Abstract
We discuss the error analysis of linear interpolation on triangular elements. We claim that the circumradius condition is more essential than the well-known maximum angle condition for convergence of the finite element method, especially for the linear Lagrange finite element. Numerical experiments show that this condition is the best possible. We also point out that the circumradius condition is closely related to the definition of surface area.
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1 Introduction
In numerical analysis, linear interpolation on triangular elements is one of the more fundamental conceptions. Specifically, as meshes become finer, it is an important tool in understanding why and how finite element approximations converge to an exact solution.
Let \(\Omega \subset \mathbb R^2\) be a bounded polygonal domain. Suppose that we would like to solve the Poisson equation of finding \(u \in H_0^1(\Omega )\) for a given \(f\in L^2(\Omega )\) such that
With a triangulation \(\tau \) of \(\Omega \), we define the FEM solution \(u_h\) by
where \(\fancyscript{P}_1\) is the set of all polynomials whose degree is at most \(1\) and
Let \(K \subset \mathbb R^2\) be a triangle with apices \(\mathbf x_i\), \(i = 1, 2, 3\). We shall always consider \(K\) to be a closed set in \(\mathbb R^2\). For a continuous function \(f \in C^0(K)\), the linear interpolation \({I}_{K}f \in \fancyscript{P}_1\) is defined by
If \(f \in C^0(\overline{\Omega })\), the linear interpolation \({I}_\tau f\) is defined by \(({I}_\tau f)|_K = {I}_{K}f\). Céa’s lemma claims that the error \(|u - u_h|_{1,2,\Omega }\) is estimated as
Therefore, the interpolation error \(|u - {I}_{K}u|_{1,2,K}\) provides an upper bound of \(|u - u_h|_{1,2,\Omega }\).
It has been known that we need to impose a geometric condition to \(K\) to obtain an error estimation of \(|u - {I}_{K}u|_{1,2,K}\). We mention the following well-known results. Let \(h_K\) be the diameter of \(K\) and \(\rho _K\) be the maximum radius of the inscribed circle in \(K\).
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The minimum angle condition, Zlámal [21]. Let \(\theta _0, 0 < \theta _0 < \pi /3\), be a constant. If any angle \(\theta \) of \(K\) satisfies \(\theta \ge \theta _0\) and \(h_K \le 1\), then there exists a constant \(C = C(\theta _0)\) independent of \(h_K\) such that
$$\begin{aligned} \Vert v - {I}_{K}v\Vert _{1,2,K} \le C h_K |v|_{2,2,K}, \qquad \forall v \in H^2(K). \end{aligned}$$ -
The regularity (inscribed ball) condition, see, for example, Ciarlet [6].
Let \(\sigma > 0\) be a constant. If \(h_K/\rho _K \le \sigma \) and \(h_K \le 1\), then there exists a constant \(C = C(\sigma )\) independent of \(h_K\) such that
$$\begin{aligned} \Vert v - {I}_{K}v\Vert _{1,2,K} \le C h_K |v|_{2,2,K}, \qquad \forall v \in H^2(K). \end{aligned}$$ -
The maximum angle condition, Babuška-Aziz [2], Jamet [9]. Let \(\theta _1, 2\pi /3 \le \theta _1 < \pi \), be a constant. If any angle \(\theta \) of \(K\) satisfies \(\theta \le \theta _1\) and \(h_K \le 1\), then there exists a constant \(C = C(\theta _1)\) independent of \(h_K\) such that
$$\begin{aligned} \Vert v - {I}_{K}v\Vert _{1,2,K} \le C h_K |v|_{2,2,K}, \qquad \forall v \in H^2(K). \end{aligned}$$
It is easy to show that the minimum angle condition is equivalent to the regularity condition [6, Exercise 3.1.3,p130]. Since its discovery, the maximum angle condition was believed to be the most essential condition for convergence of solutions of the finite element method.
