ∗ , the coefficients of which require no
integration to be evaluated. As demonstrated elsewhere [5] and not repeated
herein, for the sake of brevity, the coefficients about the main diagonal of matrix
U ∗ may be obtained by resorting to the spectral property of eqn HSS(3), with the
matrix of constants C obtained directly using the integral statement that the term
in brackets in eqn (8) is orthogonal to rigid body displacements [4, 5]. Compare
eqn HSS(3) with eqn HS(3a).
It is conceptually enriching to pre-multiply eqn HSS(1a) by H, arriving at
eqn HSS(1b), and compare the result with eqn HS(1a). Equation HS(2b)
becomes evident, with increasing resemblance as one improves the mesh
discretization of the numerical model. As a matter of fact, the main diagonal
coefficients of U ∗ may be obtained by imposing the equality in eqn HS(2b) for
the off-diagonal coefficients of F , in terms of least squares, with subsequent
evaluation of the main diagonal coefficients of F [8]. This procedure is
alternative to the one represented by eqn HSS(3). Although eqns HS(2b) and
HSS(3) lead to different values of the main diagonal coefficients of U ∗ , this
affects the final results obtained from K SS only within the expected numerical
discretization errors. Formally, one writes from eqns HSS(1a-b), HSS(3) and
HS(1b) the stiffness relation of eqn HSS(4), where K SS is the stiffness matrix
related to this simplified formulation. Compare with K S in eqn HS(4).
Boundary Elements XXVI, C. A. Brebbia (Editor)
© 2004 WIT Press, www.witpress.com, ISBN 1-85312-708-6
Boundary Elements XXVI
6
29
Hybrid displacement BEM (HDBEM)
The governing matrix equations of this three-field variational formulation are
given in eqns HD(1a-c) [4], in which all matrices have been already defined in
Sections 3 and 4, whether considering single or double nodes for L and G.
Solving for p∗ and t − t b in equations above yields eqn HD(4), where K D is a
stiffness matrix that is by construction symmetric, positive semidefinite, as
K D W = 0 . In this formulation, the coefficients about the main diagonal of F are
evaluated by requiring that K D is orthogonal to rigid body displacements. For
this task, define the rectangular matrix Y of eqn HD(3b). Then, eqn HD(3a) is
the criterion needed for the determination of the elements about the main
diagonal of matrix F. For the inverse of G in these equations, see the remarks in
the end of Section 3.
7
Simplified hybrid displacement BEM (HSDBEM)
Starting with similar considerations as the ones in the beginning of Section 5,
one may reason that, if eqn (3) is valid for interior points, it should also be valid
on the boundary, in terms of traction forces σ jiη j measured at the nodal points
of element segments, given in matrix form as eqn HSD(1), in which T∗ is a
rectangular matrix directly obtainable, except for the nodes coinciding with the
point of application of the concentrated forces p∗ . This equation may replace
eqn HD(1a) in the triple set of equations of the hybrid displacement formulation
of Section 6, thus circumventing the computationally intensive evaluation of
matrix F. Solving for p∗ and t − t b in eqns HD(1b-c) and HSD(1) yields eqn
HSD(4), where K SD is the stiffness matrix related to this simplified formulation.
Observe that in the product LTd T∗ it is compulsory to consider double nodes.
Comparing K SD with K D in eqn HD(4), one obtains that, according to eqns
HD(3a-b), a criterion for the evaluation of the coefficients of T∗ for nodes
coinciding with the point of application of the concentrated forces p∗ is given in
eqn HSD(3). Pre-multiplying eqn HSD(1) by G d and comparing with eqn
HD(1a), eqn HD(2) becomes evident, with increasing resemblance as one
improves the mesh discretization of the numerical model. As a matter of fact, the
unevaluated coefficients of T∗ in eqn HSD(1) may be obtained by imposing the
equality in eqn HD(2) for the off-diagonal coefficients of F , in terms of least
squares, with subsequent evaluation of the main diagonal coefficients of F [8].
This procedure is alternative to the one represented by eqn HSD(3) and, although
it leads to different values of T∗ , results in terms of K SD are affected only
within the expected numerical discretization errors.
