Geometry, analysis, and morphogenesis: Problems and prospects

By Marta Lewicka and L. Mahadevan

Abstract

The remarkable range of biological forms in and around us, such as the undulating shape of a leaf or flower in the garden, the coils in our gut, or the folds in our brain, raise a number of questions at the interface of biology, physics, and mathematics. How might these shapes be predicted, and how can they eventually be designed? We review our current understanding of this problem, which brings together analysis, geometry, and mechanics in the description of the morphogenesis of low-dimensional objects. Starting from the view that shape is the consequence of metric frustration in an ambient space, we examine the links between the classical Nash embedding problem and biological morphogenesis. Then, motivated by a range of experimental observations and numerical computations, we revisit known rigorous results on curvature-driven patterning of thin elastic films, especially the asymptotic behaviors of the solutions as the (scaled) thickness becomes vanishingly small and the local curvature can become large. Along the way, we discuss open problems that include those in mathematical modeling and analysis along with questions driven by the allure of being able to tame soft surfaces for applications in science and engineering.

1. Introduction

A walk in the garden, a visit to the zoo, or watching a nature documentary reminds us of the remarkable range of living forms on our planet. How these shapes come to be is a question that has interested scientists for eons, and yet it is only over the last century that we have finally begun to grapple with the framework for morphogenesis, a subject that naturally brings together biologists, physicists, and mathematicians. This confluence of approaches is the basis for a book, equally lauded for both its substance and its scientific style, D’Arcy Thompson’s opus, On growth and form Reference 116, where the author says:

An organism is so complex a thing, and growth so complex a phenomenon, that for growth to be so uniform and constant in all the parts as to keep the whole shape unchanged would indeed be an unlikely and an unusual circumstance. Rates vary, proportions change, and the whole configuration alters accordingly.

From both mathematical and mechanical perspectives, this suggests a simple principle: differential growth in a body leads to residual strains that will generically result in changes in the shape of a tissue, organ, or body. Surprisingly then, it is only recently that this principle has been taken up seriously by both experimental and theoretical communities as a viable candidate for patterning at the cellular and tissue level, perhaps because of the dual difficulty of measuring and of calculating the mechanical causes and consequences of these effects. Nevertheless, with an increasing number of testable predictions and high throughput imaging in space-time, this geometric and mechanical perspective on morphogenesis has begun to be viewed as a complement to the biochemical aspects of morphogenesis, as famously exemplified by the work of Alan Turing in his prescient paper, The chemical basis for morphogenesis Reference 119. It is worth pointing out that differential diffusion and growth are only parts of an entire spectrum of mechanisms involved in morphogenesis that include differential adhesion, differential mobility, differential affinity, and differential activity, all of which we must eventually come to grips with to truly understand the development and evolution of biological shape.

In this review, we consider the interplay between geometry, analysis, and morphogenesis of thin surfaces driven by three motivations: the allure of quantifying the aesthetic seen in examples such as flowers, the hope of explaining the origin of shape in biological systems, and the promise of mimicking them in artificial systems Reference 64Reference 106. While these issues also arise in three-dimensional tissues in such examples as the folding of the brain Reference 113Reference 114 or the looping of the gut Reference 105Reference 111, the separation of scales in slender structures that grow in the plane and out of it links the physical problem of growing elastic films to the geometrical problem of determining a slowly evolving approximately two-dimensional film in three dimensions. Indeed, as we will see, many of the questions we review here are related to a classical theme in differential geometry—that of embedding a shape with a given metric in a space of possibly different dimension Reference 95Reference 96, and eventually that of designing the metric to achieve any given shape. However, the goal now is not only to state the conditions when it might be done (or not) but also to determine the resulting shapes in terms of an appropriate mechanical theory and to understand the limiting behaviors of the solutions as a function of the geometric parameters.

The outline of this paper is as follows. Starting from the view that shape is the consequence of metric frustration in an ambient space, in section 2 we describe the background and objectives of non-Euclidean elasticity formalism as well as present an example of growth equations in this context. In section 3 we examine the links between the classical Nash embedding problem and biological morphogenesis. Then, motivated by a range of experimental observations and numerical computations, we revisit known rigorous results on curvature-driven patterning of thin elastic films in section 4, where we also offer a new estimate regarding the scaling of non-Euclidean energies from convex integration. In section 5, we focus on the asymptotic behaviors of the solutions as the (scaled) thickness of the films becomes vanishingly small and the local curvature can become large. In section 6 we digress to consider the weak prestrains and the related Monge–Ampère constrained energies. In section 7, the complete range of results is compared with the hierarchy of classical geometrically nonlinear theories for elastic plates and shells without prestrain. Along the way and particularly in section 8, we discuss open mathematical problems and future research directions.

2. Non-Euclidean elasticity and an example of growth equations

An inexpensive surgical experiment serves as a clue to the biological processes at work in determining shape: if one takes a sharp knife and cuts a long, rippled leaf into narrow strips parallel to the midrib, the strips flatten out when “freed” from the constraints of being contiguous with each other. This suggests that the shape is the result of geometric frustration and feedback, driven by the twin effects of embedding a non-Euclidean metric due to inhomogeneous growth and of minimizing an elastic energy that selects the particular observed shape. Experiments confirm the generality of this idea in a variety of situations, ranging from undulating submarine avascular algal blades to saddle-shaped, coiled, or edge-rippled leaves of many terrestrial plants Reference 66Reference 89. Understanding the origin of the morphologies of slender structures as a consequence of either their growth or the constraints imposed by external forces, requires a mathematical theory for how shape is generated by inhomogeneous growth in a tissue.

2.1. Non-Euclidean elasticity

Biological growth arises from changes in four fields: cell number, size, shape, and motion, all of which conspire to determine the local metric, which in general will not be compatible with the existence of an isometric immersion. For simplicity, growth is often coarse-grained by averaging over cellular details, thus ignoring microscopic structure due to cellular polarity, orientation (nematic order), anisotropy, etc. While recent work has begun to address these more challenging questions Reference 93Reference 122, we limit our review to the case of homogeneous, isotropic thin growing bodies. This has proceeded along three parallel paths, all leading to a set of coupled hyperelliptic PDEs that follow from a variational principle:

by using the differential geometry of surfaces as a starting point to determine a plausible class of elastic energies written in terms of the first and second fundamental forms or their discrete analogues and deviations from some natural state Reference 49;

by drawing on an analogy between growth and thermoelasticity Reference 91 and plasticity Reference 73, since they both drive changes in the local metric tensor and the second fundamental form, and by using this to build an energy functional whose local minima determines shape;

by starting from a three-dimensional theory for a growing elastic body with geometrically incompatible growth tensors, driving the changes of the first and second fundamental forms of a two-dimensional surface embedded in three dimensions Reference 7Reference 27.

The resulting shape can be seen as a consequence of the heterogeneous incompatibility of strains that leads to geometric (and energetic) frustration. This coupling between residual strain and shape implies an energetic formulation of non-Euclidean elasticity that attempts to minimize an appropriate energy associated with the frustration between the induced and intrinsic geometries. Within this framework, a few different types of problems may be posed:

questions about the nature of the (regular and singular) solutions that arise;

questions about their connection to experimental observations;

problems related to the limiting behavior of the solutions and their associated energies in the limit of small (scaled) thickness;

questions about identifying the form of feedback laws linking growth to shape that lead to the self-regulated reproducible forms seen in nature;

problems in formulating inverse problems in the context of shaping sheets for function.

2.2. An example of growth equations

To get a glimpse of the analytical structures to be investigated, we begin by writing down a minimal theory that couples growth to the shape of a thin lamina of uniform thickness Reference 7Reference 89Reference 91, now generalized to account for differential growth:

Here, is the two-dimensional Laplace–Beltrami operator, is the two-dimensional depth-averaged stress tensor, and is the curvature tensor. The scalar coefficients and characterize the elastic moduli of the sheet, assumed to be made of a linear isotropic material: is the resistance to stretching (and shearing) in the plane, and is the resistance to bending out of the plane. The right-hand side of Equation 2.1 quantifies the source that drives in-plane differential growth due to a prescribed metric tensor , and the out-of-plane differential growth gradient across the thickness due to a prescribed second fundamental form (a curvature tensor) .

The first equation in the system Equation 2.1 corresponds to the incompatibility of the in-plane strain due to both the Gauss curvature and the additional contribution from in-plane differential growth, and it is a geometric compatibility relation. The second equation in system Equation 2.1 is a manifestation of force balance in the out-of-plane direction due to the in-plane stresses in the curved shell and to the growth curvature tensor associated with transverse gradients that leads to an effective normal pressure. We observe that , where is the thickness of the tissue, so there is a natural small parameter in the problem , where is the lateral size of the system. The nonlinear hyperelliptic equations Equation 2.1 need to be complemented with an appropriate set of boundary conditions on some combination of the displacements, stresses, and their derivatives. However, it is not even clear if and when it is possible to realize reasonable physical surfaces for arbitrarily prescribed tensors , and so one must resort to a range of approximate methods to determine the behavior of the solutions in general.