However, Hannukainen–Korotov–Křížek pointed out that “the maximum angle condition is not necessary for convergence of the finite element method” by showing simple numerical examples [8]. We double checked the first numerical experiment in [8] with slightly different triangulations and obtained the same result for the error associated with the finite element approximations. Therefore, the question arises: “What is the essential condition to impose on triangulation for convergence of the finite element method?”. One of the aims here is to give a partial answer to this question. Suppose that a sequence \(\{\tau _n\}_{n=1}^\infty \) of triangulations of \(\Omega \) is given. Let \(R_K\) be the circumradius of a triangle \(K\) and \(R_{\tau _n} := \max _{K\in \tau _n} R_K\). We claim that the condition
is more essential than the maximum angle condition. The condition (3) is called the circumradius condition.
We moreover point out that the circumradius condition is closely related to the definition of surface area. In the 19th century, people believed that surface area could be defined as the limit of the area of inscribed polygonal surfaces. In the 1880s, Schwarz and Peano independently presented their famous example that refutes this expectation. See [5, 15, 16]. We shall observe in Sect. 3 that, in Schwarz’s example, the limit of the inscribed polygonal surfaces is equal to the area of the cylinder if and only if the circumradius of triangles converges to \(0\).
We shall also show that the graph of \(f \in W^{2,1}(\Omega )\) has finite area \(A_L(f)\). Moreover, the areas of its inscribed polygonal surfaces converge to \(A_L(f)\) if the sequence of triangulations satisfies the circumradius condition. See Theorem 6 in Sect. 3.
Let us summarize the notation and terminology to be used. The Lebesgue and Sobolev spaces on a domain \(\Omega \subset \mathbb R^2\) are denoted by \(L^p(\Omega )\) and \(W^{m,p}(\Omega )\), \(m=1,2\), \(1 \le p \le \infty \). As usual, \(W^{m,2}(\Omega )\) is denoted by \(H^m(\Omega )\). The norms and seminorms of \(L^p(\Omega )\) and \(W^{m,p}(\Omega )\) are denoted by \(\Vert \cdot \Vert _{m,p,\Omega }\) and \(|\cdot |_{m,p,\Omega }\), \(m = 0, 1, 2\), \(1 \le p \le \infty \). For a polygonal domain \(\Omega \subset \mathbb R^2\), a triangulation \(\tau \) is a set of triangles which satisfies the following properties: (recall that each \(K\) is a closed set.)
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(i)
\(\displaystyle \bigcup _{K\in \tau } K = \overline{\Omega }\), and \(\mathrm {int}K \cap \mathrm {int}K' = \emptyset \) for any \(K\), \(K'\in \tau \) with \(K\ne K'\).
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(ii)
If \(K \cap K' \ne \emptyset \) for \(K\), \(K'\in \tau \), \(K \cap K'\) is either their apices or their edges.
For a triangulation \(\tau \), we define \(|\tau |:=\max _{K\in \tau }\mathrm {diam}K\).
Let \(\Omega \subset \mathbb R^2\) be a bounded Lipschitz domain. By Sobolev’s imbedding theorem, we have the continuous inclusion \(W^{2,p}(\Omega ) \subset C^0(\overline{\Omega })\) for any \(p \in [1,\infty ]\). Note that for \(p=1\) Morry’s inequality is not applicable and the inclusion \(W^{2,1}(\Omega ) \subset C^0(\overline{\Omega })\) is not so obvious. For a proof of the critical imbedding, see [1, Theorem 4.12] and [4, Lemma 4.3.4].
2 Kobayashi’s formula, the circumradius condition, and Schwarz’s example
Recently, we made progress on the error analysis of linear interpolation on triangular elements. Liu–Kikuchi presented an explicit form of the constant \(C\) in the maximum angle condition [12]. Being inspired by Liu–Kikuchi’s result, Kobayashi, one of the authors, obtained the following remarkable result with the assistance of numerical validated computation [10].
Theorem 1
(Kobayashi’s formula) Let \(A\), \(B\), \(C\) be the lengths of the three edges of \(K\) and \(S\) be the area of \(K\). Define the constant \(C(K)\) by
then the following estimate holds:
Let \(R_K\) be the radius of the circumcircle of \(K\). From the formula \(R_K = ABC/4S\), we realize \(C(K) < R_K\) and obtain a corollary of Kobayashi’s formula.
