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In this chapter, we study in detail the (weak) L^2-metric on spaces of smooth mappings. Its importance stems from the fact that this metric and its siblings, the Sobolev H^s -metrics are prevalent in shape analysis. It will be essential for us that geodesics with respect to the L^2-metric can explicitely be computed. Let us clarify what we mean here by shape and shape analysis. Shape analysis seeks to classify, compare and analyse shapes. In recent years there has been an explosion of applications of shape analysis to diverse areas such as computer vision, medical imaging, registration of radar images and many more. Another typical feature in (geometric) shape analysis is that one wants to remove superfluous information from the data. For example, in the comparison of shapes, rotations, translations, scalings and reflections are typically disregarded as being inessential differences. Conveniently, these inessential differences can mostly be described by actions of suitable Lie groups (such as the rotation and the diffeomorphism groups).
In this appendix, we give a short introduction to differential forms on infinite-dimensional manifolds. The main difference between the finite dimensional (or Banach) and our setting, is that it is in general impossible to interprete differential forms as (smooth) sections into certain bundles of linear forms. The reason for this is again that the topology on spaces of linear forms breaks down beyond the Banach setting. Even worse, the many equivalent ways to define differential forms in finite dimensions become inequivalent in the infinite-dimensional setting. Most notably, there is no useful way to describe differential forms as a sum of differential forms coming from a local coordinate system. We begin with the definition of a differential form. This definition is geared towards avoiding any reference to topologies on spaces of linear mappings. Then, we shall discuss differential forms on a Lie group and in particular the Maurer–Cartan form.
In this chapter, we shall give an introduction to Euler–Arnold theory for partial differential equations (PDEs). The main idea of this theory is to reinterpret certain PDEs as smooth ordinary differential equations (ODEs) on infinite-dimensional manifolds. One advantage of this idea is that the usual solution theory for ODEs can be used to establish properties for the PDE under consideration. This principle has been successfully applied to a variety of PDE arising for example in hydrodynamics. Among these are the Euler equations for an ideal fluid, the Camassa–Holm equation, the Hunter–Saxton and the inviscid Burgers equation. Indeed there is a much longer list of physically relevant PDE which fit into this setting. We shall mainly orient ourselves along the classical exposition by Arnold and Ebin and Marsden and study the Euler equation of an incompressible ideal fluid.
This section contains some auxiliary results on topological vector spaces and locally convex spaces in particular. Note that for some of the results in this appendix, it is essential that we only consider Hausdorff topological vector spaces (which is the standing assumption in the present book). In some more specialised section, we will discuss the following topics: (1) smooth bump function (or the lack thereof) in locally convex spaces, (2) the (failure of) the inverse function theorem in locally convex spaces, (3) the breakdown of the solution theory to ordinary differential equation, (4) a comparison of Bastiani calculus and the convenient calculus
This appendix sketches the construction of a canonical manifold of mappings structure for smooth mappings between (finite-dimensional) manifolds. Before we begin, let us consider for a moment the locally convex space of smooth functions from a manifold with values in a locally convex space. The topology and vector space structure allow us to compare two smooth maps by measuring their pointwise difference on compact sets. As manifolds lack an addition we can not mimick this for manifold valued functions (albeit the topology still makes sense!). On first sight, it might be tempting to think that one could use the charts of the target manifold to construct charts for the smooth functions. However, if the target manifold does not admit an atlas with only one chart, there will be smooth mappings whose image is not contained in one chart. Thus the charts of the target manifold turn out to be not very useful. Instead one needs to find a replacement of the vector space addition to construct a way in which charts vary smoothly over the target manifold. This leads to the concept of a local addition which enables the construction of a manifold structure.
In this appendix, we recall the construction of the Lie algebra of vector fields on a smooth manifold. For a finite dimensional manifold, this Lie algebra becomes a locally convex Lie algebra, while it does not inherit a suitable topology if the underlying manifold is infinite-dimensional.