There are two large classes of problems associated with the appearance of fine scales or sharp localized conical features, and they are characterized by two distinguished limits of Equation 2.1. These correspond to the situation when either the in-plane stress is relatively large or when it is relatively small. In the first case, when , i.e., the case where stretching dominates, one can rescale equations Equation 2.1 so that they yield the singularly perturbed limit:

As , at leading order, the second of the equations above implies , which has a simple geometric interpretation. Namely, the stress-scaled mean curvature vanishes, which is an interesting generalization of the Plateau–Lagrange problem for minimal surfaces. Then, system Equation 2.2 describes a finely decorated minimal surface, where wrinkling patterns appear in regions with a sufficiently negative stress.

In the second case, when the in-plane stress is relatively small , i.e., the case when bending dominates, one can rescale Equation 2.1 to obtain a different singularly perturbed limit:

As , at leading order the first of the equations above yields , which can be seen as a Monge–Ampère type equation for the Gauss curvature. Then, system Equation 2.3 describes a spontaneously crumpled, freely growing sheet with conical and ridge-like singularities, similar to the result of many a failed calculation that ends up in the recycling bin.

Adding the growth terms in Equation 2.1 is however only part of the biological picture, since in general there is likely to be feedback; i.e., just as growth leads to shape, shape (and residual strain) can change the growth patterns. Then, the growth tensors must themselves be coupled to the shape of the sheet via additional (dynamical) equations.

Open Problem 2.1.

The above description follows the one-way coupling of growth to shape and ignores the feedback from the residual strain. It is known that biological mechanisms inhibit cell growth if the cell experiences sufficient external pressure. Although there are proposals for how shape couples back to growth, this remains a largely open question of much current interest in biology, and we will return to this briefly in the concluding sections.

3. Shape from geometric frustration in growing laminae

The variety of forms seen in the three-dimensional shapes of leaves or flowers, reflects their developmental and evolutionary history and the physical processes that shape them, posing many questions at the nexus of biology, physics, and mathematics. From a biological perspective, it is known that genetic mutants responsible for differential cell proliferation lead to a range of leaf shapes Reference 97Reference 125. From a physical perspective, stresses induced by external loads lead to phenotypic plasticity in algal blades that switch between long, narrow blade-like shapes in rapid flow to broader undulating shapes in slow flow Reference 66. Similar questions arise from observations of a blooming flower—long an inspiration for art and poetry, but seemingly not so from scientific perspectives. When a flower blossoms, its petals change curvature on a time scale of a few hours, consistent with the idea that these movements are driven by cellular processes. In flowers that bloom once, differential cell proliferation is the dominant mode of growth, while in those that open and close repeatedly, cell elongation plays an important role.

Although proposed explanations for petal movements posit a difference in growth rate of its two sides (surfaces) or an active role for the midribs, experimental, theoretical, and computational studies Reference 90 have shown that the change of the shape of a lamina is due to excess growth of the margins relative to the center (see Figure 1). Indeed, there is now ample evidence of how relative growth leads to variations in shape in such contexts as leaves, flowers, micro-organisms (i.e., euglenids), swelling sheets of gels, 4d printed structures etc. Reference 3Reference 8Reference 36Reference 47Reference 62Reference 63Reference 107Reference 124. A particularly striking example is that of the formation of self-similar wrinkled structures as shown in the example of a kale leaf in Figure 2. A demonstration of the same phenomenon with everyday materials is also shown in Figure 2—when a garbage bag is torn, its edge shows multiple generations of wrinkles Reference 106.

3.1. The setup

The experimental observations described above suggest a common mathematical framework for understanding the origin of shape: an elastic three-dimensional body seeks to realize a configuration with a prescribed Riemann metric by means of an isometric immersion. The deviation from or inability to reach such a state, is due to a combination of geometric incompatibility and the requirements of elastic energy minimization. Borrowing from the theory of finite plasticity Reference 73, where a multiplicative decomposition of the deformation gradient into an elastic and a plastic use was postulated, a similar hypothesis was suggested for growth Reference 104, with the underlying hypothesis of the presence of a reference configuration with respect to which all displacements are measured.

Let be a smooth Romanian metric, given on an open, bounded domain , and let be an immersion that corresponds to the elastic body. Excluding nonphysical deformations that change the orientation in any neighborhood of the immersion, a natural way to pose the question of the origin of shape is by postulating that it arises from a variational principle that minimizes an elastic energy which measures how far a given is from being an orientation-preserving realization of . Equivalently, quantifies the total point-wise deviation of from , modulo orientation-preserving rotations that do not cost any energy. The infamy of in absence of any forces or boundary conditions is then indeed strictly positive for a non-Euclidean , pointing to existence of residual strain.

Since the matrix is symmetric and positive definite, it possesses a unique symmetric, positive definite square root which corresponds to the growth prestrain. This allows us to define an energy,

where the energy density obeys the principles of material frame invariance (with respect to the special orthogonal group of proper rotations ), normalization, nondegeneracy, and material consistency valid for all and all ,

These models,⁠Footnote1 corresponding to a range of hyperelastic energy functionals that approximate the behavior of a large class of elastomeric materials, are consistent with microscopic derivations based on statistical mechanics, and they naturally reduce to classical linear elasticity when . Minimizing the energy Equation 3.1 is thus a prescription for shape and may be defined naturally in terms of the energetic cost of deviating from an isometric immersion.

1

Examples of satisfying these conditions are or for , where and equal if .

3.2. Isometric immersions and residual stress

The model in Equation 3.1 assumes that the d elastic body seeks to realize a configuration with a prescribed Riemannian metric , through minimizing the energy that is determined by the elastic part of the deformation gradient . Observe that if and only if in , or equivalently when:

Further, any that satisfies the above must automatically be smooth. Indeed, writing for some rotation field , it follows that and so holds, in the sense of distributions.⁠Footnote2 Further, we have

2

The divergence of a matrix field is taken row-wise.

It follows that each of the three scalar components of is harmonic with respect to the Laplace–Beltrami operator , and thus must be smooth:

Thus, if and only if the deformation is an orientation-preserving isometric immersion of into . Such smooth (local) immersion exists Reference 112, Vol. II, Chapter 4 and is automatically unique up to rigid motions of , if and only if the Riemann curvature tensor of vanishes identically throughout .

It is instructive to point out that one could define the energy as the difference between the prescribed metric and the pull-back metric of on :

From a variational point of view, the formulation above does not capture an essential aspect of the physics, namely that thin laminae resist bending deformations that are a consequence of the extrinsic geometry, and thus depend on the mean curvature as well. Indeed, the functional always minimizes to because there always exists a Lipschitz isometric immersion of , for which . If for some , then such must have a folding structure Reference 50 around ; it cannot be orientation preserving (or reversing) in any open neighborhood of . Perhaps even more surprisingly, the set of such Lipschitz isometric immersions is dense in the set of short immersions as for every satisfying ,⁠Footnote3 there exists a sequence satisfying

3

That is, the matrix is positive definite at each .

The above statement is an example of the -principle in differential geometry, and it follows through the method of convex integration (the Nash–Kuiper scheme), to which we come back in the following sections. An intuitive example in dimension is shown in Figure 3. Setting on , it is easily seen that any with Lipschitz constant less than can be uniformly approximated by having the form of a zigzag, where .

Regarding the energy in Equation 3.1, in Reference 85 it has been proved that for any with no orientation-preserving isometric immersion. This results in the dichotomy: either and are, by a smooth change of variable, equivalent to the case with and , or otherwise the zero energy level cannot be achieved through a sequence of weakly regular deformations. The latter case points to existence of residual strain at free equilibria.

Proposition 3.1 (Reference 85).

If in , then .

Sketch of proof.

Assume, by contradiction, that along some sequence . By truncation and approximation in Sobolev spaces, we may, without loss of generality, assume that each is Lipschitz with a uniform Lipschitz constant . Decompose as a sum of a deformation that is clamped at the boundary,

and a harmonic correction, in , with on . Observe that

where the first equality follows by on , as , while the second by . The left-hand side is also equivalent to , so

Above, we used Equation 3.3 which ensures vanishing of the expression under the norm when , together with Lipschitz continuity of the operator in the integral expression for . In particular, we get that both sequences and are bounded in .

Since are harmonic, this further implies that converges, up to a subsequence, in to some . Then by Equation 3.4 , which yields , and ends the proof.

Open Problem 3.2.

In the above context, prove that as in Proposition 3.1 is equivalent to , up to multiplicative constants depending on and but not on . The case of and replaced by the Gaussian curvature has been considered in Reference 72.

4. Microstructural patterning of thin elastic prestrained films

Inspired partly by biological observations of growth-induced patterning in thin sheets and the promise of engineering applications, various techniques have been invented for the construction of self-actuating elastic sheets with prescribed target metrics. The materials typically involve the use of gels that respond to pH, humidity, temperature, and other stimuli Reference 115, and that result in the formation of complex controllable shapes (see Figure 4) that include both large-scale buckling and small-scale wrinkling forms.