Boundary Elements XXVI, C. A. Brebbia (Editor)
© 2004 WIT Press, www.witpress.com, ISBN 1-85312-708-6
30 Boundary Elements XXVI
8
Mesh-reduced hybrid BEM (HMRBEM)
The simplified stress and the simplified displacement formulations of Sections 5
and 7 may be combined in order to arrive at a formulation that seems to be
extremely convenient for complex applications, as it will be briefly outlined.
First of all, observe that one may select eqns HD(1c) and HS(1b) as the
governing equations of a given problem, solve for p∗ and arrive at a stiffness
relation with a matrix H T (G ( −1) ) T L that is the transpose of K C given in eqn
C(4). The same procedure will be tried without explicit reference to G and H.
In a first step, one pre-multiplies eqn HSS(1a) by L:
L(I − WW T )U ∗p ∗ = L(I − WW T )(d − d b )
(12)
Comparing this expression with eqn HD(1c), eqn HMR(2a) is inferred. Actually,
this relation is written as L a U ∗ ≈ G Ta , in terms of admissible matrices L a and
G a that adequately take into account only forces that are in balance and are,
consequently, orthogonal to the rigid body displacements imbedded in eqn (12),
whether considering single or double nodes [8]. This conceptually more
consistent approach is too extensive to outline in this paper [3, 4]. Enforcing the
equality in eqn HMR(2a) is an adequate means of evaluating the coefficients
about the main diagonal of U ∗ , for which the evaluation of a few elements of
G s is required.
In a second step, pre-multiplying eqn HSD(1) by LTd yields eqn
HMR(1b). Comparing eqn HMR(1b) with eqn HS(1b), one infers eqn HMR(2b),
which is in principle an alternative means of evaluating, in terms of leastsquares, the coefficients of T∗ that cannot be given directly.
Now, solving for p∗ in eqns HMR(1a-b) results in eqn HMR(4), where
K MR is a stiffness matrix expressed in the frame of a mesh-reduced formulation,
so understood that only L and the coefficients about the main diagonal of H and
G require some integration to be obtained, as the off-diagonal coefficients of
the matrices U ∗ and T∗ are evaluated directly at the boundary nodal points.
(U ∗ ) ( −1) in eqn HMR(4) is a generalized inverse of U ∗ in eqn HMR(1a) [5, 8].
For an elastostatics problem with homogeneous materials, there is no
advantage in using this technique, as compared with the previous procedures,
particularly considering the CBEM and the HSSBEM. However, the
effectiveness of the formulation represented by eqn HMR(4) becomes evident if
one considers the application to a general transient problem with nonhomogeneous material, to be solved in a frequency-dependent approach, for
instance [9]. In this case, matrices U ∗ and T∗ may be split into
U ∗ = U ∗0 + U ∗n , T∗ = T0∗ + Tn∗
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Table 1:
Boundary Elements XXVI, C. A. Brebbia (Editor)
© 2004 WIT Press, www.witpress.com, ISBN 1-85312-708-6
BEMs
C
Main matrix governing equations and transformations interrelating the various boundary element formulations outlined
in the paper.
1 – Matrix governing equations
a) H(d − d b ) = G(t − t b )
b) p − p b = LT (t − t b )
2 – Matrix definitions /
relations
a) H mn ≡ ∫ p im∗ u in dΓ + δ mn
Γ
b) GmA ≡ ∫ uim∗ tiA dΓ
Γ
c) LmA ≡ ∫ uimtiA dΓ
Γ
HS
a) Fp ∗ = H(d − d b )
b) H T p ∗ = p − p b
a) PW⊥ U ∗p ∗ = PW⊥ (d − d b )
HSS
b) HU ∗p ∗ = H(d − d b )
∗
a) Fmn ≡ ∫ pim∗ uin∗ dΓ + U mn
b) HU ∗ ≈ F
HSD
HMR
T p = t −t
∗
∗
a) HW = 0
b) H T V = 0
c) PW = WW T
K C (d − d b ) = p − p b
G d T∗ ≈ F
d) PW⊥ = I − PW
a) FV = 0
b) V Tp ∗ = 0
K S (d − d b ) = p − p b
K S ≡ H T (F + VV T ) −1 H
K SS (d − d b ) = p − p b
(U ∗ + WC)V = 0
K SS ≡ H T (HU∗ + VV T )−1 H
a) FY = 0
b) Y = (G ( −1) ) T LW
K D (d − d b ) = p − p b
T Y=0
∗
b
K C ≡ LTd G (d−1) H ≈ LTs G −s 1H
K D ≡ LTG ( −1) F(G ( −1) ) T L
K SD (d − d b ) = p − p b
K SD ≡ LTd T∗ (G ( −1) ) T L
a) PW⊥ U ∗p ∗ = PW⊥ (d − d b )
a) L a U ∗ ≈ G Ta
K MR (d − d b ) = p − p b
b) LTd T∗p ∗ = p − p b
b) LTd T∗ ≈ H T
K MR ≡ LTd T∗ (U ∗ ) ( −1)
Boundary Elements XXVI
b) p − p b = LT (t − t b )
c) G Tp ∗ = L(d − d b )
4 – Stiffness
matrices
Γ
a) Fp ∗ = G(t − t b )
HD
3 – Orthogonal
properties
31
32 Boundary Elements XXVI
in which U ∗0 and T0∗ refer to the homogeneous, static part of the fundamental
solution that is singular by construction, as already outlined, whereas U ∗n and
Tn∗ refer to the remaining part of the solution, which, although apparently
complicated, involve no singularities and can always be evaluated directly, thus
saving computational time.
