论文标题

融合框架的高阶低位Sigma-Delta量化

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

论文作者

Gao, Zhen, Krahmer, Felix, Powell, Alexander M.

论文摘要

我们为融合帧的向量设置构建高阶低位sigma-delta $(σδ)$量化器。我们证明,可以使用$ \ log_2({\ rm dim}(w_n)+1)$ lits $ w_n $量化这些$σδ$量化器,以量化子空间$ w_n $上的融合帧测量值。使用Sobolev Duals进行融合帧进行信号重建,并进行数值实验以验证整体性能。

We construct high order low-bit Sigma-Delta $(ΣΔ)$ quantizers for the vector-valued setting of fusion frames. We prove that these $ΣΔ$ quantizers can be stably implemented to quantize fusion frame measurements on subspaces $W_n$ using $\log_2( {\rm dim}(W_n)+1)$ 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.

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