In one example Reference 64, NIPA monomers with a BIS crosslinker in water and a catalyst, leads to the polymerization of a cross-linked elastic hydrogel, which undergoes a sharp, reversible, volume-reduction transition at a threshold temperature, allowing for temperature-controlled swelling in thin composite sheets. Another method Reference 63 involves the photopatterning of polymer films to yield temperature-responsive gel sheets with the ability to print nearly continuous patterns of swelling. A third method Reference 47 uses 3d printing of complex-fluid based inks to create bilayers with varying line density and anisotropy in order to achieve control over the extent and orientation of swelling. All these methods have been used to fabricate surfaces with constant Gaussian curvature (spherical caps, saddles, cones) or zero mean curvature (Enneper’s surfaces), as well as more complex and nearly closed shapes. A natural question that these controlled experiments raise is the ability (or lack thereof) of the resulting patterns to approximate isometric immersions of prescribed metrics. From a mathematical perspective, this leads to questions of the asymptotic behavior of energy minimizing deformations and their associated energetics.

4.1. The setup

In this and the next sections, we will consider a family (or more generally ) given in the function of the film’s thickness parameter . The main objective is now to predict the scaling of as and to analyze the asymptotic behavior of minimizing deformations in relation to the curvatures associated with the prestrain . We assume that is a smooth, symmetric, and positive definite tensor field on the unit thickness domain , where for each we define

The open, bounded set with Lipschitz boundary is viewed as the midplate of the thin film , on which we pose the energy of elastic deformations,

4.2. Isometric immersions and energy scaling

As in section 3.2, there is a connection between and existence of isometric immersions, although this case is a bit more subtle. In the context of dimension reduction, this connection relies on the isometric immersions of the midplate metric on into , namely parametrized surfaces with

It turns out that existence of with regularity is equivalent to the vanishing of of order square in the film’s thickness . The following result was proved first for in Reference 85 and then in the abstract setting of Riemannian manifolds in Reference 71.

Theorem 4.1 (Reference 12).

Let satisfy . Then we have:

(i)

Compactness. There exist and such that the rescaled deformations converge, up to a subsequence in , to some depending only on the tangential variable and satisfying Equation 4.2.

(ii)

Liminf inequality. There holds the lower bound,

where are nonnegative quadratic forms given in terms of (see Equation 4.5), and where satisfies . Equivalently, is the Cosserat vector comprising the sheer, in addition to the direction that is normal to the surface ,

Moreover, there holds:

(iii)

Limsup inequality. For all satisfying Equation 4.2 there exists a sequence for which convergence as in (i) above holds with , , and

The energy density in Equation 4.3 is given in terms of a family of quadratic forms , that carry the two-dimensional reduction of the lowest-order nonzero term in the Taylor expansion of close to its energy well , namely,⁠Footnote4

4

Both and all are nonnegative definite and depend only on the symmetric parts of their arguments, in view of assumptions on .

where .

From Theorem 4.1, one can deduce a counterpart of Proposition 3.1, stating an equivalent condition for existence of a isometric immersion of a two-dimensional metric in .

Corollary 4.2.

A smooth metric on has an isometric immersion if and only if for some (equivalently, for any) metric on with .

The question of existence of local isometric immersions of a given two-dimensional Riemannian manifold into is a long-standing problem in differential geometry, its main feature consisting of finding the optimal regularity. By a classical result in Reference 69, a isometric embedding can be obtained by means of convex integration. This statement has been improved in Reference 15 to regularity for all and analytic metrics , in Reference 28 to metrics, and in Reference 32 for all .⁠Footnote5 This regularity is far from , where information about the second derivatives is also available. On the other hand, a smooth isometric immersion exists for some special cases, e.g., for smooth with uniformly positive or negative Gaussian curvatures on bounded domains in Reference 52, Theorems 9.0.1 and 10.0.2. Counterexamples to such theories are largely unexplored. By Reference 58, there exists an analytic metric with nonnegative on d sphere, with no local isometric embedding. However, such metric always admits a embedding Reference 51Reference 55; for a related example see also Reference 102.

5

Of interest is also the result in Reference 31, stating that for the Levi-Civita connection of any isometric immersion is induced by the Euclidean connection, whereas for any this property fails to hold.

4.3. -convergence and convergence of minimizers

Statements (ii) and (iii) in Theorem 4.1 can be summarized in terms of -convergence Reference 30, which is one of the basic notions of convergence in the calculus of variations. A sequence of functionals defined on a metric space is said to -converge to when the following two conditions hold:

(i)

For any converging sequence in we have

(ii)

For every there exists converging to and such that .

We then write . It is an exercise to show that if, additionally, there exists a compact set with the property that for all , then we have the following:

For any sequence of approximate minimizers to , namely when , any accumulation point is a minimizer of , i.e., . In particular, has at least one minimizer, and it has at least one minimizer in .

For every minimizer of , there exists a recovery sequence of approximate minimizers so that .

In view of the compactness assertion (i), Theorem 4.1 hence yields the following.

Corollary 4.3.

There holds, with respect to the strong convergence in ,

Consequently, there is a one-to-one correspondence between limits of sequences of (global) approximate minimizers to the energies and (global) minimizers of , provided that the induced metric has a isometric immersion from to .

It is useful to make a couple of observations. First, we point out that, in general, one cannot expect to posses a minimizer. The lower semicontinuity of the energy in Equation 3.1 allowing for the direct method of the calculus of variations, is tied to the quasiconvexity of the energy density, whereas is not even rank-one convex Reference 127, proof of Proposition 1.6.

Second, we comment on the relation of Corollary 4.3 with the experimental findings in Reference 65 that constructed a thickness-parametrized family of axially symmetric hydrogel disks (see Figure 5). The explicit control on the radial concentration of the temperature-responsive polymer (N-isopropylacrylamide) resulted in the ability to control the (locally isotropic) shrinkage factors of distances and led to the target metric on the midplate , written in polar coordinates and in terms of the prescribed constant Gaussian curvature . While decreasing the thickness , all disks with kept the same basic dome-like shape, with minor variations along the edge (see left column figures in Figure 5. The energy related to Equation 4.1 was observed to stabilize as , approaching a constant multiple of and exhibiting equipartition between bending and stretching. Hence, discs with positive curvature minimize their energy via the scenario in Corollary 4.3 by settling near the isometric immersion that is of the lowest bending content.

On the other hand, for , the disks were observed to undergo a set of bifurcations in which the number of nodes (within a single wave configuration) increases and is roughly proportional to . Measuring the bending content in this case led to which seems to be linked to a stretching-driven process: the sharp increase of the bending content is compensated by a simultaneous decrease in the stretching content. Hence, hyperbolic disks minimize their energy via a set of bifurcations despite the existence of the smooth immersions .

Open Problem 4.4.

Analyze the possible origins of the diversity of behavior of the elliptic and hyperbolic disks in Reference 65, as well as the discrepancy between the experimentally observed linear in energy scaling and the quadratic scaling obtained in Corollary 4.3. The accuracy of the experiment determining the target metric is finite, and the sensitivity to perturbations seems to be more pronounced in the negative Gauss curvature regimes.

4.4. Energy scaling from convex integration

A separate energy bound may be obtained by constructing deformations through the Kirchhoff–Love extension of isometric immersions of regularity . Existence of such is guaranteed by techniques of convex integration Reference 32 for all , and this threshold implies the particular energy scaling bound in Proposition 4.5 below. If we could take (corresponding to the so-called “one step” in each “stage” of the Nash–Kuiper iteration scheme), then the exponent would be . If we could take for the flexibility threshold as conjectured in Reference 33, then . Recall that existence of a isometric immersion implies that may be further decreased to .

Proposition 4.5.

Assume that is simply connected with -regular boundary. Then

Proof.

Fix and let satisfy Equation 4.2. Define the vector field by Equation 4.4, yielding the auxiliary matrix field,

The last assertion above implies that

Regularize now to by means of the family of standard convolution kernels , where is a power of to be chosen later:

We will utilize the following bound, resulting from the commutator estimate Reference 28, Lemma 1,

where the bound results by Taylor-expanding up to second-order terms. Denoting , we get the uniform bounds,

Consider the sequence of deformations in

In particular, and since for all , it follows by Equation 4.6 that

if only . We then use the polar decomposition theorem and conclude that for some there holds

by virtue of Equation 4.7 and Equation 4.8. Consequently, we obtain the energy bound

Minimizing the right-hand side above corresponds to maximizing the minimal of the three displayed exponents. We hence choose in so that , namely . This leads to the estimate,

which completes the proof.

Open Problem 4.6.

Analyze the limiting behavior of minimizing deformations in the intermediate energy scaling regime for . Is it necessarily guided by an isometric immersion of some prescribed regularity? Find the -limits of scaled energies .

