Asymptotically Locally Optimal Weight Vector Design for a Tighter Correlation Lower Bound of Quasi-Complementary Sequence Sets

Zilong Liu*, Yong Liang Guan, Wai Ho Mow

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

20 Citations (Scopus)

Abstract

A quasi-complementary sequence set (QCSS) refers to a set of two-dimensional matrices with low nontrivial aperiodic auto- and cross-correlation sums. For multicarrier code-division multiple-access applications, the availability of large QCSSs with low correlation sums is desirable. The generalized Levenshtein bound (GLB) is a lower bound on the maximum aperiodic correlation sum of QCSSs. The bounding expression of GLB is a fractional quadratic function of a weight vector w and is expressed in terms of three additional parameters associated with QCSS: the set size K, the number of channels M, and the sequence length N. It is known that a tighter GLB (compared to the Welch bound) is possible only if the conditionM ≥ 2 andK ≥ K + 1, whereK is a certain function of M and N, is satisfied. A challenging research problem is to determine if there exists a weight vector that gives rise to a tighter GLB for all (not just some)K ≥ K + 1 andM ≥ 2, especially for largeN, i.e., the condition is asymptotically both necessary and sufficient. To achieve this, we analytically optimize the GLB which is (in general) nonconvex as the numerator term is an indefinite quadratic function of the weight vector.Our key idea is to apply the frequency domain decomposition of the circulant matrix (in the numerator term) to convert the nonconvex problem into a convex one. Following this optimization approach, we derive a new weight vector meeting the aforementioned objective and prove that it is a local minimizer of the GLB under certain conditions.

Original languageEnglish
Article number7882639
Pages (from-to)3107-3119
Number of pages13
JournalIEEE Transactions on Signal Processing
Volume65
Issue number12
DOIs
Publication statusPublished - Jun 15 2017
Externally publishedYes

Bibliographical note

Publisher Copyright:
© 1991-2012 IEEE.

ASJC Scopus Subject Areas

  • Signal Processing
  • Electrical and Electronic Engineering

Keywords

  • convex optimization
  • Fractional quadratic programming
  • Golay complementary pair
  • Levenshtein bound
  • perfect complementary sequence set (PCSS)
  • quasi-complementary sequence set (QCSS)
  • Welch bound

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