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4.15 Adaptive mesh refinement
The plate in Fig. 4.52 was analyzed with bilinear elements, with an attempt
to improve the results by adaptively refining the mesh in three steps. At the
start the mesh consisted of 160 elements, and the final mesh consisted of 1231
elements. At that stage in the analysis, the energy error was about the same
in most of the elements.
The thickness of the plate was t = 0.25 m, and the material properties
were E = 3.4 · 104 MN/m2, ν = 0.167.
The energy norm (squared) of the FE solution is the strain energy product
between the stresses and the strains,
||uh||2
E =
_
Ω
σh • εh dΩ , (4.117)
and the energy norm squared of the error e = u − uh is
||eh||2
E =
_
Ω
(σ − σh) • (ε − εh) dΩ . (4.118)
Because the exact solution u is unknown the energy norm is replaced—as
discussed in Sect. 1.31, p. 147—by the following estimate [132],
||eh||2
E
≤ η2 =
_
i
η2
i =
_
i
0.42 h2
λ + 5μ
||ri||20
+
1.22 h
λ + 5μ
||ji
||20
(4.119)
where ri = p−ph are the residual forces within an element Ωi, and where ji
are the jumps of the traction vector × 0.5 on the edges of the element Ωi:
||ri||20
=
_
Ωi
(p − ph)2 dΩ ||ji
||20
= 0.5
_
Γi
t2
Δ ds . (4.120)
384 4 Plane problems
P = 10 kN
A
B
C
D
1
1
1.5 m
2.0 m 2.0 m 2.0 m 2.0 m
2.5 m 1.0 m
a - a
b - b
d - d
1.0 m
Fig. 4.52. Adaptive refinement of a shear wall: a) original mesh, b) final mesh
At the start of the adaptive refinement the relative error is
ηrel := η _
||uh||2
E + η2
=
%
1.78
25 + 1.78
· 100% = 25.78% (4.121)
and then it slowly decreases as can be seen in Table 4.9.
Theoretically the mesh should be refined further near the supports and
the base of the single force—if this makes sense. Close to these critical points,
the grey is a very dark grey.
4.15 Adaptive mesh refinement 385
Table 4.9. Adaptive refinement
Step ||uh||2
E
||eh||2
E ηrel Nodes Elements d.o.f.
0 2.50E+06 1.78E+05 25.78% 199 160 388
1 2.77E+06 1.59E+05 23.30% 407 328 802
2 3.01E+06 1.49E+05 21.68% 821 685 1630
3 3.25E+06 1.43E+05 20.53% 1442 1231 2872
The form of the resulting mesh essentially depends on the percentage of
elements that are refined. Usually only the first 20, 30 or 50% of the elements
that exceed the critical value are refined. The lower the percentage the better
the refinement process will concentrate on the truly singular points. Here only
the first 50% were refined. The relative error ηrel dropped from about 25% to
20.53% which is not a great gain.
In a second analysis only the first 30% were refined and at the end the
estimated relative error was η = 20.87%. This level was reached with 781
elements, while the 50% strategy required 1,231 elements—a larger effort for
practically the same result. This observation indicates that the two hot spots,
the point support and the single force, dominate the error.
The corner points of the openings, where the stresses oscillated, were also
critical points (see Table 4.10), while the results at the more backward interior
point C, for example, were stable. The refinement of the mesh hardly had any
effect on the stresses at that point. The same holds for the section 1 − 1; see
Table 4.12.
Table 4.10. Stresses (kN/m2) at selected nodes at the beginning (0) and after
three refinements (3) and BE stresses
Nodes A B C D
σ(0)
xx −39.87 32.26 16.23 7.43
σ(3)
xx −106.96 90.44 16.76 9.36
σBE
xx
−76.814 68.94 16.41 11.84
σ(0)
yy −54.33 22.88 −1.66 −12.32
σ(3)
yy −127.28 79.52 −1.24 −15.39
σBE
yy
−99.95 56.96 −0.91 −16.71
To confirm that stress resultants are more stable than isolated stresses, the
stresses were integrated along three sections; see Table 4.11. These resultant
forces also vary, but they are more stable than the stresses at the isolated
points.
Hence the presence of singular points does not necessarily imply that the
whole solution is worthless. Rather the results show that in regions where the
386 4 Plane problems
Table 4.11. Integral of the stresses σyy (kN/m) along three sections
Cross section a-a b-b d-d
Step 0 −26.80 5.12 −11.63
Step 3 −32.1 9.85−
12.64
BE −29.32 6.92 −13.48
solution is smooth, the stresses are stable, although this doesn’t necessarily
mean that they are accurate! It is difficult to judge how large the influence
of the corner singularities is, that is how large the pollution error is, but we
think that in structural analysis—considering the error margins we are accustomed
to—pollution is a secondary effect. In standard situations, modeling
errors will probably have a more negative impact on the accuracy of, say, the
support reactions or the bending moments than an unresolved singularity on
the boundary.
Table 4.12. Stress distribution (kN/m2) in section 1-1
Level y = 2.5 y = 2.0 y = 1.5 y = 1.0 y = 0.5 y = 0.0
σ(0)
xx 7.86 13.09 18.11 23.43 28.96 34.44
σ(3)
xx 8.72 13.67 18.38 23.36 28.54 33.64
σ(BE)
xx 8.9 13.62 18.18 22.97 27.91 32.69
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