9
Conclusions
For the sake of brevity, comparative numerical results could not be considered in
this article. All three basic formulations as well as the derived simplified ones
perform equivalently, in terms of accuracy, as numerically assessed by Oliveira
[8]. Moreover, the matrices involved in the formulations present comparable
spectral properties (such as orthogonality to rigid body displacements), provided
that one introduces some more concepts that mainly affect the consistency of
matrices G and L [3, 4, 8]. Use of the inconsistent matrix G, as done
traditionally in the literature and in this paper, for simplicity, may lead to
unreliable results, as a consequence of eventual ill conditioning related to
uncontrolled amounts of rigid body displacements. All considerations were made
for a finite, simply connected domain. Infinite, as well as multiply connected
domains can be dealt with in a straightforward way [4, 5]. The main contribution
of the present paper is Table 1, which is a summary of the basic equations of
three conceptually different methods, showing that they are in fact intimately
related, with the consequence that adequate combinations of their equations and
matrices can be carried out, thus leading to more powerful, simplified
formulations. According to this theoretical outline, one suggests that an adequate
numerical tool for dealing with transient, non-homogeneous problems can be
easily developed starting from any existing code implemented in the frame of the
conventional, collocation boundary element method for the modelling of static
problems with homogeneous materials.
Acknowledgment
This project was supported by the Brazilian agencies CNPq and FAPERJ.
References
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Between Mechanical Consistency and Simplicity. Applied Mechanics
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[2] T.G.B. De Figueiredo. A New Boundary Element Formulation in
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Engineering, Springer-Verlag, 1991.
[3] N.A. Dumont. An Assessment of the Spectral Properties of the Matrix G
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Nr. 1, 32-41, 1998.
Boundary Elements XXVI, C. A. Brebbia (Editor)
© 2004 WIT Press, www.witpress.com, ISBN 1-85312-708-6
Boundary Elements XXVI
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[4] N.A. Dumont. Variationally-Based, Hybrid Boundary Element Methods,
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[5] R.A.P. Chaves. The Simplified Hybrid Boundary Element Method Applied
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[6] N.A. Dumont, R.A.P. Chaves. Simplified Hybrid Boundary Element
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Khalili, Elsevier Science Ltd, pp 1009-1018, 2001.
[7] N.A. Dumont, M.F.F. Oliveira, R.A.P. Chaves. Mesh-Reduced Boundary
Element Formulation for the General Analysis of Transient Problems and
Non-Homogeneous Materials. Accepted IABEM 2004 – International
Association of Boundary Element Methods Conference 2004, Minnesota,
USA, 2004.
[8] M.F.F. Oliveira. Conventional, Hybrid and Simplified Boundary Element
Methods. M.Sc. Dissertation (in Portuguese), PUC-Rio, Brazil, 2004.
[9] N.A. Dumont, R.A.P. Chaves. Transient Heat Conduction in Orthotropic
Functionally Graded Materials by the Hybrid Boundary Element Methods.
Accepted IABEM 2004 – International Association of Boundary Element
Methods Conference 2004, Minnesota, USA, 2004.
Boundary Elements XXVI, C. A. Brebbia (Editor)
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