Corollary 2
For any triangle \(K \subset \mathbb R^2\), the following estimate holds:
Let \(\theta _K \ge \pi /3\) be the maximum angle of \(K\). By the law of sines, we have \(h_k = 2R_K\sin \theta _K\). Therefore, if there is a constant \(\theta _1\), \(2\pi /3 \le \theta _1 < \pi \) such that \(\theta _K \le \theta _1\), then \(h_K \ge (2 \sin \theta _1) R_K\) and \(\lim _{h_K \rightarrow 0} R_K = 0\). This means that, under the assumption \(h_K \rightarrow 0\), (i) the maximum angle condition implies the circumradius condition.
Let \(\Omega \subset \mathbb R^2\) be a bounded domain and an arbitrary \(v \in H^2(\Omega )\) is taken and fixed. Consider now the isosceles triangle \(K \subset \Omega \) depicted in Fig. 1. If \( 0 < h < 1\) and \(\alpha > 1\), then \(h^\alpha < h\) and the circumradius of \(K\) is \(R_K = h^\alpha /2 + h^{2-\alpha }/8\). Hence, Kobayashi’s formula and its corollary yield that, if \(1 < \alpha < 2\), \(|v - {I}_{K}v|_{1,2,K} \le R_K |v|_{2,2,K}\) and \(R_K \rightarrow 0\) as \(h\rightarrow 0\), whereas the maximum angle of \(K\) approaches \(\pi \). This means that, when \(h_K \rightarrow 0\), (ii) the circumradius condition does not necessarily imply the maximum angle condition.
Gathering from (i) and (ii), we infer that the circumradius of a triangle is a more important indicator than its minimum and maximum angles.
Without the assistance of numerical validated computation, the authors then proved for arbitrary \(p \in [1,\infty ]\) the following theorem.
Theorem 3
(The circumradius condition [11]) For an arbitrary triangle \(K\) with \(R_K \le 1\), there exists a constant \(C_p\) independent of \(K\) such that the following estimate holds:
For the case \(p=2\), the estimate (4) was shown by Rand [17, Theorem 7.10] in his Ph.D. dissertation but it was not published in a research paper.
Combining Céa’s lemma and Corollary 2 or Theorem 3, we immediately obtain the following estimation.
Theorem 4
Let \(u\) be the exact solution of (1) and \(u_h\) be the FEM solution of (2). Suppose that \(u\in H^2(\Omega )\). Then we have, for \(R_\tau \le 1\),
where the positive constant \(C\) depends only on \(C_2\) and \(\Omega \).
Note that it follows from Corollary 2 that \(C_2 = 1\). However, proving this without using validated numerical computation is not easy.
The isosceles triangle in Fig. 1 reminded the authors of Schwarz’s example. As is well understood, the length of a curve is defined as the limit of the length of the inscribed polygonal edges. Hence, one might think that the area of a surface could be defined in a similar manner. Actually, mathematicians in the 19th century believed that the area of surface is the limit of the areas of inscribed polygonal surfaces.
In the 1880s, Schwarz and Peano independently showed, however, that this definition does not work [5, 15, 16, 20]. Let \(\Omega \) be a rectangle of height \(H\) and width \(2\pi r\). Let \(m\), \(n\) be positive integers. Suppose that this rectangle is divided into \(m\) equal strips, each of height \(H/m\). Each strip is then divided into isosceles triangles whose base length is \(2\pi r/n\), as depicted in Fig. 2. Then, the piecewise linear map \(\varphi _\tau :\Omega \rightarrow \mathbb R^3\) is defined by “rolling up this rectangle” so that all vertexes are on the cylinder of height \(H\) and radius \(r\). Then, the cylinder is approximated by the inscribed polygonal surface which consists of \(2mn\) congruent isosceles triangles. Because the height of each triangle is \(\sqrt{(H/m)^2 + r^2(1 - \cos (\pi /n))^2}\) and the base length is \(2r\sin (\pi /n)\), the area \(A_E\) of the inscribed polygonal surface isFootnote 1
If \(m,n \rightarrow \infty \), we observe
in particular,
As we are now aware that the circumradius is an important factor, we compute the circumradius \(R\) of the isosceles triangle in Schwarz’s example. By a straightforward computation, we find that
and immediately realize that
This fact strongly suggests that the circumradius of triangles in a triangulation is essential for error estimations of linear interpolations.
