Suppose that the real scaling function \(\phi \) satisfies the dilation equation \[ \phi (x)=\sum _k c_k\phi (2x-k). \] Also assume that \(\{\phi (x-k),\, k\in \mathbb {Z}\}\) forms an orthonormal set with respect to the inner product \(\langle u,v\rangle =\int _{-\infty }^{\infty }u(x)v(x)\,dx\). Define the corresponding wavelet function according to \[ \psi (x)=\sum _k(-1)^k c_{1-k}\phi (2x-k). \]
- Prove that \[ \sum _{k\in \mathbb {Z}} c_kc_{k-2p}=2\delta _{0,p}. \]
- Show that \(\{2^{j/2}\psi (2^jx-k),\, k\in \mathbb {Z}\}\) forms an orthonormal set.
- Briefly explain signal decomposition and reconstruction within the framework of multiresolution analysis.