The Whitney embedding theorem is a foundational result in differential topology stating that every smooth n-dimensional manifold admits a smooth embedding into the Euclidean space \mathbb{R}^{2n}.[1] Proved by the American mathematician Hassler Whitney, this theorem demonstrates that the local and global structure of a manifold can be realized without self-intersections in a flat ambient space of twice the dimension, enabling the application of analytic tools from Euclidean geometry to abstract manifolds.[2] The result holds for Hausdorff, second-countable manifolds and is sharp in the sense that there exist manifolds requiring at least $2n dimensions for embedding, such as the real projective plane in dimension 2.[1]Whitney first established a weaker version of the theorem in 1936, showing that any smooth n-dimensional manifold can be smoothly embedded into \mathbb{R}^{2n+1}.[3] This initial proof relied on triangulations and approximation techniques to construct injective immersions and resolve intersections. The strengthening to \mathbb{R}^{2n}, achieved in 1944, introduced the innovative "Whitney trick"—a method to pair and cancel double points of an immersion using homotopy in higher dimensions, provided the codimension is at least 2.[1] Complementing the embedding theorem, Whitney simultaneously proved an immersion theorem: every smooth n-dimensional manifold can be immersed into \mathbb{R}^{2n-1}, where self-intersections are permitted but the differential is injective everywhere.[4]These theorems revolutionized the study of manifolds by confirming their embeddability in Euclidean space, which facilitates computations in topology, geometry, and analysis, such as applying Sard's theorem for regularity and transversality arguments.[5] For compact manifolds, the embeddings are proper and closed submanifolds; for non-compact ones, proper embeddings ensure the preimage of compact sets is compact.[6] The results extend to finite smoothness classes C^k and have analogs in other categories, though the smooth case remains central.[7]
Background Concepts
Smooth Manifolds
A smooth manifold provides the foundational structure for studying differentiable geometry and topology in higher dimensions. Formally, an n-dimensional smooth manifold M is a second-countable Hausdorff topological space that is locally Euclidean of dimension n, meaning every point in M has a neighborhood homeomorphic to an open subset of \mathbb{R}^n, together with a maximal atlas of charts where the coordinate transition maps are C^\infty (infinitely differentiable) functions.[8] This atlas defines a smooth structure on M, allowing the consistent extension of notions like differentiability and tangent spaces from Euclidean space to the manifold.[9]The key smoothness condition arises from the transition maps: for two charts (U, \phi) and (V, \psi) with U \cap V \neq \emptyset, the composition \psi \circ \phi^{-1}: \phi(U \cap V) \to \psi(U \cap V) must be a C^\infty diffeomorphism between open subsets of \mathbb{R}^n.[8] These maps ensure that the manifold's geometry is compatible across overlapping local coordinates, enabling global definitions of smooth functions and vector fields on M. A maximal smooth atlas is obtained by including all charts compatible with a given smooth atlas, guaranteeing that the smooth structure is uniquely determined up to diffeomorphism.[9]Classic examples illustrate these properties. The Euclidean space \mathbb{[R](/page/R)}^n serves as the standard n-dimensional smooth manifold with the identity atlas. The [n](/page/N+)-sphere S^n = \{ x \in \mathbb{R}^{n+1} : \|x\| = 1 \} is a compact smooth manifold of dimension n, covered by stereographic projection charts. The n-torus T^n = S^1 \times \cdots \times S^1 (n times) inherits its smooth structure as a product manifold, while the real projective space \mathbb{RP}^n is obtained by quotienting the sphere S^n by antipodal identification, with charts away from the quotient points.[8]In the context of smooth manifolds, second-countability—requiring a countable basis for the topology—is a standard assumption that implies paracompactness. Paracompactness ensures every open cover admits a locally finite refinement, which is crucial for constructing partitions of unity and supporting the existence of embeddings into Euclidean spaces.[10] This property holds for all second-countable Hausdorff manifolds, facilitating many advanced constructions in differential geometry.[11]
Embeddings and Immersions
