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In ], the '''Butcher group''', named after the New Zealand mathematician ] by {{harvtxt|Hairer|Wanner|1974}}, is an algebraic formalism involving ]s that provides ] solutions of the |
In ], the '''Butcher group''', named after the New Zealand mathematician ] by {{harvtxt|Hairer|Wanner|1974}}, is an | ||
infinite-dimensional ] first introduced in ] to study solutions of non-linear ]s by the ]. It arose from an algebraic formalism involving ]s that provides ] solutions of the differential equation modeling the flow of a ]. It was {{harvtxt|Cayley|1857}}, prompted by the work of ] on change of variables in ], who first noted that the ] can be conveniently expressed in terms of rooted trees and their combinatorics. {{harvtxt|Brouder|2000}} pointed out that the Butcher group is the group of characters of the ] of rooted trees introduced by {{harvtxt|Connes|Kreimer|1998}} in their work on ] in ]. | |||
==Differentials and rooted trees== | ==Differentials and rooted trees== |
Revision as of 22:35, 25 June 2009
In mathematics, the Butcher group, named after the New Zealand mathematician John C. Butcher by Hairer & Wanner (1974), is an infinite-dimensional group first introduced in numerical analysis to study solutions of non-linear ordinary differential equations by the Runge–Kutta method. It arose from an algebraic formalism involving rooted trees that provides formal power series solutions of the differential equation modeling the flow of a vector field. It was Cayley (1857), prompted by the work of Sylvester on change of variables in differential calculus, who first noted that the derivatives of a composition of functions can be conveniently expressed in terms of rooted trees and their combinatorics. Brouder (2000) pointed out that the Butcher group is the group of characters of the Hopf algebra of rooted trees introduced by Connes & Kreimer (1998) in their work on renormalization in quantum field theory.
Differentials and rooted trees
A rooted tree is a graph with a distinguished node, called the root, in which every other node is connected to the root by a unique path. If the root of a tree t is removed and the nodes connected to the original node by a single bond are taken as new roots, the tree t breaks up into rooted trees t1, t2, ... Reversing this process a new tree t = can be constructed by joining the roots of the trees to a new common root. The number of nodes in a tree is denoted by |t|. A heap-ordering of of a rooted tree t is an allocation of the numbers 1 through |t| to the nodes so that the numbers increase on any path going away from the root. The number of heap-orderings on a particular tree is denoted by α(t) and can be computed using the Butcher's formula:
where St denotes the symmetry group of t and the tree factorial is defined recursively by
with the tree factorial of an isolated root defined to be 1
The ordinary differential equation for the flow of a vector field on an open subset U of R can be written
where x(s) takes values in U, f is a smooth function from U to R and x0 is the starting point of the flow at time s = 0.
Cayley (1857) gave a method to compute the higher order derivatives x(s) in terms of rooted trees. His formula can be conveniently expressed using the elementary differentials introduced by Butcher. These are defined inductively by
With this notation
giving the power series expansion
As an example when N = 1, so that x and f are real-valued functions of a single real variable, the formula yields
where the four terms correspond to the four rooted trees from left to right in Figure 3 above.
In a single variable this formula is the same as Faà di Bruno's formula of 1855; however in several variables it has to be written more carefully in the form
where the tree structure is crucial.
Definition using Hopf algebra of rooted trees
The Hopf algebra H of rooted trees was defined by Connes & Kreimer (1998) in connection with Kreimer's previous work on renormalization in quantum field theory. It was later discovered that the Hopf algebra was the dual of a Hopf algebra defined earlier by Grossman & Larsen (1989) harvtxt error: no target: CITEREFGrossmanLarsen1989 (help) in a different context. The characters of H, i.e. the homomorphisms of the underlying commutative algebra into R, form a group, called the Butcher group. It corresponds to the formal group structure discovered in numerical analysis by Butcher (1972).
The Hopf algebra of rooted trees H is defined to be the polynomial ring in the variables t, where t runs through rooted trees.
- Its comultiplication is defined by
where the sum is over all proper rooted subtrees s of t; is the monomial given by the product the variables ti formed by the rooted trees that arise on erasing all the nodes of s and connected links from t.
