Constr Approx (2010) 32: 131–158
DOI 10.1007/s00365-010-9083-x
Pointwise Comparison of PCM and ΣΔ Quantization
John J. Benedetto · Onur Oktay
Received: 16 July 2008 / Revised: 4 May 2009 / Accepted: 3 August 2009 /
Published online: 19 February 2010
© Springer Science+Business Media, LLC 2010
Abstract A quantitative comparison of Pulse Code Modulation (PCM) and Sigma–
Delta (ΣΔ) quantization methods is made in the setting of finite frames. Frames
allow for redundant, overcomplete signal decompositions. PCM and ΣΔ are two
industry-standard quantization methods, and the setting of finite frames is appropriate
for a host of modern applications. Previous results for this comparison are known for
upper error bounds, where ΣΔ performs better in the setting of frames, as opposed
to orthonormal bases, where PCM is optimal. We answer the following question: For
which signals x is the PCM error, that is, the norm of the difference between x and
its PCM approximant, less than the ΣΔ error? We prove that, typically, in the setting
of frames, ΣΔ outperforms PCM, but not always.
Keywords Frames · Sigma–Delta quantization · Pulse code modulation
Mathematics Subject Classification (2000) 41A29 · 42C40 · 94A12 · 94A20
1 Introduction
1.1 Background
Let F
d
be a finite dimensional Hilbert space, where F = R the real numbers or F = C
the complex numbers. We shall deal with frames F ={e
n
}
N
n=1
for F
d
and a frame
Communicated by Ronald A. DeVore.
J.J. Benedetto ( )
Norbert Wiener Center, Department of Mathematics, University of Maryland, College Park, MD
20742, USA
e-mail: jjb@math.umd.edu
O. Oktay
School of Engineering and Science, Jacobs University, Bremen, Germany
e-mail: o.oktay@jacobs-university.de