Civil Engineering Reference
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* > and α mi * is greater than α min , where α* is
the α-quality after node shifting. Element inversion can be prevented as some triangles will
then have negative α* values after node shifting. This Laplace smoothing scheme, which
involves the checking of the shape quality of the elements before and after node shifting,
is known as smart Laplace smoothing . This idea can be further refined to check the shape
quality of the triangles in P at more than one point. Points on the line joining x and c can be
conveniently specified by parameter λ.
Node shifting will be carried out only if αα
x λ = (1 − λ) x + λ c such that x 0 = x and x 1 = c
Let α * be the geometric mean α-quality of the triangles in P corresponding to a shift of
node x to x λ ; then by maximising α * , the best location of the shift for x can be determined.
To limit the points to be evaluated to within a reasonable number, only λ = 0.9, 1.0 and 1.1
are tested. The enhanced Laplace smoothing scheme in which the node shift is based on the
quality assessment at some strategic points is known as QL smoothing .
6.3.1.2 LO of triangular mesh
Based on shape measures such as mean ratio η or α-quality coefficient on triangular ele-
ments, the quality of a triangular mesh T = {Δ i , i = 1,N} can be evaluated. Let α i be the
α-quality of triangle Δ i ; then a measure of the quality of triangular mesh T is given by
1/
N
α
=
α
;
α
=
min
α
i
min
i
Δ
T
i
Δ
T
i
The geometric mean α can be used as the cost function of the triangular mesh to be
optimised by shifting of interior nodes subject to the constraint that nodal shifting should
not reduce the α-quality of the triangles in T lower than α min . The condition that T being
optimal with respect to α-quality measure is that for each point x surrounded by polygon P ,
α
α
1
/
n
P
P
=
0
and
=
0
,
where
α
=
α
n
= numberoftriangles in P
P
k
x
y
Δ
P
k
As a global optimisation on α is very costly, this local condition for being optimal in α
measure can be used to improve the quality of a triangular mesh. Analytical expressions for
the derivatives of α P in closed form are not available and, in general, rather tedious. Hence,
numerical differentiation is applied to obtain approximate solutions for
α
α
P
=
0
and
P
=
0 .
x
y
Let x * = x + (Δx, Δy) be the new position of node x ; then the α P value at x * is given by
+
α
+
α
x *
P
P
α
()
α
()
x
Δ
x
Δ
y
P
P
x
y
λα λ αα
P
α P can always be improved by setting (
P
P
for some positive λ:
ΔΔ
x,
y
)
=
=
,
xy
2
2
α
α
α
()
x
*
=
α
()
x
+
λ
P
+
P
P
P
x
y
 
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