Partition of unity

Summary

In mathematics, a partition of unity of a topological space is a set of continuous functions from to the unit interval [0,1] such that for every point :

  • there is a neighbourhood of where all but a finite number of the functions of are 0, and
  • the sum of all the function values at is 1, i.e.,
A partition of unity of a circle with four functions. The circle is unrolled to a line segment (the bottom solid line) for graphing purposes. The dashed line on top is the sum of the functions in the partition.

Partitions of unity are useful because they often allow one to extend local constructions to the whole space. They are also important in the interpolation of data, in signal processing, and the theory of spline functions.

Existence edit

The existence of partitions of unity assumes two distinct forms:

  1. Given any open cover   of a space, there exists a partition   indexed over the same set   such that supp   Such a partition is said to be subordinate to the open cover  
  2. If the space is locally-compact, given any open cover   of a space, there exists a partition   indexed over a possibly distinct index set   such that each   has compact support and for each  , supp   for some  .

Thus one chooses either to have the supports indexed by the open cover, or compact supports. If the space is compact, then there exist partitions satisfying both requirements.

A finite open cover always has a continuous partition of unity subordinated to it, provided the space is locally compact and Hausdorff.[1] Paracompactness of the space is a necessary condition to guarantee the existence of a partition of unity subordinate to any open cover. Depending on the category to which the space belongs, it may also be a sufficient condition.[2] The construction uses mollifiers (bump functions), which exist in continuous and smooth manifolds, but not in analytic manifolds. Thus for an open cover of an analytic manifold, an analytic partition of unity subordinate to that open cover generally does not exist. See analytic continuation.

If   and   are partitions of unity for spaces   and  , respectively, then the set of all pairs   is a partition of unity for the cartesian product space  . The tensor product of functions act as  

Example edit

We can construct a partition of unity on   by looking at a chart on the complement of a point   sending   to   with center  . Now, let   be a bump function on   defined by

 
then, both this function and   can be extended uniquely onto   by setting  . Then, the set   forms a partition of unity over  .

Variant definitions edit

Sometimes a less restrictive definition is used: the sum of all the function values at a particular point is only required to be positive, rather than 1, for each point in the space. However, given such a set of functions   one can obtain a partition of unity in the strict sense by dividing by the sum; the partition becomes   where  , which is well defined since at each point only a finite number of terms are nonzero. Even further, some authors drop the requirement that the supports be locally finite, requiring only that   for all  .[3]

In the field of operator algebras, a partition of unity is comprised of projections[4]  . In the case of  -algebras, it can be shown that the entries are pairwise-orthogonal:[5]

 
Note it is not the case that in a general *-algebra that the entries of a partition of unity are pairwise-orthogonal.[6]

If   is a normal element of a unital  -algebra  , and has finite spectrum  , then the projections in the spectral decomposition:

 
form a partition of unity.[7]

In the field of compact quantum groups, the rows and columns of the fundamental representation   of a quantum permutation group   form partitions of unity.[8]

Applications edit

A partition of unity can be used to define the integral (with respect to a volume form) of a function defined over a manifold: one first defines the integral of a function whose support is contained in a single coordinate patch of the manifold; then one uses a partition of unity to define the integral of an arbitrary function; finally one shows that the definition is independent of the chosen partition of unity.

A partition of unity can be used to show the existence of a Riemannian metric on an arbitrary manifold.

Method of steepest descent employs a partition of unity to construct asymptotics of integrals.

Linkwitz–Riley filter is an example of practical implementation of partition of unity to separate input signal into two output signals containing only high- or low-frequency components.

The Bernstein polynomials of a fixed degree m are a family of m+1 linearly independent polynomials that are a partition of unity for the unit interval  .

Partitions of unity are used to establish global smooth approximations for Sobolev functions in bounded domains.[9]

See also edit

References edit

  1. ^ Rudin, Walter (1987). Real and complex analysis (3rd ed.). New York: McGraw-Hill. p. 40. ISBN 978-0-07-054234-1.
  2. ^ Aliprantis, Charalambos D.; Border, Kim C. (2007). Infinite dimensional analysis: a hitchhiker's guide (3rd ed.). Berlin: Springer. p. 716. ISBN 978-3-540-32696-0.
  3. ^ Strichartz, Robert S. (2003). A guide to distribution theory and Fourier transforms. Singapore: World Scientific Pub. Co. ISBN 981-238-421-9. OCLC 54446554.
  4. ^ Conway, John B. A Course in Functional Analysis (2nd ed.). Springer. p. 54. ISBN 0-387-97245-5.
  5. ^ Freslon, Amaury (2023). Compact matrix quantum groups and their combinatorics. Cambridge University Press.
  6. ^ Fritz, Tobias. "Pairwise orthogonality for partitions of unity in a *-algebra". Mathoverflow. Retrieved 7 February 2024.
  7. ^ Murphy, Gerard J. (1990). C*-Algebras and Operator Theory. Academic Press. p. 66. ISBN 0-12-511360-9.
  8. ^ Banica, Teo (2023). Introduction to Quantum Groups. Springer. ISBN 978-3-031-23816-1.
  9. ^ Evans, Lawrence (2010-03-02), "Sobolev spaces", Partial Differential Equations, Graduate Studies in Mathematics, vol. 19, American Mathematical Society, pp. 253–309, doi:10.1090/gsm/019/05, ISBN 9780821849743
  • Tu, Loring W. (2011), An introduction to manifolds, Universitext (2nd ed.), Berlin, New York: Springer-Verlag, doi:10.1007/978-1-4419-7400-6, ISBN 978-1-4419-7399-3, see chapter 13

External links edit

  • General information on partition of unity at [Mathworld]