In differential topology, smooth manifolds serve as the foundational spaces for studying mappings with differential structure. A smooth map f: M \to N between smooth manifolds M^m and N^n of dimensions m \leq n is called a smooth immersion if its differential df_p: T_pM \to T_{f(p)}N is injective at every point p \in M, meaning that the linear map df_p has full rank m everywhere..pdf) This condition ensures that the map locally preserves the tangent space structure without collapsing dimensions, allowing M to be "locally like" a submanifold of N near each image point.[12]A smooth embedding is a smoothimmersion f: M \to N that is also a topological embedding, meaning f is a homeomorphism from M onto its image f(M) \subset N..pdf) For f to be a topological embedding, it must be injective and proper (i.e., the preimage of every compact subset of N is compact in M), which guarantees that f(M) inherits the topology of M without self-intersections or "escaping to infinity."[12] In contrast, a topological embedding is a continuous injective proper map that is a homeomorphism onto its image, but lacks the smoothness or immersion condition; the smooth variant thus combines differential injectivity with topological fidelity.[13]A classic example of a smooth embedding is the standard inclusion i: S^1 \hookrightarrow \mathbb{R}^2, where the unit circle is mapped as itself, preserving both smoothness and injectivity while being proper due to compactness..pdf) Conversely, the figure-eight curve, parametrized by \gamma: S^1 \to \mathbb{R}^2 with \gamma(\theta) = (\sin \theta, \sin 2\theta), is a smoothimmersion because its differential is injective everywhere, but it fails to be an embedding as it is not injective—the map self-intersects at the origin.[12]Whitney's contributions emphasized general position arguments to achieve transversality in such mappings, allowing generic perturbations of smooth maps to intersect submanifolds transversely, which is crucial for constructing embeddings by avoiding degenerate intersections.[13] This transversality ensures that double points, if present, occur in controlled dimensions, facilitating their resolution in higher ambient spaces.[12]
Statement of the Theorems
Weak Embedding Theorem
The weak Whitney embedding theorem states that every smooth n-dimensional manifold M, assumed Hausdorff and second-countable, admits a smooth embedding into \mathbb{R}^{2n+1}.[3] This result, established by Hassler Whitney in 1936, guarantees the existence of a smooth map f: M \to \mathbb{R}^{2n+1} that is an immersion and a homeomorphism onto its image, ensuring the image f(M) is a smooth submanifold of \mathbb{R}^{2n+1} without self-intersections and topologically equivalent to M.[14]A smooth map f: M \to \mathbb{R}^{2n+1} is an embedding if it is an immersion—meaning the differential df_p: T_p M \to \mathbb{R}^{2n+1} is injective for every p \in M—and if f is a homeomorphism onto its image.df_p: T_p M \to \mathbb{R}^{2n+1}Since \dim T_p M = n and \dim \mathbb{R}^{2n+1} = 2n+1 > n, injectivity is possible, ensuring full rank n everywhere. This condition implies no singular points, and combined with global injectivity, the image has no self-intersections.[14]The dimension bound $2n+1 arises from early techniques using triangulations and approximation to construct embeddings, providing a higher-dimensional ambient space to avoid intersection issues present in lower dimensions.[14]A key corollary for compact manifolds: every compact smooth n-manifold embeds into \mathbb{R}^{2n+1} as a closed submanifold, ensuring properness and realizing M globally without self-intersections.[14]
Strong Embedding Theorem
The strong Whitney embedding theorem states that every smooth n-dimensional manifold M admits a smooth embedding into \mathbb{R}^{2n}.[1] This result, proved by Hassler Whitney in 1944, guarantees the existence of a smooth injective immersion f: M \to \mathbb{R}^{2n} that is a homeomorphism onto its image, ensuring the image f(M) is a smooth submanifold of \mathbb{R}^{2n} without self-intersections and topologically equivalent to M.[1] The theorem applies to manifolds that are Hausdorff and second-countable, encompassing both compact and non-compact cases, and resolves the global injectivity issues inherent in lower-dimensional immersions.The "strong" designation highlights the theorem's advancement over immersion results, as it achieves a topological embedding in the minimal even dimension $2n, avoiding the self-intersections that can plague maps into \mathbb{R}^{2n-1}. This bound is optimal for n=1, where the circle S^1embeds smoothly into\mathbb{R}^2but cannot embed into\mathbb{R}^1 due to topological obstructions.[](https://math.stackexchange.com/questions/1066617/is-the-whitney-embedding-theorem-tight-for-all-n) For higher dimensions, the $2n dimension is sharp, as demonstrated by the real projective plane \mathbb{RP}^2, which embeds into \mathbb{R}^4 but not into \mathbb{R}^3.[15]For compact manifolds, the theorem yields corollaries in piecewise linear (PL) category: the smooth embedding into \mathbb{R}^{2n} implies a PL embedding, from which a triangulation of M follows, as smooth submanifolds of Euclidean space admit triangulations via approximation techniques.[16] This connection underscores the theorem's role in bridging smooth and combinatorial topology for compact cases.[16]The strong Whitney embedding theorem shares conceptual parallels with the Nash embedding theorem, which analogously guarantees isometric embeddings of Riemannian manifolds into higher-dimensional Euclidean spaces while preserving the given metric.