4.5. The intermediate scalings

As a point of comparison, we remark that higher energy scalings may result due to the sheet being forced at a boundary, due to the presence of external forces associated with gravity, the presence of an elastic substrate, etc., all of which can lead to a range of microstructural patterns that are wrinkle-like. From Theorem 4.1, we recall that the regime pertains to the “no wrinkling” family of almost minimizing deformations, that are perturbations of a isometric immersion. While the systematic description of the singular limits associated with exponents is not yet available, there are a number of examples of the variety of emerging patterns that are illustrative.

When a thin film is either clamped or weakly adhered to a substrate and subject to thermal or mechanical loads, it can buckle and blister Reference 5Reference 9Reference 10Reference 61; in these cases, the energy scaling estimates yield . A similar exponent is also seen in cases when a thin film wrinkles in response to metric constraints Reference 5, or forms a hanging drape exhibiting fluted patterns that coarsen as a function of distance from the point of support Reference 6Reference 22. In related experiments and theory, when a thin shell of nonzero curvature is placed on a liquid bath, it forms complex wrinkling patterns Reference 117 with a range of between and , depending on the strengths of the elastic and substrate forces. Moving from sheets or surfaces toward ribbons that have all three dimensions far from each other, papers Reference 67Reference 68 analyze wrinkling in the center of a stretched and twisted ribbon and find that . Moving away from situations associated with nonlocal wrinkled microstructures, there have been a number of studies of localized structures associated with the theoretical and experimental analysis of conical singularities that arise in crumpled sheets Reference 19Reference 20Reference 21 that have been recently analyzed mathematically Reference 94Reference 100Reference 101 and lead to energetic estimates for this singularity of the form . And, in cases where the sheet is strongly creased, as in origami patterns, energy levels are associated with Reference 29Reference 121. We remark that the mentioned papers do not address the dimension reduction but rather analyze the chosen actual configuration of the prestrained sheet.

Closely related is also the literature on shape selection in non-Euclidean plates, exhibiting hierarchical buckling patterns in the limit of zero strain plates with , where the complex morphology is due to nonsmooth energy minimization Reference 44Reference 45Reference 46. Various geometrically nonlinear thin plate theories have been used to analyze the self-similar structures with metric asymptotically flat at infinity Reference 4 that include a disk with edge-localized growth Reference 40, the shape of a long leaf Reference 89, or torn plastic sheets Reference 107.

5. Hierarchy of limiting theories in the nonwrinkling regimes

We now detail the complete set of results relating the context of dimension reduction in non-Euclidean elasticity with the quantitative immersability of Riemann metrics. As shown in Figure 6, a range of distinct behaviors of a thin sheet takes place in response to the prestrains of different orders. Within the formalism of finite elasticity, such patterns result from the sheet buckling to relieve growth or swelling induced by the residual strains. These will be measured via the scaling of the prestrain metric’s Riemann curvatures, as explained below.

5.1. The energy scaling quantization

Observe that in view of Theorem 4.1, there holds if and only if there exists such that with as in Equation 4.4,

The above compatibility of tensors and is equivalent to the satisfaction of the Gauss–Codazzi–Meinardi equations for the related first and second fundamental forms

These three compatibility conditions turn out to be precisely expressed by

Corollary 5.1 (Reference 12Reference 76Reference 88).

Condition as is equivalent to , and further to Equation 5.2. In case Equation 5.2 holds, we have , where is a unique “compatible” smooth isometric immersion of satisfying Equation 5.1 together with its corresponding Cosserat vector . Moreover, .

To justify the last assertion, we define the family as in the proof of Proposition 4.5,

By polar decomposition, the tensor coincides with

up to a rotation. Since

it follows that equals

The last equality above is achieved by choosing such that

because the minor of the indicated tensor is zero due to Equation 5.1. Consequently,

The following general result proves that the only viable scalings of in the regime are the even powers .

Theorem 5.2 (Reference 75).

For every , if , then . Further, the following three statements are equivalent:

(i)

.

(ii)

and in , for all and all , .

(iii)

There exist smooth fields and frames

such that for all . Equivalently, on as . The field is the unique smooth isometric immersion of into for which .

We note that if and on for all but , then for some , . The conformal metrics provide a class of examples for the viability of all scalings by choosing for and .

5.2. The infinite hierarchy of -limits

To derive the counterpart of Corollary 4.3 for higher energy scalings, one observes the following compactness properties under the assumption that , for some . First (Reference 75), there exist , such that

converge as in , to a limiting displacement that is an infinitesimal isometry

In particular, there exists with . Second, the strains

converge as , weakly in to a limiting in the finite strain space

The space can be identified, in particular, in the following two cases on simply connected. When , then . When the Gauss curvature on , then , as shown in Reference 82.

Further, we have the following -convergence results with respect to the above compactness statements. The infinite hierarchy of the limiting prestrained theories is gathered in Table 1.

Theorem 5.3 (Reference 75Reference 76).

In the energy Equation 4.1 scaling regimes indicated in Theorem 5.2, the following holds. For the von Kármán-like regime, we have for all and that

For all (which is the case parallel to linear elasticity), we have for all that

where , denote orthogonal projections onto and onto its -orthogonal complement . The coefficients are given explicitly, and if and only if is even.

The functional is indeed a von Kármán-like energy, consisting of stretching and bending (with respect to the unique, up-to-rigid motions, smooth isometric immersion that has zero energy in the prior -limit Equation 4.3) plus a new term quantifying the remaining three Riemann curvatures. When , then reduces to the classical von Kármán functional, given in terms of the out-of-plane displacement in for which , and the in-plane displacement in ,

We point out in passing that in Reference 35Reference 36, a variant of the Föppl–von Kármán equilibrium equations has been formally derived from finite incompressible elasticity via the multiplicative decomposition of deformation gradient Reference 104 used in finite plasticity Reference 73 and hyperelastic growth.

Likewise, each reduces to the classical linear elasticity,

In the present geometric context, the bending term in is of order and it interacts with the curvature

which is of order . The interaction occurs only when the two terms have the same parity in , namely at even , so that for all odd. The two remaining terms measure the norm of , with distinct weights assigned to and projections, again according to the parity of . We also have .

Remark 5.4.

Parallel general results can be derived in the abstract setting of Riemannian manifolds: in Reference 70Reference 71 -convergence statements were proved for any dimension ambient manifold and codimension midplate, in the scaling regimes and , respectively. In Reference 92, the authors analyze scaling orders , , and .

6. Floral morphogenesis, weak prestrain, and special solutions of Monge–Ampère equations

We digress in this section to consider an interesting set of questions inspired by the remarkable examples of floral morphogenesis resembling parts of a pseudosphere (see Figure 7) altered by the presence of ripples along the free boundary. Early work Reference 99, revisited in Reference 98, suggested that information on the profile of the boundary of a plant’s leaf fluctuating in a direction transversal to the leaf’s surface can be read from the Jacobian of the conformal mapping corresponding to an isometric embedding of the given prestrain metric. This leads to the question of constructing solutions to the classical Monge–Ampère equation, without prescribed boundary conditions but approximating the smallest bending content possible while preserving the regularity that allows for the consistent association of this bending content.

A similar point of view has been adopted in Reference 44 for the choice of the target midplate metric, , posed on the infinite strip . The coefficient field corresponds to the -dependent growth in the direction, localized near the edge of the sheet. An interesting class of buckling patterns that lower the bending energy of the sheet while satisfying the approximate isometry condition was constructed by introducing “branch point” singularities, resulting in the multiple asymptotic directions, into solutions to the Gauss curvature constraint equation, .

For weakly hyperbolic sheets with constant , the same construction has been recently refined in Reference 109Reference 126, using a discrete differential geometric approach linked with the notion of index of topological defects, to argue that the branch points are energetically preferred and may lead to the fractal-like recursive buckling patterns seen in some flowers and leaves.

Open Problem 6.1.

While we will consider the problem here solely from a static elastic perspective, it is worth asking an allied question: How does a growing front leave behind a partially relaxed shape, i.e., that of a flower?

6.1. Weak prestrain and the Monge–Ampère constrained theories

We assume that the given prestrain tensor on is incompatible only through a perturbation of order which is a power of the film’s thickness :

Here, are smooth tensors that correspond to stretching and bending with the choice⁠Footnote6 of the exponents . In this context, the counterpart of Theorem 4.1 is as follows:

6

The more general choices of exponents were analyzed in Reference 60Reference 78Reference 79.

Theorem 6.2 (Reference 80Reference 84).

Let ) satisfy: , for some .

(i)

Compactness. There exist , such that the following holds for . First, converge to in . Second, the scaled displacements, converge, up to a subsequence, to a displacement field of the form , satisfying

(ii)

-convergence. If is simply connected with boundary, then we have, with the same quadratic forms defined in Equation 4.5,

Similarly to Corollary 4.2, one can deduce the following.

Corollary 6.3.

