A Framework for Designing and Analyzing Margin Propagation-Based Analog Correlators

Precise estimation of correlation or similarity between two random variables lies at the heart of signal detection, target localization and pattern recognition. In this paper, we show that there exists a large class of multiplier-less analog correlators that can demonstrate a higher signal-to-noise ratio (SNR) compared to a conventional multiply-accumulate (MAC) based correlator. The multiplier-less design uses a Margin Propagation (MP) principle combining rectifying diodes in a symmetric circuit architecture. Using Price’s theorem we present a novel analytical framework that can be used to understand the steady-state behavioral response of different MP correlator circuits. The analytical results have been verified using transient and steady-state circuit simulations of correlator circuits designed in a standard CMOS process.

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Publication Details

Journal
IEEE Transactions on Circuits and Systems I Regular Papers
Published
2024-11-19
DOI
https://doi.org/10.1109/tcsi.2024.3498002
Citations
1
Primary Topic
Speech and Audio Processing
Type
article
Field-Weighted Citation Impact
0.35
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article

A Framework for Designing and Analyzing Margin Propagation-Based Analog Correlators

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1 citations
IEEE Transactions on Circuits and Systems I Regular Papers
Speech and Audio Processing
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article

A Framework for Designing and Analyzing Margin Propagation-Based Analog Correlators

Shantanu Chakrabartty, Aravind Nagulu, Gert Cauwenberghs, Arun Natarajan, Zhili Xiao, Albert Kilgore
article en
1 citations

Abstract

Precise estimation of correlation or similarity between two random variables lies at the heart of signal detection, target localization and pattern recognition. In this paper, we show that there exists a large class of multiplier-less analog correlators that can demonstrate a higher signal-to-noise ratio (SNR) compared to a conventional multiply-accumulate (MAC) based correlator. The multiplier-less design uses a Margin Propagation (MP) principle combining rectifying diodes in a symmetric circuit architecture. Using Price’s theorem we present a novel analytical framework that can be used to understand the steady-state behavioral response of different MP correlator circuits. The analytical results have been verified using transient and steady-state circuit simulations of correlator circuits designed in a standard CMOS process.

IEEE Transactions on Circuits and Systems I Regular PapersVol. 72(7)
Oregon State University (US), Washington University in St. Louis (US)
Openalex Percentile: Top 42%
Speech and Audio Processing
0.35
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