Proof Techniques
Outline of the Weak Proof
The proof of the weak embedding theorem, which states that any smooth n-dimensional manifold admits a smooth embedding into \mathbb{R}^{2n+1}, proceeds in two main stages: first constructing an embedding into a high-dimensional Euclidean space, then reducing the dimension via generic projections.For compact manifolds, begin with a finite atlas \{(U_i, \phi_i)\}_{i=1}^m covering M, where each \phi_i: U_i \to \mathbb{R}^n is a diffeomorphism onto its image, and a subordinate partition of unity \{\rho_i\}. Construct a global embedding F: M \to \mathbb{R}^{m(n+1)} by including, for each pair (i,j), the components \mu_{ij}(p) = [\phi_j(p)]_i \rho_j(p) (the i-th coordinate of \phi_j(p) scaled by \rho_j(p)), and additional components for the \rho_k(p). This map is smooth due to the partition of unity and injective because if F(p) = F(q), the supports of the \rho_k and coordinate discrepancies ensure p = q. The differential dF_p is injective as the local charts provide full rank, and overlaps are handled linearly.To reduce the dimension, iteratively apply generic linear projections \pi_k: \mathbb{R}^{N_k} \to \mathbb{R}^{N_k - 1} (starting from N_0 = m(n+1) > 2n+1) down to \mathbb{R}^{2n+1}. By Sard's theorem, the set of projections where \pi_k \circ F fails to be an immersion (i.e., d(\pi_k \circ F)_p not injective) or creates self-intersections (images of distinct points coincide) has measure zero, as these occur when the projection direction lies in the tangent spaces or joining lines, which are lower-dimensional varieties. The codimension N_k - n > n ensures generic projections preserve embedding properties until $2n+1.For non-compact manifolds, which are \sigma-compact, exhaust M by an increasing sequence of compact subsets K_k with M = \bigcup K_k. Inductively embed each K_k into \mathbb{R}^{2n+1} compatibly on overlaps K_k \cap K_{k-1} via small perturbations in a tubular neighborhood, ensuring the limit map is a proper embedding on M.
Outline of the Strong Proof
The proof of the strong Whitney embedding theorem begins with the existence of a smoothimmersion of an n-dimensional manifold M into \mathbb{R}^{2n-1}, as established by prior results.[3] To achieve an embedding into \mathbb{R}^{2n}, the immersion is lifted to \mathbb{R}^{2n} by appending an additional coordinate, providing extra room to resolve self-intersections without altering the local immersion properties.[1]Next, general position arguments are applied to perturb the map slightly so that all self-intersection points become transverse double points, meaning the images of distinct points in M intersect transversely where they coincide. This perturbation ensures no triple or higher intersections occur, and the set of double points forms a discrete collection. The double points are then organized into a graph, where vertices represent the intersection points and edges connect those that cannot be simultaneously resolved due to topological obstructions.[1]Resolution proceeds by constructing a small tubular neighborhood around the immersed manifold in \mathbb{R}^{2n}. Finger moves—localized isotopies resembling pushing a finger through the tube—are used iteratively to separate pairs of double points along non-obstructing paths in the intersection graph, eliminating intersections one by one while preserving the immersion elsewhere. This process relies on the extra dimension to avoid creating new intersections during the moves.[1]Finally, the resolved map in \mathbb{R}^{2n+1} (temporarily used for the separation) is projected orthogonally back to \mathbb{R}^{2n} by omitting the auxiliary coordinate. This projection maintains the embedding property, as the separations ensure no self-intersections remain, yielding a smooth embedding of M into \mathbb{R}^{2n}. The entire construction is detailed in Whitney's 1944 analysis of self-intersections.[1]
Role of the Whitney Trick
The Whitney trick is a geometric technique introduced by Hassler Whitney to resolve transverse double points in immersions of smooth manifolds, playing a pivotal role in the proof of the strong Whitney embedding theorem. For an immersed n-dimensional manifold in \mathbb{R}^{2n}, general position arguments ensure that self-intersections occur only as isolated double points with local orientations. The trick targets pairs of such points with opposite orientations, allowing their elimination via an ambient isotopy that preserves the immersion elsewhere. This process iteratively reduces the number of double points until none remain, yielding an embedding.In dimensions n \geq 5, the method exploits the high codimension of the