The Monge–Ampère problem Equation 6.2 has a solution iff . Moreover, for some is equivalent to the solvability of Equation 6.2 and the simultaneous nonvanishing of the lowest-order terms (i.e., terms of order and , respectively) in and . This last condition is equivalent to

Equation Equation 6.2 can be seen as an equivalent condition for the family of deformations on (which, indeed, corresponds to the recovery sequence in Theorem 6.2(ii)) given through the out-of-plane displacement , and any in-plane displacement ,

to match the metric at the lowest-order terms of its Gauss curvature. Indeed,

Recalling that the kernel of the operator consists precisely of , we further observe that Equation 6.2 is equivalent to the possibility of choosing such that is an isometric immersion of at the leading-order terms,

The above analysis suggests that we view the Monge–Ampère equation through its very weak form, well defined for all , in the sense of distributions,

Similarly to the results described in section 4.4, one can then apply techniques of convex integration and show Reference 18Reference 32Reference 87 that for any smooth and , the set of solutions to Equation 6.5 is dense in . That is, for every there exists a sequence , converging uniformly to and satisfying . One consequence of this result is that the operator is weakly discontinuous everywhere in . By an explicit construction, there follows a counterpart of Proposition 4.5:

Proposition 6.4 (Reference 60).

Assume that is simply connected with boundary. Then

Open Problem 6.5.

Analyze the intermediate energy scaling regime for , and find the -limits of the scaled energies .

Open Problem 6.6.

Consider the generalization of Equation 6.5 to problems posed on higher-dimensional domains , in the context of dimension reduction and isometry matching. As shown in Reference 53, the set is the kernel of the operator , where for the -tensor, , is given as the application of two exterior derivatives in . Similarly to the calculation in Equation 6.4, there holds . Taking , one obtains that a scalar displacement field can be matched by a higher-order perturbation vector field , so that defining , the given weak prestrain metric is matched by the pull-back metric in , if and only if .

6.2. Dimension reduction with transversely oscillatory prestrain

We also mention the “oscillatory setting” where satisfy the structure assumption,

This setup includes the subcase of section 5 upon taking , , , etc. In Reference 76 connections between these two cases were exhibited, via projections of appropriate curvature forms on the polynomial tensor spaces and reduction to the “effective nonoscillatory cases” in the Kirchhoff-like () and von Kármán-like () regimes. Compactness statements as in section 5.2 are then still valid, with the -limits that consist of energies written for effective metrics , plus the new “excess term” measuring the averaged deviation of from .

Open Problem 6.7.

Derive the hierarchy of all the limiting theories in the oscillatory setting.

7. Classical geometrically nonlinear elasticity without prestrain

When a thin plate or shell is constrained at the boundary, it can buckle, wrinkle, or crumple depending on the nature and extent of the forcing. Similarly, when a plate or shell is subject to body forces, such as those due to gravity in such contexts as draping a complex body, the sheet again folds and wrinkles in complex ways. Examples of the resulting patterns are shown in Figure 8, and they highlight the occurrence of three constituent building blocks: extended zones of short wavelength wrinkles, strongly localized conical structures, and the ridge-like structures that can arise either together or separately from the wrinkles. What is the hierarchy of limiting elastic theories in such situations?

7.1. The setup and the finite hierarchy of -limits for plates

In this section we parallel the discussion of the hierarchy of the non-Euclidean thin films presented in sections 46. Let be a bounded, connected, oriented two-dimensional surface with unit normal . Consider a family of thin shells around the midsurface :

The elastic energy (with density that satisfies Equation 3.2) of a deformation and the total energy in presence of the applied force are given, respectively, by

It has been shown Reference 43 that if scale like , then at approximate minimizers of scale like , with for and for . The dimension reduction question in this context consists thus of identifying the -limits of the rescaled energies sequence . We stress that, contrary to the curvature-driven shape formation described in section 5, there is no energy quantization and any scaling exponent is viable.

In case of , i.e., when is a family of thin plates, such -convergence was first established for Reference 74 and later Reference 42Reference 43 for all . This last regime corresponds to a rigid behavior of the elastic material, since the limiting deformations are isometries if (in accordance with the general result in Theorem 4.1) or infinitesimal isometries if (see, for example, the compactness analysis in section 5.2). One particular case is , where the derived limiting theory turns out to be the von Kármán theory Equation 5.3. Then with the -limit as in Equation 5.4, and where the result is effectively included in Theorem 6.2. We gather these results in Table 2, which should be compared with Table 1 in section 5.2.

7.2. The infinite hierarchy of shell theories and the matching properties

The first result for the case when is a surface of arbitrary geometry was given in Reference 74 as the membrane theory () where the limit depends only on the stretching and shearing produced by the deformation. Case was analyzed in Reference 41 and proved to reduce to the flexural shell model, i.e., a geometrically nonlinear pure bending, constrained to isometric immersions of . The energy depends then on the change of curvature produced by such deformation, in the same spirit as Theorem 4.1.

For , the -limit , as shown in Reference 80Reference 81Reference 82, acts on the first-order isometries , i.e., displacements of whose covariant derivative is skew-symmetric, and finite strains (compare the definitions of spaces and in section 5.2). The limiting energy consists of two terms corresponding to the stretching (second-order change in metric) and bending (first-order change in the second fundamental form on ) of a family of deformations of , which is induced by displacements and satisfying . The out-of-plane displacements present in Equation 5.3 are therefore replaced by the vector fields in that are neither normal nor tangential to , but which preserve the metric on up to first order. For , the limiting energy consists Reference 80Reference 81 only of the bending term and it coincides with the linearly elastic flexural shell model.

The form of for all and arbitrary midsurface has been conjectured in Reference 86. Namely, acts on the space of th order infinitesimal isometries , where is such that

The space consists of -tuples of displacements (with appropriate regularity), such that the deformations preserve the metric on up to order , i.e., . Further, setting , we have:

(i)

When , then , where is the change of metric on of the order , generated by the family of deformations , and is the first-order (i.e., order ) change in the second fundamental form of .

(ii)

When , then .

(iii)

The constraint of th order isometry may be relaxed to that of , , if possesses the following matching property. For every there exist sequences of corrections , …, , uniformly bounded in , such that preserve the metric on up to order .

The above finding is supported by all the rigorously derived models. In particular, since plates enjoy the matching property (i.e., as shown in Reference 43, every member of may be matched to an exact isometry, in the sense of (iii) above), all the plate theories for indeed collapse to a single theory (linearized Kirchhoff model, see Table 2).

Further, elliptic (i.e., strictly convex up to the boundary) surfaces enjoy Reference 82 a matching property of , which is stronger than for the case of plates. Namely, on elliptic and , every , possesses a sequence , equibounded in , and such that is an (exact) isometry for all . Regarding the assumed regularity of (which is higher than the expected regularity of a limiting displacement), we note that the usual mollification techniques do not guarantee the density of smooth infinitesimal isometries in , even for . However, a density result is valid for elliptic ; that is, for every there exists a sequence such that . The proof of the quoted results adapts techniques used for showing immersability of all positive curvature metrics on a sphere Reference 52. As a consequence, for elliptic surfaces with sufficient regularity, the -limit of the nonlinear elastic energies for any scaling regime is given by the bending functional constrained to the first-order isometries, as in the case .

In Reference 56Reference 57 matching and density properties of isometries on developable surfaces without affine regions has been proved. Namely, on such of regularity , every enjoys matching property. Further, the space is dense in . The implication for elasticity of thin shells with smooth developable midsurface is that, again, the only small slope theory is the linear theory—a developable shell transitions directly from the linear regime to fully nonlinear bending if the applied forces are adequately increased. While the von Kármán theory describes buckling of thin plates, the equivalent variationally correct theory for developable shells is the purely nonlinear bending. It is worth noting that the class of developable shells includes smooth cylinders which are ubiquitous in nature and technology over a range of length scales. An example of a recently discovered structure is carbon nanotubes, i.e., molecular-scale tubes of graphitic carbon with outstanding rigidity properties—they are among the stiffest materials in terms of the tensile strength and elastic modulus, but they easily buckle under compressive, torsional, or bending stress.

Open Problem 7.1.

Investigate the matching properties for other types of surfaces.

8. Future directions

Our review on the mathematical aspects of the morphogenesis and pattern formation in thin sheets has focused on low-dimensional shapes that arise from inhomogeneous growth and/or boundary conditions and constraints. From a biological perspective, understanding how growth leads to shape is only half the problem. A true understanding of morphogenesis also requires understanding how shape feeds back to growth, to ultimately regulate shape and thus enable function. From a technological perspective, an equally interesting problem is the inverse problem: How should one prescribe the growth patterns in order to be able to convert a flat sheet into a complex landscape, a flower, or even a face?

