Math 2.0

Integral transforms, operational calculus Definition

Multidimensional Z-transform

Builds on Z-transformRegion of convergenceLaurent series

Definition

Let n≥1n \ge 1 and let x ⁣:ℤn→ℂx \colon \Z^n \to \C be a sequence, written x[k]x[k] for k=(k1,…,kn)k = (k_1, \dots, k_n). The nn-dimensional Z-transform of xx is the function X(z1,…,zn)=∑k∈ℤnx[k] z1−k1⋯zn−kn,X(z_1, \dots, z_n) = \sum_{k \in \Z^n} x[k]\, z_1^{-k_1} \cdots z_n^{-k_n}, defined at those (z1,…,zn)∈(ℂ∖{0})n(z_1, \dots, z_n) \in (\C \setminus \set{0})^n where the series converges absolutely. This set is its region of convergence.

Remarks

For n=1n = 1 this is the bilateral Z-transform. The series is a Laurent series in several variables. Absolute convergence at (z1,…,zn)(z_1, \dots, z_n) depends only on (∣z1∣,…,∣zn∣)(\abs{z_1}, \dots, \abs{z_n}).

Example: x[k1,k2]=ak1bk2x[k_1, k_2] = a^{k_1} b^{k_2} for k1,k2≥0k_1, k_2 \ge 0 and x[k]=0x[k] = 0 otherwise, with a,b∈ℂa, b \in \C. The sum is a product of two geometric series, and X(z1,z2)=1(1−az1−1)(1−bz2−1)X(z_1, z_2) = \frac{1}{(1 - a z_1^{-1})(1 - b z_2^{-1})} for ∣z1∣>∣a∣\abs{z_1} > \abs{a} and ∣z2∣>∣b∣\abs{z_2} > \abs{b}.

Non-example: x[k]=1x[k] = 1 for all k∈ℤ2k \in \Z^2 has an empty region of convergence. For every zz, choose signs ϵ1,ϵ2∈{1,−1}\epsilon_1, \epsilon_2 \in \set{1, -1} with ∣zj∣−ϵj≥1\abs{z_j}^{-\epsilon_j} \ge 1 for j=1,2j = 1, 2. Then the infinitely many terms with kj=ϵjmjk_j = \epsilon_j m_j, m1,m2≥0m_1, m_2 \ge 0, all have absolute value at least 11, so the series diverges.

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  1. Laurent series concept
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Further reading

  1. Web https://en.wikipedia.org/wiki/Multidimensional_transform
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MSC44A55, 44A30
DefinesMultidimensional Z-transform
UsesZ-transform, Region of convergence, Laurent series

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