ambient space to perform the separation. Consider two double points p and q connected by an arc \gamma in the manifold and a path \delta in \mathbb{R}^{2n} such that \gamma and \delta bound a disk in the product space. The geometric intuition involves constructing a "tube" around \delta, which is a tubular neighborhood, and a "finger" move that pushes the manifold along \gamma through a small hole in the ambient space of codimension n \geq 5. This hole arises because the pair (\mathbb{R}^{2n}, \delta) embeds unknottedly, as the 1-dimensional \delta has codimension $2n-1 \geq 9 > 2, permitting the disk to be embedded in the complement without additional intersections. The required codimension for the separating disk (2-dimensional) in the complement of the n-manifold is $2n - n - 2 = n - 2 \geq 3, ensuring the embedding is possible without topological obstructions.The trick fails in lower dimensions n < 5 primarily due to knotting phenomena that prevent the unknotted embedding of the connecting structures. For instance, in codimension less than 3, paths or disks may link nontrivially with the manifold, creating new intersections or impossibly knotted configurations that cannot be isotoped away. This limitation highlights the metastable range in embedding theory, where additional invariants are needed below dimension 5.Beyond embeddings, the Whitney trick has profound consequences for higher-dimensional topology, enabling key results in surgery theory and cobordism. It allows the cancellation of handles in h-cobordisms by resolving dual spheres' intersections, as utilized by Stephen Smale in his proof of the h-cobordism theorem for dimensions at least 5. This, in turn, facilitates the classification of simply connected manifolds and links to the Poincaré conjecture in high dimensions via handlebody decompositions.
Historical Development
Early Contributions
In the mid-19th century, Bernhard Riemann laid foundational ideas for the study of higher-dimensional manifolds during his 1854 habilitation lecture, "On the Hypotheses Which Lie at the Foundations of Geometry." He conceptualized n-dimensional manifolds as spaces that locally resemble Euclidean space and can be equipped with a metric structure analogous to surfaces, emphasizing intrinsic geometry over concrete embeddings in Euclidean space.[17] This abstract perspective for manifolds influenced subsequent work, though global realizations in Euclidean space remained challenging and were later refined by others like Schläfli in 1873, who conjectured local isometric embeddings in R^{n(n+1)/2}.[18] Riemann's framework shifted focus from concrete embeddings to abstract metric spaces, setting the stage for topological investigations.[18]At the turn of the 20th century, Henri Poincaré advanced the study of 3-manifolds in his series of papers on analysis situs from 1895 to 1905. His work on homology invariants and the fundamental group addressed dimension-related questions in classifying such manifolds.[19] However, Poincaré's constructions highlighted open issues, such as topological obstructions to embeddings in low dimensions, and his efforts began to reveal barriers through invariants like Betti numbers. This period also saw early explorations of immersions in low dimensions; for instance, Heegaard in 1898 and Dehn around 1910 developed ideas on sphere decompositions and fillings in 3-manifolds, including preliminary concepts for "everting" spheres through immersions that anticipated later regular homotopy results.[19]A pivotal obstruction to lower-dimensional embeddings emerged in 1911 with L.E.J. Brouwer's proof of the invariance of dimension theorem, which established that Euclidean spaces of different dimensions are not homeomorphic and extended to show that no n-manifold can be embedded into R^{m} for m < n.[20] This result blocked attempts at embeddings below the manifold's dimension and solidified topological barriers. Concurrently, specific examples underscored these limitations: in 1901, Werner Boy constructed an immersion of the real projective plane RP^2 into R^3 via what is now known as Boy's surface, demonstrating that immersions could exist where embeddings could not.[21] Indeed, no smooth embedding of RP^2 into R^3 is possible, as it would require the non-orientable surface to separate R^3 into two components with inconsistent homology characteristics, a fact confirmed through early applications of duality arguments.[22]
Whitney's Work in the 1930s