From an artistic perspective, a natural generalization of the questions on the smoothness of and in pattern-forming elastic surfaces is that posed by the ancient Sino-Japanese paper arts of origami and kirigami (from the japanese: oru = fold, kiri = cut, kami = paper): What are the limits to the shapes that one can construct with sharp folds and cuts that violate smoothness along cuts and creases (either straight or curved)? Artists have long known how to fold a sheet into a crane, a man, or a dragon, and how to use cuts to articulate a sheet so that it can be made into a pop-up castle or a rose. How can one quantify these art forms as inverse problems in discrete geometry and topology? We touch on each of these three problems briefly to highlight recent progress and the many open problems that remain.

8.1. Developmental feedback from shape to growth

In a biological context, there is increasing evidence for a mechanical feedback loop linking shape back to growth Reference 59Reference 110; i.e., the growth tensors associated with causing shape are themselves affected by shape. To quantify how growth patterns change in response to shape in space and time with (unknown) kernels that characterize the nature of this feedback, one must turn to experiments. Nevertheless, it might still be useful to study simple feedback laws to understand their mathematical consequences as has been recently attempted in the context of controlling bacterial shapes Reference 2. A minimal example of a local model, incorporating mechanical feedback in tissue growth (in such instances as leaves and epithelial tissues), that closes the equations Equation 2.1, takes the form

for the dynamics of in-plane growth and curvature tensors , respectively. Here, the terms denote the threshold homeostatic values of the stress tensor and the curvature tensor that the tissue aims to achieve, and the various prefactors are as defined in the introductory section, except for which are the stretching viscosity and bending viscosity, respectively, with being the time scale for the relaxation of in-plane and out-of-plane growth. We note that these equations are linear in and thus are likely to be valid only in the neighborhood of homeostatic stress and curvature.

Open Problem 8.1.

System Equation 8.1 is geometrically nonlinear. What are the conditions for its dynamic stability and control of the equilibrium states, which result from inhomogeneous and anisotropic growth?

Other possible descriptions were suggested in Reference 7Reference 16Reference 48Reference 83Reference 108. In particular, the paper Reference 16 has recently introduced a free boundary problem for a system of PDEs modeling growth. There, a morphogen controlling volume growth and produced by specific cells was assumed to be diffused and absorbed throughout the domain, whose geometric shape was in turn determined by the instantaneous minimization of an elastic deformation energy, subject to a constraint on the volumetric growth. For an initial domain with regular boundary, it establishes the local existence and uniqueness of a classical solution, up to a rigid motion.

8.2. Inverse problems in morphogenesis

With the advent of additive manufacturing methods such as 3d and 4d printing (to account for variations in space and time), it has now become possible to print planar patterns of responsive inks that swell or shrink inhomogeneously when subject to light, pH, humidity, etc., thus causing them to bend and twist out of the plane Reference 14Reference 47. Understanding how to design the ink materials and the geometric print paths to vary the density and anisotropy of the print patterns in a monolayer or a bilayer is critical to enable functional patterns. This inverse design problem requires the specification of the first and second fundamental form which will not generally be compatible with a strain-free final shape. Recent work in this area Reference 120 shows that a way around this is to use a bilayer with independent control over the two layers, and it leads to results such as those shown in Figure 9. A related class of design problems in solid mechanics, leading to a variation on the classical question of equidimensional embeddability of Riemannian manifolds, has been addressed in Reference 1.

8.3. Discrete problems: Origami and kirigami

Origami is the art of folding paper along sharp creases to create complex three-dimensional shapes, and thus it is more amenable to the methods of discrete geometry. A natural question here is that of designing the number, location, and orientation of folds on a flat sheet of paper and prescribing the order of folding to achieve a given target shape. For a prescribed fold topology (e.g., that of 4-coordinated vertices), geometric rules that quantify the constraints of local length, angle, and area preservation allow one to pose the inverse problem of fold design as a constrained optimization problem Reference 37Reference 38Reference 123. Then, given reasonable initial states, one can determine the folding patterns to achieve target shapes (see Figure 10) that are realized as spatially modulated patterns of a simple periodic and uniform tiling, yielding approximations to given surfaces of constant or varying curvature, and which are corroborated using experiments with paper. The difficulty of realizing these geometric structures may be assessed by quantifying the energetic barrier that separates the metastable flat and folded states. The trade-off between the accuracy to which the pattern conforms to the target surface and the effort associated with creating finer folds can also be characterized Reference 34. However, there are a host of mathematical problems that remain open. These include the presence (or absence) of impossibility theorems on what shapes can or cannot be achieved using folds in a sheet of paper and the consequences of fold topology on the resulting shapes.

Open Problem 8.2.

How can one control the rigidity of a randomly origamized sheet as the number of random creases is gradually increased, and the sheet is subjected to the geometric rules that the creases must satisfy at every vertex (i.e., the sum of all angles must add up to , and that alternate angles must add up to Reference 38)?

Kirigami is the art of cutting paper to make it articulated and deployable. The mechanical response of a kirigami sheet when it is pulled at its ends is enabled and limited by the presence of cuts that serve to guide the possible nonplanar deformations. Recently, this ability has become the inspiration for a new class of mechanical metamaterials Reference 11Reference 17. The geometrical and topological properties of the slender sheet-like structures, irrespective of their material constituents, were exploited to discuss functional structures on scales ranging from the nanometric Reference 13 to centimetric and beyond Reference 25Reference 26Reference 103.

A combination of physical and numerical experiments can be used to characterize the geometric mechanics of kirigamized sheets as a function of the number, size, and orientation of cuts Reference 24. Of particular interest is understanding how varying the the shortest path between points at which forces are applied, influences the shape of the deployment of the trajectory of a sheet as well as how to control its compliance across orders of magnitude.

Mathematically, these questions are related to the nature and form of geodesics in the Euclidean plane with linear obstructions (cuts) and to the nature and form of isometric immersions of the sheet with cuts when it can be folded on itself. In Reference 54, a constructive proof has been provided that the geodesic connecting any two points in the sheet is piecewise polygonal, and that the family of all such geodesics can be simultaneously rectified into a straight line by flat-folding the sheet so that its configuration is a (nonunique) piecewise affine isometric immersion.

Open Problem 8.3.

Study the structure of geodesics in the kirigamized sheet as the number of random cuts increases to infinity and under various assumptions on the cuts’ distribution. What is the Hausdorff dimension of the limiting paths?

About the authors

Marta Lewicka is a mathematician specializing in mathematical analysis and partial differential equations. She has contributed results in the theory of hyperbolic systems of conservation laws, fluid dynamics, calculus of variations, nonlinear potential theory, and differential games. She is a Fellow of the American Mathematical Society, and holds Professor’s scientific title awarded by the President of the Republic of Poland. She is associate professor of mathematics at the University of Pittsburgh.

L. Mahadevan is the de Valpine Professor of Applied Mathematics, Physics, and Organismic and Evolutionary Biology at Harvard University, where he also serves as the Faculty Dean of Mather House, one of twelve undergraduate houses at Harvard College. His interests are in using experiments, theory, and computations to understand motion and matter at the observable scale of “middle earth”, a fertile playground of rich phenomena spanning the physical and biological sciences that are easy to observe yet not always easy to explain. He is a MacArthur Fellow and a Fellow of the Royal Society.

Table of Contents

  1. Abstract
  2. 1. Introduction
  3. 2. Non-Euclidean elasticity and an example of growth equations
    1. 2.1. Non-Euclidean elasticity
    2. 2.2. An example of growth equations
    3. Open Problem 2.1.
  4. 3. Shape from geometric frustration in growing laminae
    1. 3.1. The setup
    2. 3.2. Isometric immersions and residual stress
    3. Proposition 3.1 (85).
    4. Open Problem 3.2.
  5. 4. Microstructural patterning of thin elastic prestrained films
    1. 4.1. The setup
    2. 4.2. Isometric immersions and energy scaling
    3. Theorem 4.1 (12).
    4. Corollary 4.2.
    5. 4.3. -convergence and convergence of minimizers
    6. Corollary 4.3.
    7. Open Problem 4.4.
    8. 4.4. Energy scaling from convex integration
    9. Proposition 4.5.
    10. Open Problem 4.6.
    11. 4.5. The intermediate scalings
  6. 5. Hierarchy of limiting theories in the nonwrinkling regimes
    1. 5.1. The energy scaling quantization
    2. Corollary 5.1 (127688).
    3. Theorem 5.2 (75).
    4. 5.2. The infinite hierarchy of -limits
    5. Theorem 5.3 (7576).
  7. 6. Floral morphogenesis, weak prestrain, and special solutions of Monge–Ampère equations
    1. Open Problem 6.1.
    2. 6.1. Weak prestrain and the Monge–Ampère constrained theories
    3. Theorem 6.2 (8084).
    4. Corollary 6.3.
    5. Proposition 6.4 (60).
    6. Open Problem 6.5.
    7. Open Problem 6.6.
    8. 6.2. Dimension reduction with transversely oscillatory prestrain
    9. Open Problem 6.7.
  8. 7. Classical geometrically nonlinear elasticity without prestrain
    1. 7.1. The setup and the finite hierarchy of -limits for plates
    2. 7.2. The infinite hierarchy of shell theories and the matching properties
    3. Open Problem 7.1.
  9. 8. Future directions
    1. 8.1. Developmental feedback from shape to growth
    2. Open Problem 8.1.
    3. 8.2. Inverse problems in morphogenesis
    4. 8.3. Discrete problems: Origami and kirigami
    5. Open Problem 8.2.
    6. Open Problem 8.3.
  10. About the authors

Figures

Figure 1.

