English

High order low-bit Sigma-Delta quantization for fusion frames

Information Theory 2020-10-06 v2 math.IT

Abstract

We construct high order low-bit Sigma-Delta (ΣΔ)(\Sigma \Delta) quantizers for the vector-valued setting of fusion frames. We prove that these ΣΔ\Sigma \Delta quantizers can be stably implemented to quantize fusion frame measurements on subspaces WnW_n using log2(dim(Wn)+1)\log_2( {\rm dim}(W_n)+1) bits per measurement. Signal reconstruction is performed using a version of Sobolev duals for fusion frames, and numerical experiments are given to validate the overall performance.

Cite

@article{arxiv.2006.09732,
  title  = {High order low-bit Sigma-Delta quantization for fusion frames},
  author = {Zhen Gao and Felix Krahmer and Alexander M. Powell},
  journal= {arXiv preprint arXiv:2006.09732},
  year   = {2020}
}

Comments

18 pages, 2 figures

R2 v1 2026-06-23T16:23:54.676Z