Generating function
In various areas of mathematics is meant by the generating function of a sequence, the formal power series
For example, the generating function of the constant sequence is the geometric series
The series converges for all and has the value
Because of the use of formal power series, however, play no role in general convergence issues - is merely a symbol. This explicit representation as a power series often allows conclusions to be the result.
Examples
There are the following identities:
- ( generating function of the sequence)
- ( generating function of the sequence)
- ( generating function of the sequence)
Manipulation of generating functions
Assuming a row as generating function is, meet certain manipulations of the sequence corresponding manipulations of the generating function.
For example, consider the sequence with the generating function. deriving results
This corresponds to the result of multiplying by yields
Thus we obtain the result
Deriving a generating function that is equivalent to the multiplication of the n-th element of the sequence and anschließdender index shift to the left, multiplied by z corresponds to a shift of the indices to the right.
Consider a further consequence of the generating function. You multipy with the generating function from above according to the Cauchy product formula is obtained:
The n- th coefficient of the product is thus of the form. This is exactly the partial sum of the first coefficients of the original generating function. Multiplying a generating function thus provides a the Paritialsummen.
An overview of other possible manipulation yields the following table:
Is the generating function of the sequence of the sequence.
Application
Generating functions are an important tool for solving recurrences and difference equations, as well as for the counting of number partitions. The pointwise multiplication of a generating function with the identity corresponding to the displacement of the modeled sequence elements one position to the rear, front, as a new member to the index, a is added. Suppose we have the recursion to solve, then, and it applies to the generating function
So
Solving for F yields
But we know from the previous section that this corresponds to the series, so true by comparing coefficients.
Various types of generating functions
There are in addition to the ordinary generating function or other types of generating functions. Sometimes it proves to be convenient to consider sequences by means of the following two types of generating functions.
Exponential generating function
The exponential generating function (or generating function of exponential type ) a sequence is the series.
For example, the exponential function is the exponential generating function of the sequence
Dirichlet generating function
The Dirichlet generating function of a sequence is the number. It is named after Peter Gustav Lejeune Dirichlet.
For example, the Riemann zeta function is the Dirichlet generating function of the sequence
The " partition function " as a generating function in thermodynamics
In statistical physics, a theoretical- physical discipline in which mainly the thermodynamics is treated, is called the partition function ( partition function ) the formal power series in which β is essentially the reciprocal temperature 1 / T and En the energy values of the treated is assumed to be discrete system are. The " partition function " is the " generating function" of a large number of so-called thermodynamic potentials, in particular the internal energy of the free energy and entropy.
By differentiation with respect to a parameter β generated relations, analogous to the relationship between and occur in connection with the concept of path integral in other areas of theoretical physics. Also the term is " generating function " is used, even if you did not do it with power series for these relationships.