Patterns in a range of systems in terrestrial and aquatic environments show the myriad forms that reflect the consequence of inhomogeneous growth of a thin sheet: the impossibility of embedding an arbitrary biological growth metric coupled with the constraint of minimizing an elastic energy leads to frustration embodied as shape. The examples shown are (a) a terrestrial cockscomb flower, (b) a marine nudibranch sea-slug, (c) a lily flower in its bud and opened states Reference 90, (d) a normal and mutant snapdragon leaf, (e) a crocheted scarf. All these are frustrated embeddings of a hyperbolic metric into . (This figure is available via Creative Commons Attribution–NonCommercial–NoDerivatives 4.0 International license.)

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Figure 2.

The image of purple kale on the left shows that the edges of the leaf are wrinkled hierarchically as the thickness of the kale reduces. This can be captured Reference 23 in a simple tearing experiment of a garbage bag—the tearing edge thins, is plastically deformed, and thus wrinkles. There is a clear hierarchy seen. The images on the right show the analogy between the mechanically deformed edge of the torn sheet and the edge of a beet leaf. (The figure on the left is available via Creative Commons Attribution–NonCommercial–NoDerivatives 4.0 International license. The figure on the right appeared in Reference 23, Cerda, Ravi-Chandar, and Mahadevan, Wrinkling of a stretched elastic sheet, Nature, 419 (2002), 579; © 2002, Springer Nature.)

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Figure 3.

(a) A short map approximation of (darker line) by a zigzag with . (b) A computational realization of hierarchical wrinkles that arise when a thin stiff film is coated atop a soft substrate and the system is then subject to a reduction in temperature that leads to differential shrinkage Reference 39. (c) An experimental realization of the hierarchical wrinkles that shows two (of a total of six) generations of wrinkles. The three examples serve to link convex integration to models and experiments in materials science Reference 39. (This figure appeared in Reference 39, Efimenko, Rackaitis, Manias, Vaziri, Mahadevan, and Genzer, Self-similar nested wrinkling patterns in skins, Nature–Materials, 4 (2005), 293–297; © 2005, Springer Nature.)

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Figure 4.

Imposing nontrivial target metrics in sheets of NIPA gels. The figures shown are (a) radially symmetric discs cast by injecting the solution into the gap between two flat glass plates through a central hole Reference 64, © 2007, reprinted with permission from AAAS, (b) nonaxisymmetric swelling patterns constructed by half-tone gel lithography in Reference 63, © 2012, reprinted with permission from AAAS.

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Figure 5.

As a function of the thickness of a swollen sheet, one can achieve either elliptical or hyperbolic geometries. In the limit of vanishing thickness, the shape converges to the limit implied by the -convergence result in Theorem 4.1 for the elliptic case (to a spherical dish) but shows an increasing preponderance to wrinkling on finer scales in the hyperbolic case. The multilobed swelling-induced wrinkling begs the question of the limiting behavior Reference 65, © 2021, reprinted with permission of the American Physical Society.

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Figure 6.

A range of patterns arise when a thin sheet is inhomogeneously stretched plastically or swells in response to a solvent. (a) By dragging one’s nails along the edges of a foam strip weakly, a flat surface transitions to one that is hyperbolic. (b) The same process carried out strongly leads to a surface that is strongly rippled, much like the edges of a leaf Reference 89. (c) Thin sheets of a circular gel disk deform into a hyperbolic surface with two lobes. (d) Thinner sheets deform into multilobed sheets which are able to relieve the swelling-induced frustration by changing their curvature on multiple scales Reference 64, © 2012, reprinted with permission from AAAS.

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Table 1.

The infinite hierarchy of -limits for prestrained films, scaling

\renewcommand{\arraystretch}{1} \setlength{\unitlength}{1.0pt} \begin{SVG} \begin{tabular}{c|l|l|l} $\beta$ & asymptotic expansion & constraint / regularity & limiting energy ${\mathcal{I}}_{\beta,g}$ \\[5pt]\hline{} & & & \\[-7pt] $2$ & $\begin{array}{ll}y(x') \\ \big\{ 3d:~ y(x') + x_3\vec b(x') \big\} \end{array}$ & $\begin{array}{l}y\in W^{2,2}\\ (\nabla y)^T\nabla y = g(x',0)_{2\times2} \end{array}$ & $\begin{array}{l}c\|(\nabla y)^T\nabla\vec b - \frac{1}{2}\partial_3g(x',0)_{2\times2}\|_{\mathcal{Q}_2}^2 \\ \big[\partial_3y,\partial_2y,\vec b\big]\in SO(3)g(x',0)^{1/2} \end{array}$ \\[10pt]\hline{} & & & \\[-7pt] $4$ & $\begin{aligned}y_0(x') & +hV(x') \\ & + h^2w^h(x') \end{aligned}$ & $\begin{array}{l}\mathcal{R}_{12,12}, \mathcal{R}_{12,13}, \mathcal{R}_{12,23}(x',0) =0 \\ \big((\nabla y_0)^T\nabla V\big)_{\sym}=0, \\ \big((\nabla y_0)^T\nabla w^h\big)_{\sym}\to\mathbb{S} \\ V\in W^{2,2}(\omega, \mathbb{R}), ~w^h\in W^{1,2}(\omega, \mathbb{R}^3) \end{array}$ & $\begin{aligned}& c_1\|\tfrac{1}{2}(\nabla V)^T\nabla V + \mathbb{S} + \tfrac{1}{24}(\nabla\vec b_1)^T\nabla\vec b_1 \\ & \qquad{} -\tfrac{1}{48}\partial_{33}g(x',0)_{2\times2}\|_{\mathcal{Q}_2}^2 \\ & \quad{} + c_2\|(\nabla y_0)^T\nabla\vec p + (\nabla V)^T\nabla\vec b_1\|_{\mathcal{Q}_2}^2 \\ & \quad{} +c_3 \|\big[\mathcal{R}_{i3,j3}(x',0)\big]_{i,j=1,2}\|_{\mathcal{Q}_2}^2 \end{aligned}$ \\[30pt]\hline{} & & & \\[-7pt] $\begin{array}{c}6 \\ \vdots\end{array}$ & $y_0(x') + h^2V(x')$ & $\begin{array}{l}\mathcal{R}_{ab,cd}(x',0)=0\\ \big((\nabla y_0)^T\nabla V\big)_{\sym}=0, ~V\in W^{2,2} \end{array}$ & $\begin{array}{l}c_2\|(\nabla y_0)^T\nabla\vec p + (\nabla V)^T\nabla\vec b_1 +\alpha\big[\partial_3 \mathcal{R}\big] \|_{\mathcal{Q}_2}^2 \\ + c_3 \|\mathbb{P}_{\mathcal{S}_{y_0}^\perp}\big[\partial_3 \mathcal{R}\big]\|_{\mathcal{Q}_2}^2 + c_4 \|\mathbb{P}_{\mathcal{S}_{y_0}}\big[\partial_3 \mathcal{R}\big]\|_{\mathcal{Q}_2}^2 \end{array}$ \\[10pt]\hline{} & & & \\[-7pt] $\begin{array}{c} 2n \\ \vdots\end{array}$ & $\begin{aligned}& y_0(x')+h^{n-1}V(x') \\ & \begin{aligned} \big\{ 3d & : y_0 + \sum_{k=1}^{n-1} \frac{x_3^k}{k!}\vec b_k(x') \\ & + h^{n-1}V(x') \\ & + h^{n-1} x_3\vec p(x')\big\} \end{aligned}\end{aligned}$ & $\begin{array}{l}\mathcal{R}_{ab,cd}(x',0)=0 \\ \big[\partial_3^{(k)}\mathcal{R}\big](x',0) = 0 \;\forall k\leq n-3 \\ \big((\nabla y_0)^T\nabla V\big)_{\sym}=0, ~V\in W^{2,2} \end{array}$ & $\begin{array}{l}c_2\|(\nabla y_0)^T\nabla\vec p + (\nabla V)^T\nabla\vec b_1 + \alpha\big[\partial_3^{(n-2)} \mathcal{R}\big] \|_{\mathcal{Q}_2}^2\\ + c_3 \|\mathbb{P}_{\mathcal{S}_{y_0}^\perp}\big[\partial_3^{(n-2)}\mathcal{R}\big]\|_{\mathcal{Q}_2}^2 \\ + c_4 \|\mathbb{P}_{\mathcal{S}_{y_0}}\big[\partial_3^{(n-2)}R\big]\|_{\mathcal{Q}_2}^2 \end{array}$ \end{tabular} \end{SVG}
Figure 7.