In the early 1930s, Hassler Whitney, then in his mid-twenties, shifted his focus from graph theory to the emerging field of differential topology, seeking to bridge abstract definitions of manifolds with concrete realizations in Euclidean space. His initial contributions laid the groundwork for understanding immersions and embeddings by developing tools for differentiable functions. A key paper in this period was his 1934 work on analytic extensions of differentiable functions defined in closed sets, which provided essential techniques for approximating and extending maps between manifolds, enabling later constructions of immersions.By 1935, at age 28, Whitney announced preliminary results on embedding theorems in the Proceedings of the National Academy of Sciences, outlining how n-dimensional differentiable manifolds could be realized in higher-dimensional Euclidean spaces.[23] This built on inspirations from early topological studies, including general position arguments and the triangulability of manifolds, which Whitney explored to ensure maps avoided unwanted singularities. His motivation stemmed from a desire to unify combinatorial and analytic approaches to manifold topology, influenced by invariants like homology groups that distinguished manifold structures.The culmination of this research appeared in 1936, when Whitney, aged 29, published his seminal paper "Differentiable Manifolds" in the Annals of Mathematics. In it, he proved that any compact n-dimensional differentiable manifold admits a smooth immersion into \mathbb{R}^{2n} and a smooth embedding into \mathbb{R}^{2n+1}, establishing a foundational result that any such manifold is diffeomorphic to a submanifold of Euclidean space.[3] This work not only resolved questions about the embeddability of abstract manifolds but also introduced analytic methods for studying their topological properties, marking a pivotal advancement in the field.
Extensions and Variants
Sharper Dimension Bounds
Following the strong Whitney embedding theorem, which guarantees an embedding of an n-dimensional manifold into \mathbb{R}^{2n}, researchers developed sharper bounds for particular classes of manifolds in the decades after Whitney's work.In the late 1950s, Morris Hirsch established that any open (non-compact) n-manifold admits a smooth embedding into \mathbb{R}^{2n-1}. For closed orientable n-manifolds with n > 1, Whitney proved that smooth immersions into \mathbb{R}^{2n-1} always exist, though embeddings are not guaranteed in general.[24] Additionally, Hirsch showed that parallelizable open n-manifolds can be smoothly immersed into \mathbb{R}^n.[24]Building on this, André Haefliger and Morris Hirsch proved in 1961 that a closed smooth n-manifold embeds into \mathbb{R}^{2n-1} if and only if its (n-1)th normal Stiefel-Whitney class vanishes; for orientable manifolds, this obstruction often lifts under additional assumptions, such as 1-connectedness or parallelizability, enabling embeddings into \mathbb{R}^{2n-1} when n \neq 4.[25][26]A concrete illustration occurs for surfaces (n=2): every closed orientable 2-manifold embeds smoothly into \mathbb{R}^3, reducing the general bound from 4 to 3 and aligning with the Haefliger-Hirsch criterion since the first normal Stiefel-Whitney class vanishes for orientable surfaces.[25]However, exceptions arise in dimension 4, where the Haefliger-Hirsch obstruction does not always permit embeddings into \mathbb{R}^7; additional topological obstructions, such as the Kirby-Siebenmann invariant, prevent certain closed orientable smooth 4-manifolds from embedding.[27]
Isotopy and Stability Versions
The isotopy version of the Whitney embedding theorem asserts that every smooth immersion of an n-dimensional manifold M into \mathbb{R}^{2n+1} is isotopic through a continuous family of smooth immersions to a smooth embedding of M into \mathbb{R}^{2n+1} [3]. This result, established in Whitney's seminal 1936 work, highlights the flexibility of immersions in the weak embedding dimension, allowing the elimination of self-intersections via a smooth deformation without altering the topology[3]. The Whitney trick plays a brief enabling role here by facilitating the removal of double points in the ambient space during the isotopy[28].For open manifolds, Gromov's h-principle provides a powerful extension, asserting that the space of genuine immersions (holonomic sections) of an open n-dimensional manifold into \mathbb{R}^m with m \geq n+1 is weakly homotopy equivalent to the space of formal immersions (monomorphisms of tangent bundles) [29]. This equivalence implies that any formal immersion can be approximated arbitrarily closely by a genuine immersion, and in sufficiently high codimensions (m \geq 2n), such approximations yield embeddings of open manifolds [29]. The holonomic approximation theorem