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Effective and efficient gradient based methods for low-bit discrete-phase sequence designs

delete2023-06-01
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PRE
AI
R
Ronghao Lin
X
Xiaolei Shang
李建 cover
李建 (Jian Li) *
DOI:10.1016/j.sigpro.2023.108929delete
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Abstract

Abstract

En 中文
We devise effective and efficient gradient based methods to design low-bit, including binary (one-bit per sample, or 1b) and quaternary (two-bit per sample, or 2b), discrete-phase sequences without or with low correlation zone (LCZ) requirements. We determine proper step sizes needed by the gradient based algorithms to monotonically decrease the optimization metric via efficient line search techniques for aperiodic and periodic low-bit discrete-phase sequence designs. Moreover, we introduce approximate gradient based approaches to reduce the autocorrelation sidelobes when the desired LCZ is relatively large. Numerical examples are provided to show that the proposed gradient based algorithms can outperform the state-of-the-art algorithms for designing 1b and 2b sequences with good autocorrelation properties. (c) 2023 Elsevier B.V. All rights reserved.
Keywords:
Aperiodic and periodic sequences
Autocorrelation functions
Binary (1b) sequences
Gradient based methods
LCZ
Quaternary (2b) sequences

Journal

Signal Processing cover
Signal Processing
IF:
3.6
Papers:
9.9K
Citations:
1.7W

Organization

U
university of science & technology of china, cas
Scholars:
3.2W
Papers: 2.7W
Citations: 74
C
chinese academy of sciences
Scholars:
56.2W
Papers: 44.8W
Citations: 704