DocumentCode
737506
Title
Group Frames With Few Distinct Inner Products and Low Coherence
Author
Thill, Matthew ; Hassibi, Babak
Author_Institution
Department of Electrical Engineering, Caltech, Pasadena,
Volume
63
Issue
19
fYear
2015
Firstpage
5222
Lastpage
5237
Abstract
Frame theory has been a popular subject in the design of structured signals and codes in recent years, with applications ranging from the design of measurement matrices in compressive sensing, to spherical codes for data compression and data transmission, to spacetime codes for MIMO communications, and to measurement operators in quantum sensing. High-performance codes usually arise from designing frames whose elements have mutually low coherence. Building off the original “group frame” design of Slepian which has since been elaborated in the works of Vale and Waldron, we present several new frame constructions based on cyclic and generalized dihedral groups. Slepian’s original construction was based on the premise that group structure allows one to reduce the number of distinct inner pairwise inner products in a frame with
elements from
to
. All of our constructions further utilize the group structure to produce tight frames with even fewer distinct inner product values between the frame elements. When
is prime, for example, we use cyclic groups to construct
-dimensional frame vectors with at most
distinct inner products. We use this behavior to bound the coherence of our frames via arguments based on the frame potential, and derive even tighter bounds from combinatorial and algebraic arguments using the group structure alone. In certain cases, we recover well-known Welch bound achieving frames. In cases where the Welch bound has not been achieved, and is not known to be achievable, we obtain frames wi- h close to Welch bound performance.
Keywords
Coherence; Compressed sensing; Electric variables measurement; Harmonic analysis; Indexes; MIMO; Quantum mechanics; Coherence; Welch bound; compressive sensing; frame; group frame; group representation; spherical codes; unit norm tight frame;
fLanguage
English
Journal_Title
Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1053-587X
Type
jour
DOI
10.1109/TSP.2015.2450195
Filename
7147829
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