In this chapter, we will discuss the (infinite-dimensional) geometric framework for rough paths and their signature. Rough path theory originated in the 1990s with the work of T. Lyons. It seeks to establish a theory of integrals and differential equations driven by rough signals. For example, one is interested in controlled ordinary differential equations driven by a rough signal. Here, a rough signal is a Hölder continuous path of potentially low Hölder regularity. Numerical methods for equations with more regularity suggest that iterated integrals of the rough signal against itself are needed to construct solutions. However due to Youngs theorem, these iterated integrals do not exist. To compensate this problem, the notion of a rough path was developed. After a qucik introduction to the theory of rough paths, we shall see that rough paths of various flavours can be understood as certain continuous paths taking values in infinite-dimensional Lie groups. The main focus of the chapter is to present an introduction to this geometric side of the theory.
This short appendix covers several basic concepts of topology, which we review for the readers convenience. For example, the compact open topology on spaces of continuous functions is discussed together with an appropriate version of the exponential law.
In this chapter, one aim is to study spaces of mappings taking their values in a Lie group. It will turn out that these spaces carry again a natural Lie group structure. However, before we prove this, the definition and basic properties of (infinite dimensional) Lie groups and their associated Lie algebras are recalled. Infinite-dimensional Lie theory (beyond Banach spaces) is by comparison relatively young and in its modern form goes back to Milnor’s seminal works. One key feature of infinite-dimensional Lie theory is that the conncection between Lie algebra and Lie group is looser then in finite dimensions. For advanced tools in Lie theory one has to require the Lie group to be regular (in the sense of Milnor). These concepts are introduced and considered for several main classes of examples, such as the diffeomorphism groups, loop groups and gauge groups.
Rectifiable sets, measures, currents and varifolds are foundational concepts in geometric measure theory. The last four decades have seen the emergence of a wealth of connections between rectifiability and other areas of analysis and geometry, including deep links with the calculus of variations and complex and harmonic analysis. This short book provides an easily digestible overview of this wide and active field, including discussions of historical background, the basic theory in Euclidean and non-Euclidean settings, and the appearance of rectifiability in analysis and geometry. The author avoids complicated technical arguments and long proofs, instead giving the reader a flavour of each of the topics in turn while providing full references to the wider literature in an extensive bibliography. It is a perfect introduction to the area for researchers and graduate students, who will find much inspiration for their own research inside. This title is also available as open access on Cambridge Core.
Arithmetic groups are generalisations, to the setting of algebraic groups over a global field, of the subgroups of finite index in the general linear group with entries in the ring of integers of an algebraic number field. They are rich, diverse structures, and they arise in many areas of study.
This text enables you to build a solid, rigorous foundation in the subject. It first develops essential geometric and number of theoretical components to the investigations of arithmetic groups and then examines a number of different themes, including reduction theory, (semi)-stable lattices, arithmetic groups in forms of the special linear group, unipotent groups and tori, and reduction theory for adelic coset spaces. Also included is a thorough treatment of the construction of geometric cycles in arithmetically defined locally symmetric spaces and some associated cohomological questions. Written by a renowned expert, this book will be a valuable reference for researchers and graduate students alike.
Arithmetic groups are generalisations, to the setting of algebraic groups over a global field, of the subgroups of finite index in the general linear group with entries in the ring of integers of an algebraic number field. They are rich, diverse structures, and they arise in many areas of study.
This text enables you to build a solid, rigorous foundation in the subject. It first develops essential geometric and number of theoretical components to the investigations of arithmetic groups and then examines a number of different themes, including reduction theory, (semi)-stable lattices, arithmetic groups in forms of the special linear group, unipotent groups and tori, and reduction theory for adelic coset spaces. Also included is a thorough treatment of the construction of geometric cycles in arithmetically defined locally symmetric spaces and some associated cohomological questions. Written by a renowned expert, this book will be a valuable reference for researchers and graduate students alike.
Arithmetic groups are generalisations, to the setting of algebraic groups over a global field, of the subgroups of finite index in the general linear group with entries in the ring of integers of an algebraic number field. They are rich, diverse structures, and they arise in many areas of study.
This text enables you to build a solid, rigorous foundation in the subject. It first develops essential geometric and number of theoretical components to the investigations of arithmetic groups and then examines a number of different themes, including reduction theory, (semi)-stable lattices, arithmetic groups in forms of the special linear group, unipotent groups and tori, and reduction theory for adelic coset spaces. Also included is a thorough treatment of the construction of geometric cycles in arithmetically defined locally symmetric spaces and some associated cohomological questions. Written by a renowned expert, this book will be a valuable reference for researchers and graduate students alike.