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Adaptivity with moving grids

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<strong>Adaptivity</strong> <strong>with</strong> <strong>moving</strong> <strong>grids</strong> 43<br />

where high resolution is required, and half where it is not. Such meshes<br />

are called 50:50 meshes (see Budd et al. (2005), Huang (2001a), Huang<br />

et al. (2002)) and a regularization of M to ensure that such meshes arise in<br />

practice has been proposed by Beckett and Mackenzie (2000). To show how<br />

such problems arise in a calculation in n dimensions, suppose that we have<br />

a scalar monitor function M for which ∫ Ω P<br />

M dx = θ. Consider now the<br />

situation in which there are two subsets A and B of Ω P ,<strong>with</strong>Ω P = A ∪ B<br />

so that the monitor function is designed to concentrate points in a small<br />

region A (so that A may be the support of a singularity or of a front). The<br />

preimage A ′ = F −1 (A) ⊂ Ω C represents those points in the computational<br />

domain which are mapped to A, <strong>with</strong> a similar set B ′ . Suppose now that<br />

|A ′ | and |B ′ | are the areas of these sets in Ω C , <strong>with</strong> respective areas |A| and<br />

|B| in Ω P . These areas measure the proportion of mesh points allocated<br />

to the corresponding sets A and B. Note that in most applications of an<br />

adaptive method, where mesh points have to be concentrated into a small<br />

region we would expect that<br />

|A ′ | = O(1), |A| = o(1), |B ′ | = O(1), |B| ≈|Ω P |. (2.71)<br />

Problems arise <strong>with</strong> mesh regularity and solution resolution away from<br />

the set A if |B ′ |≪|A ′ |. It follows immediately from the equidistribution<br />

principle that if θ = ∫ Ω P ≡A∪B<br />

M dx then<br />

∫<br />

Λ= |A′ |<br />

|B ′ | = ∫ A M dx<br />

B M dx = θ<br />

− 1.<br />

∫B<br />

M dx<br />

Furthermore,<br />

∫<br />

|A ′ A<br />

| =<br />

M dx .<br />

θ<br />

It follows from the conditions on A ′ and A in (2.71) that over the set A we<br />

have M ≫ θ. However, if the monitor function is so constructed such that<br />

over the set B we have M ≪ θ and hence ∫ B<br />

M dx ≪ θ (so that the integral<br />

of M is concentrated in A), then Λ will be very large and the mesh will lose<br />

regularity. Indeed, we will have |A ′ |≈1. Exactly such problems arose in<br />

some of the blow-up calculations reported in Budd et al. (1996). In such<br />

cases we must replace M by the regularized function introduced by Beckett<br />

and Mackenzie (2000) and given by<br />

ˆM = M +<br />

θ<br />

|Ω P | . (2.72)<br />

Observe that over the set A we have ˆM ≈ M, andoverB we have ˆM ≈<br />

θ/|Ω P |, and trivially<br />

∫<br />

ˆM dx =2θ.<br />

Ω P

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