With (6) in mind, we perform a numerical experiment similar to the one in [8]. Let \(\Omega := (-1,1)\times (-1,1)\), \(f(x,y) := a^2/(a^2 - x^2)^{3/2}\), and \(g(x,y) := (a^2 - x^2)^{1/2}\) with \(a:=1.1\). Then we consider the following Poisson equation: Find \(u \in H^1(\Omega )\) such that
The exact solution of (7) is \(u(x,y) = g(x,y)\) and its graph is a part of the cylinder. For a given positive integer \(N\) and \(\alpha > 1\), we consider the isosceles triangle with base length \(h:=2/N\) and height \(2/\lfloor 2/h^\alpha \rfloor \approx h^\alpha \), as depicted in Fig. 1. For comparison, we also consider the isosceles triangle with base length \(h\) and height \(h/2\) for \(\alpha =1\). We triangulate \(\Omega \) with this triangle, as shown in Fig. 3. The behavior of the error is given in Fig. 3. The horizontal axis represents the mesh size measured by the maximum diameter of triangles in the meshes and the vertical axis represents the error associated with FEM solutions in \(H^1\)-norm. The graph clearly shows that the convergence rates worsen as \(\alpha \) approaches \(2.0\). For \(\alpha =2.1\), the FEM solutions even diverge. We replot the same data in Fig. 4, in which the horizontal axis represents the maximum of the circumradius of triangles in the meshes. Figure 4 shows convergence rates are almost the same in all cases if we measure these with the circumradius.
From the results of the numerical experiments, we draw the following conclusions: suppose that we consider the Poisson equation (7).
-
In our example, although the triangulation does not satisfy the maximum angle condition, the FEM solutions converge to the exact solution and the error behaves exactly as the estimation (5) predicts. If the triangulation does not satisfy the circumradius condition, the FEM solutions diverge even if meshes become finer with respect to the maximum diameter of the triangles. From this observation, we infer that, for convergence of the FEM solutions, the circumradius solution is more essential than the maximum angle condition and is the best possible as a geometric condition for triangulation.Footnote 2
-
The numerical experiments in [8] show that, in certain combinations of an exact solution and triangulation, FEM solutions can converge to an exact solution, although triangulation does not satisfy the maximum angle condition. We notice that their triangulations do not satisfy the circumradius condition either. Hence, the circumradius condition is not necessary for convergence of the finite element method.
These conclusions answer, partially but not completely, the question which Hannukai-nen–Korotov–Křížek posed. We infer from the numerical experiments that matching between exact solutions and geometry of triangulation seems important. Further and deeper understanding of how FEM solutions converge to an exact solution is strongly desired.
3 The circumradius condition and the definition of surface area
At the present time, the most general definition of surface area is that of Lebesgue. Let \(\Omega :=(a,b)\times (c,d) \subset \mathbb R^2\) be a rectangle and \(\tau _n\) be a sequence of triangulation of \(\Omega \) such that \(\lim _{n \rightarrow \infty }|\tau _n| = 0\). Let \(f \in C^0(\overline{\Omega })\) be a given continuous function. Let \(f_n\in S_{\tau _n}\) be such that \(\{f_n\}_{n=1}^\infty \) converges uniformly to \(f\) on \(\overline{\Omega }\). Note that the graph of \(z = f_n(x,y)\) is a set of triangles and its area is defined as a sum of these triangular areas. We denote this area by \(A_E(f_n)\) and have
Let \(\Phi _f\) be the set of all such sequences \(\{(f_n,\tau _n)\}_{n=1}^\infty \). Then the area \(A_L(f) = A_L(f;\Omega )\) of the graph \(z=f(x,y)\) is defined by
This \(A_L(f)\) is called the surface area of \(z = f(x,y)\) in the Lebesgue sense. For a fixed \(f\), \(A_L(f;\Omega )\) is additive and continuous with respect to the rectangular domain \(\Omega \). Tonelli then presented the following theorem.