- Its counit is the homomorphism ε of H into R sending each varεiable t to zero.
- Its antipode S can be defined recursively by the formula
The Butcher group is defined to be the set of algebra homomorphims φ of H into R with group structure
The inverse in the Butcher group is given by
and the identity by the counit ε.
Butcher series and Runge–Kutta method
The non-linear ordinary differential equation
can be solved approximately by the Runge-Kutta method. This iterative scheme requires an m x m matrix
and a vector
with m components.
The scheme defines vectors xn by first finding a solution X1, ... , Xm of
and then setting
Butcher (1963) showed that the solution of the corresponding ordinary differential equations
has the power series expansion
where φj and φ are determined recursively by
and
The power series above are called Butcher series. The corresponding assignment φ is an element of the Butcher group. The homomorphism corresponding to the actual flow has
Butcher showed that the Runge-Kutta method gives an nth order approximation of the actual flow provided that φ and Φ agree on all trees with n nodes or less. Moreover Butcher (1972) showed that the homomorphisms defined by the Runge-Kutta method form a dense subgroup of the Butcher group: in fact he showed that, given a homomorphism φ', there is a Runge-Kutta homomorphism φ agreeing with φ' to order n; and that if given homomorphims φ and φ' corresponding to Runge-Kutta data (A, b) and (A' , b' ), the product homomorphism corresponds to the data
Hairer & Wanner (1974) proved that the Butcher group acts naturally on the functions f. Indeed setting
they proved that
Lie algebra
Connes & Kreimer (1998) showed that associated with the Butcher group G is an infinite-dimensional Lie algebra. The existence of this Lie algebra is predicted by a theorem of Milnor & Moore (1965): the commutativity and natural grading on H implies that the dual H* can be identified with the universal enveloping algebra of a Lie algebra . Connes and Kreimer explicitly identify with a space of derivations θ of H into R, i.e. linear maps such that
the formal tangent space of G at the identity ε. This forms a Lie algebra with Lie bracket
is generated by the derivations θt defined by
for each rooted tree t.
Renormalization
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Connes & Kreimer (1998) provided a general context for using Hopf algebraic methods to give a simple mathematical formulation of renormalization in the Lagrangian formulation of quantum field theory. Renormalization was interpreteted as Birkhoff factorization of loops in the character group of the associated Hopf algebra. The models considered by Kreimer (1999) harvtxt error: no target: CITEREFKreimer1999 (help) had Hopf algebra H and character group G, the Butcher group. Brouder (2000) has given an account of this renormalization processes in term of flows of Runge-Kutta data.
Notes
References
- Gracia Bondía, José; Várilly, Joseph C.; Figueroa, Héctor (2000), Elements of noncommutative geometry, Birkhäuser, ISBN 0817641246, Chapter 14.
- Brouder, Christian (2000), "Runge–Kutta methods and renormalization", Eur.Phys.J., C12: 521–534
- Butcher, J.C (1963), "Coefficients for the study of Runge-Kutta integration processes", J. Austral. Math. Soc., 3: 185–201
- Butcher, J.C (1972), "An algebraic theory of integration methods", Math. Comput., 26: 79–106
- Butcher, John C. (2008), Numerical methods for ordinary differential equations (2nd ed.), John Wiley & Sons Ltd., ISBN 978-0-470-72335-7, MR2401398
- Butcher, J.C (2009), "Trees and numerical methods for ordinary differential equations", Numerical Algorithms, Springer online
- Cayley, Arthur (1857), "On the theory of analytic forms called trees", Philosophical Magazine, XIII: 172–176 (also in Volume 3 of the Collected Works of Cayley, pages 242–246)
- Connes, Alain; Kreimer, Dirk (1998), "Hopf Algebras, Renormalization and Noncommutative Geometry", Communications in Mathematical Physics, 199: 203–242
- Grossman, R.; Larson, R. (1989), "Hopf algebraic structures of families of trees" (PDF), Journal Algebra, 26: 184–210
- Hairer, E.; Wanner, G. (1974), "On the Butcher group and general multi-value methods", Computing, 13: 1–15
- Milnor, John W.; Moore, John C. (1965), "On the structure of Hopf algebras", Ann. of Math., 81: 211–264