(a) Pseudosphere. (b) Picture of a calla lily. (c) Sample plots of the Jacobian function encoding the Gauss curvature of the prestrain Reference 99.

Graphic without alt text
Figure 8.

Wrinkles, drapes and crumples in thin sheets over a range of scales arise due to boundary and bulk forces. (a) Wrinkles in the neighborhood of the eye are driven by the muscular contractions. (b) The drape of a heavy piece of cloth on a knee is due to the combination of gravity and the presence of obstacles (a chiaroscuro by Leonardo). (c) The crumples in a sheet are reminiscent of the drape, but arise due to confinement, and are dominated by the present. (d) The nearly uniform wrinkles on a fabric that wraps the Reichstag in Berlin (an inspiration of the artist Christo) are due to the presence of a series of horizontal ropes; otherwise the wrinkles will coalesce into larger and larger ones. (e) The elements of all drapes are a combination of the (in)ability to drape a point (such as a tent pole), a line (such as a curve), and a curve (such as a waist or a table) in the presence of gravity Reference 22. (f) Complex wrinkles also arise when non-Euclidean surfaces are flattened, as shown here for a patch of a surface that is either saddle-shaped () or spherical () in its natural configuration. (Top: simulations; bottom: experiments. The images in (a)–(e) are available via Creative Commons Attribution–NonCommercial–NoDerivatives 4.0 International license. The image in (f) appears courtesy of Tobasco, Timounay, Todorova, Paulsen, and Katifori Reference 118.)

Graphic without alt text
Table 2.

The finite hierarchy of -limits for plates for the energy scaling

\renewcommand{\arraystretch}{1} \setlength{\unitlength}{1.0pt} \begin{SVG} \begin{tabular}{l|l|l|l} scaling exponent $\beta$ & $\begin{aligned} & \text{asymptotic expansion}\\[-4pt] & \text{of minimizing $u^h_{\mid\omega}$} \end{aligned}$ & $\begin{aligned} & \text{constraint}\\[-4pt] & \text{/ regularity} \end{aligned}$ & $\Gamma-$limit ${\mathcal{I}_{\beta, S}}$ \\ [15pt]\hline$\begin{array}{l} {\beta=2} \\ \text{Kirchhoff} \end{array}$ & $\begin{array}{ll} y(x') \\ \big\{ 3d:~ y(x') + x_3\vec n(x') \big\} \end{array}$ & $\begin{array}{l}y\in W^{2,2}(\omega, \mathbb{R}^3)\\ (\nabla y)^T\nabla y = \ID_2 \end{array}$ & $c\|(\nabla y)^T\nabla\vec N\|_{\mathcal{Q}_2}^2$ \\ [15pt]\hline$\begin{array}{l}{2<\beta<4} \\ \text{linearized Kirchhoff} \end{array}$ & $x'+h^{\beta/2-1}v(x')x_3$ & $\begin{array}{l}v\in W^{2,2}(\omega,\mathbb{R}) \\ \det\nabla^2v=0 \end{array}$ & $c\|\nabla^2v\|_{\mathcal{Q}_2}^2$ \\ [15pt] \hline$\begin{array}{l}{\beta=4} \\ \text{von K\'arm\'an} \end{array}$ & $\begin{array}{l} x'+hv(x')x_3 \\ \quad+ h^2w(x') \end{array}$ & $\begin{array}{l}v\in W^{2,2}(\omega,\mathbb{R}) \\ w\in W^{1,2}(\omega,\mathbb{R}^2) \end{array}$ & $\begin{array}{l}c_1\|\frac{1}{2}\nabla v^{\otimes2} + (\nabla w)_{\sym}\|_{\mathcal{Q}_2}^2 \\ + c_2\|\nabla^2v\|_{\mathcal{Q}_2}^2 \end{array}$\\[15pt] \hline$\begin{array}{l} {\beta>4} \\ \text{linear elasticity} \end{array}$ & $x'+h^{\beta/2-1}v(x')x_3$ & $v\in W^{2,2}(\omega,\mathbb{R})$ & $c\|\nabla^2v\|_{\mathcal{Q}_2}^2$ \end{tabular} \end{SVG}
Figure 9.

Examples of solutions of inverse problems in morphogenesis—to program the metric structure and thence create complex shapes from flat sheets. On the left are shown experiments with 3d printed gel structures that swell in a good solvent, along with representative numerical solutions that are based on minimizing the energy Equation 4.1. (This figure is from Reference 47 by Gladman, Matsumoto, Nuzzo, Mahadevan, and Lewis, Biomimetic 4D printing, Nature–Materials, 15 (2016), 413–418; © 2018, Springer Nature.) On the right Reference 120 we see results of the solution of inverse problems to grow a flower from a bilayer cylindrical shell, and a face from a circular bilayer disk.

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Figure 10.

While this paper has focused on surfaces with varying degrees of smoothness, an interesting new avenue for exploration is that of discrete surfaces Reference 38 that have strongly creased regions, seen for example in origami. (This figure appeared in Reference 38, Dudte, Bouga, Tachi, and Mahadevan, Programming curvature using origami tessellations, Nature–Materials, 15 (2016), no. 5, 583–588; © 2016, Springer Nature.)

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Mathematical Fragments

Equation (2.1)
Equation (2.2)
Equation (2.3)
Equation (3.1)
Equation (3.2)
Equation (3.3)
Proposition 3.1 (Reference 85).

If in , then .

Equation (3.4)
Equation (4.1)
Equation (4.2)
Theorem 4.1 (Reference 12).

Let satisfy . Then we have:

(i)

Compactness. There exist and such that the rescaled deformations converge, up to a subsequence in , to some depending only on the tangential variable and satisfying Equation 4.2.

(ii)

Liminf inequality. There holds the lower bound,

where are nonnegative quadratic forms given in terms of (see 4.5), and where satisfies . Equivalently, is the Cosserat vector comprising the sheer, in addition to the direction that is normal to the surface ,

Moreover, there holds:

(iii)

Limsup inequality. For all satisfying Equation 4.2 there exists a sequence for which convergence as in (i) above holds with , , and

Equation (4.5)
Corollary 4.2.

A smooth metric on has an isometric immersion if and only if for some (equivalently, for any) metric on with .

Corollary 4.3.

There holds, with respect to the strong convergence in ,

Consequently, there is a one-to-one correspondence between limits of sequences of (global) approximate minimizers to the energies and (global) minimizers of , provided that the induced metric has a isometric immersion from to .

Proposition 4.5.

Assume that is simply connected with -regular boundary. Then

Equation (4.6)
Equation (4.7)
Equation (4.8)
Equation (5.1)
Equation (5.2)
Theorem 5.2 (Reference 75).

For every , if , then . Further, the following three statements are equivalent:

(i)

.

(ii)

and in , for all and all , .

(iii)

There exist smooth fields and frames

such that for all . Equivalently, on as . The field is the unique smooth isometric immersion of into for which .

Equation (5.3)
Equation (5.4)
Theorem 6.2 (Reference 80Reference 84).

Let ) satisfy: , for some .

(i)

Compactness. There exist , such that the following holds for . First, converge to in . Second, the scaled displacements, converge, up to a subsequence, to a displacement field of the form , satisfying

(ii)

-convergence. If is simply connected with boundary, then we have, with the same quadratic forms defined in Equation 4.5,

Equation (6.4)
Equation (6.5)
Equation (8.1)

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Article Information

MSC 2020
Primary: 35-XX (Partial differential equations), 49-XX (Calculus of variations and optimal control; optimization), 53-XX (Differential geometry), 74-XX (Mechanics of deformable solids), 92-XX (Biology and other natural sciences)
Author Information
Marta Lewicka
University of Pittsburgh, Department of Mathematics, 139 University Place, Pittsburgh, Pennsylvania 15260
lewicka@pitt.edu
MathSciNet
L. Mahadevan
School of Engineering and Applied Sciences, and Departments of Physics, and Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts 02138
lmahadev@g.harvard.edu
ORCID
MathSciNet
Additional Notes

The first author was partially supported by NSF grant DMS 2006439. The second author was partially supported by NSF grants BioMatter DMR 1922321, MRSEC DMR 2011754, and EFRI 1830901.

Journal Information
Bulletin of the American Mathematical Society, Volume 59, Issue 3, ISSN 1088-9485, published by the American Mathematical Society, Providence, Rhode Island.
Publication History
This article was received on and published on .
Copyright Information
Copyright 2022 American Mathematical Society
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  • DOI 10.1090/bull/1765
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  • Show rawAMSref \bib{4437801}{article}{ author={Lewicka, Marta}, author={Mahadevan, L.}, title={Geometry, analysis, and morphogenesis: Problems and prospects}, journal={Bull. Amer. Math. Soc.}, volume={59}, number={3}, date={2022-07}, pages={331-369}, issn={0273-0979}, review={4437801}, doi={10.1090/bull/1765}, }

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