For a continuous function \(f\in C^0(\overline{\Omega })\), we define \(W_1(x)\), \(W_2(y)\) by
where \(\tau (y)\), \(\tau (x)\) are subdivisions \(c = y_0 < y_1 < \cdots < y_N = d\) and \(a = x_0 < x_1 < \cdots < x_M = b\), respectively and ‘\(\sup \)’ are taken for all such subdivisions. Then, a function \(f\) has bounded variation in the Tonelli sense if
Also, a function \(f\) is called absolutely continuous in the Tonelli sense if, for almost all \(y \in (c,d)\) and \(x \in (a,b)\), the functions \(g(x) := f(x,y)\) and \(h(y) := f(x,y)\) are absolutely continuous on \((a,b)\) and \((c,d)\), respectively.
Theorem 5
(Tonelli) For a continuous function \(f \in C(\overline{\Omega })\) defined on a rectangular domain \(\Omega \), its graph \(z = f(x,y)\) has finite area \(A_L(f) < \infty \) if and only if \(f\) has bounded variation in the Tonelli sense. If this is the case, we have
In the above inequality, the equality holds if and only if \(f\) is absolutely continuous in the Tonelli sense.
For a proof of this theorem, see [18, Chapter V, pp.163–185]. It follows from Tonelli’s theorem that if \(f \in W^{1,\infty }(\Omega )\) then the area \(A_L(f)\) is finite and the equality holds in (8). In the following theorem we consider the case \(f \in W^{2,1}(\Omega )\).
Theorem 6
Let \(\Omega \subset \mathbb R^2\) be a rectangular domain. If \(f \in W^{2,1}(\Omega )\), then its graph has finite area, that is, \(A_L(f) < \infty \), and the equality holds in (8). Moreover, if a sequence \(\{\tau _n\}_{n=1}^\infty \) of triangulations of \(\Omega \) satisfies the circumradius condition, then we have
Proof
At first, we notice \(f\) is of bounded variation and absolutely continuous in the Tonelli sense. Let \(\omega := \{x\}\times (c,d)\) for \(x \in (a,b)\). We consider the trace operator \(\gamma :W^{2,1}(\Omega ) \rightarrow W^{1,1}(\omega )\) defined by \((\gamma f)(y):=f(x,y)\). Then, \(\gamma \) is a bounded linear operator and it is easy to see that
Similarly, we obtain \(W_2(y) \le \int _a^b |f_x(x,y)| \mathrm {d}x\) and Fubini’s theorem implies that \(f\) has bounded variation in the Tonelli sense. Hence, Theorem 5 yields \(A_L(f) < \infty \) and (8) holds. We show that \(f\) is absolutely continuous in the Tonelli sense in exactly the same manner. Therefore, the equality holds in (8).
For the piecewise linear interpolation \({I}_{\tau _n}f\), we have
Hence, \(|A_L(f) - A_E({I}_{\tau _n}f)|\) is estimated as
because
Thus, Theorem 6 is proved. \(\square \)
Note that, from Schwarz’s example, Theorem 6 is the best possible with respect to the geometric condition for triangulation. At this point, one might be tempted to define the surface area using the circumradius condition in the following way:
Definition 7
Let \(\Omega \subset \mathbb R^2\) be a bounded polygonal domain. Suppose that a sequence \(\{\tau _n\}\) of triangulation of \(\Omega \) satisfies the circumradius condition. Then, for a continuous function \(f \in C^0(\overline{\Omega })\), the area \(A_{CR}(f)\) of the surface \(z = f(x,y)\) is defined by
Theorem 6 claims that, for \(f \in W^{2,1}(\Omega )\), \(A_{CR}(f)\) is well-defined and \(A_{CR}(f)=A_L(f) < \infty \). The example given by Besicovitch shows that \(A_{CR}(f)\) is not well-defined in \(C^0(\overline{\Omega })\) in general [3]. That is, there exists \(f \in C^0(\overline{\Omega })\) and two triangulation sequences \(\{\tau _n\}_{n=1}^\infty \), \(\{\mu _n\}_{n=1}^\infty \) of \(\Omega \) which satisfy the circumradius condition such that \(A_L(f) < \infty \) and
Therefore, we present the following problem. Let \(X\) be a Banach space such that \(W^{2,1}(\Omega ) \subset X \subset L^1(\Omega )\).