underpinning the h-principle ensures that these solutions satisfy the differential relations defining immersions and embeddings on open domains [29].In high dimensions, smooth embeddings exhibit stability under C^1 perturbations: when the codimension m - n \geq n (the stable range), small C^1 changes to an embedding f: M^n \to \mathbb{R}^m preserve the embedding property, as the set of embeddings is open in the C^1 topology [30]. This stability follows from transversality theorems, ensuring that generic perturbations avoid self-intersections and maintain injectivity [30].Smale's work in the 1950s, including his 1958 proof of the existence of sphere eversions, linked immersion theory to embedding isotopies by showing that the standard immersion of S^2 into \mathbb{R}^3 is regularly homotopic to its antipodal reflection, demonstrating the connectivity of the space of immersions up to regular homotopy [31]. This result, extended via the Smale-Hirsch theorem, equates the homotopy type of immersion spaces to bundle monomorphisms, facilitating isotopies for embeddings in higher dimensions by resolving immersion obstructions [32].In dimensions n \geq 5, two smooth embeddings of a compact n-manifold with boundary into \mathbb{R}^m (m \geq 2n) that agree up to diffeomorphism on their boundaries are isotopic relative to the boundary [25]. This fact, part of the classificationtheory for embeddings in the stable range, relies on the connectivity of diffeomorphism groups relative to boundaries in high dimensions [25].
Applications to Other Manifolds
The Whitney embedding theorem establishes that every smooth manifold admits a smooth embedding into Euclidean space, which directly implies the triangulability of all smooth manifolds. Specifically, upon embedding an n-dimensional smooth manifold M into \mathbb{R}^{2n}, a triangulation of the ambient Euclidean space can be intersected with the embedded image to yield a simplicial complex homeomorphic to M, thereby providing a triangulation of M itself. This construction relies on the fact that Euclidean space is triangulable and the embedding is a homeomorphism onto its image. In the topological category, analogs fail in high dimensions, as some topological manifolds are not triangulable, highlighting the theorem's reliance on smoothness.[33]In the classification of low-dimensional manifolds, the theorem provides essential bounds on embedding dimensions, aiding the study of embedding spaces and diffeomorphism types. For 3-manifolds, Whitney's result guarantees smooth embeddings into \mathbb{R}^6, but subsequent refinements, such as Wall's proof that all 3-manifolds embed into \mathbb{R}^5, leverage these bounds to classify embeddings up to isotopy and explore topological invariants like fundamental groups and homology. Similarly, for 4-manifolds, where full classification remains challenging due to exotic smooth structures, the theorem supports analysis of embedding obstructions and aids in distinguishing smooth versus topological categories through ambient space properties.The theorem also connects to Riemannian geometry via Nash's isometric embedding theorem, which extends Whitney's topological embedding to preserve the Riemannian metric. Whitney's embedding into \mathbb{R}^{2n} serves as a starting point, allowing Nash to solve partial differential equations that realize any Riemannian metric on an n-manifold as the induced metric from an embedding into a higher-dimensional Euclidean space, typically \mathbb{R}^{n(n+1)(3n+11)/2} for the sharp bound. This link underscores the compatibility of intrinsic metric geometry with extrinsic Euclidean realizations.[34]In algebraic topology, embeddings induced by the theorem facilitate cohomology computations through tubular neighborhoods. A smooth embedding of a submanifold into a manifold (or Euclidean space) admits a tubular neighborhood diffeomorphic to the total space of the normal bundle, enabling the application of the Thom isomorphism, which relates the cohomology of the ambient space to that of the submanifold shifted by the Euler class of the normal bundle. This tool is pivotal for computing cohomology rings and characteristic classes in embedded settings.A modern application arises in string theory, where the theorem guarantees that Calabi-Yau manifolds—compact 6-dimensional Kähler manifolds with vanishing first Chern class, central to supersymmetric compactifications—can be smoothly embedded into \mathbb{R}^{12}. Such embeddings support geometric realizations of flux compactifications and mirror symmetry constructions, allowing theoretical and numerical exploration of string vacua landscapes.[35]