Problem 8
-
(1)
Determine the largest function space \(X\) such that \(A_{CR}(f)\) is well-defined for any \(f \in C^0(\overline{\Omega }) \cap X\).
-
(2)
With \(X\) defined in (1), prove or disprove whether \(A_{CR}(f) = A_L(f)\) for any \(f \in C^0(\overline{\Omega }) \cap X\) with \(A_L(f) < \infty \).
4 Concluding remarks: history repeats itself
We have shown that the circumradius condition is more essential than the maximum angle condition for convergence of FEM solutions. Also, we have pointed out a close relationship between the circumradius condition and the definition of surface area. In concluding, we draw readers’ attention to the similarity of two histories. After Schwarz and Peano found their counter example, mathematicians naturally tried to find a proper definition of surface area. The authors are unfamiliar with the history behind that quest. Instead, we suggest that readers look at [16, Chapter I] from which we mention the following remarks.
Let \(S \subset \mathbb R^3\) be a general parametric surface. If there exists a Liptschitz map \(\varphi :\Omega \rightarrow \mathbb R^3\) defined on a domain \(\Omega \subset \mathbb R^2\) such that \(S = \varphi (\Omega )\), \(S\) is called rectifiable. Let \(\Omega \) be a rectangle and \(\varphi :\Omega \rightarrow \mathbb R^3\) be a rectifiable surface. Suppose that we have a sequence \(\{\tau _n\}_{n=1}^\infty \) of triangulation of \(\Omega \) such that \(|\tau _n| \rightarrow 0\) as \(n\rightarrow \infty \). Then, the rectifiable surface \(\varphi \) has linear interpolations \(I_{\tau _n}\varphi \). Rademacher showed [13, 14] that if \(\{\tau _n\}_{n=1}^\infty \) satisfies the minimum angle condition we have \(\lim _{n\rightarrow \infty } A_E(I_{\tau _n}\varphi ) = A_L(\varphi )\). Then, Young showed [19] that if \(\{\tau _n\}_{n=1}^\infty \) satisfies the maximum angle condition we have \(\lim _{n\rightarrow \infty } A_E(I_{\tau _n}\varphi ) = A_L(\varphi )\). See also the comment by Fréchet [7] on Young’s result.Footnote 3
This means that the minimum and maximum angle conditions were already found about 50 years before they were rediscovered by FEM exponents. This is an interesting example of the proverb History repeats itself.
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Acknowledgments
The first author is supported by Inamori Foundation and JSPS Grant-in-Aid for Young Scientists (B) 22740059. The second author is partially supported by JSPS Grant-in-Aid for Scientific Research (C) 22440139 and Grant-in-Aid for Scientific Research (B) 23340023. The authors thank the anonymous referee for valuable comments and for drawing the authors’ attention to Besicovitch’s paper [3].
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Kobayashi, K., Tsuchiya, T. On the circumradius condition for piecewise linear triangular elements. Japan J. Indust. Appl. Math. 32, 65–76 (2015). https://doi.org/10.1007/s13160-014-0161-5
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DOI: https://doi.org/10.1007/s13160-014-0161-5
Keywords
- Linear interpolation
- The circumradius condition
- The finite element method
- Schwarz’s example
- The definition of surface area