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Output Filter Aware Optimization of the Noise Shaping Properties of ΔΣ Modulators Via Semi-Definite Programming

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TLDR
In this paper, the authors propose a framework for optimal design based on the Kalman-Yakubovich-Popov (KYP) lemma and semi-definite programming.
Abstract
The Noise Transfer Function (NTF) of ΔΣ modulators is typically designed after the features of the input signal. We suggest that in many applications, and notably those involving D/D and D/A conversion or actuation, the NTF should instead be shaped after the properties of the output/reconstruction filter. To this aim, we propose a framework for optimal design based on the Kalman-Yakubovich-Popov (KYP) lemma and semi-definite programming. Some examples illustrate how in practical cases the proposed strategy can outperform more standard approaches.

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Citations
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Journal ArticleDOI

Design of delta-sigma modulators via generalized Kalman-Yakubovich-Popov lemma

TL;DR: This paper is concerned with the design of delta-sigma modulators via the generalized Kalman-Yakubovich-Popov lemma, and the proposed design method has an advantage over the benchmark one in improving the signal-to-noise ratio.
Journal ArticleDOI

Mean Squared Error Analysis of Quantizers With Error Feedback

TL;DR: This paper analyzes the mean squared quantization error of the quantizer with error feedback including the $\Delta \Sigma$ modulators and shows that the amplitude response of the optimal error feedback filter can be parameterized by one parameter.
Journal ArticleDOI

Noise Weighting in the Design of {\Delta}{\Sigma} Modulators (with a Psychoacoustic Coder as an Example)

TL;DR: A design flow for ΔΣ modulators is illustrated, allowing quantization noise to be shaped according to an arbitrary weighting profile, based on finite-impulse-response noise transfer functions, possibly with high order.
Journal ArticleDOI

Noise Weighting in the Design of $\Delta\Sigma$ Modulators (With a Psychoacoustic Coder as an Example)

TL;DR: In this article, a design flow for ΔΣ modulators is illustrated, allowing quantization noise to be shaped according to an arbitrary weighting profile, and the flow is best suited for digital architectures.
Journal ArticleDOI

Unified LMI-based design of ΔΣmodulators

TL;DR: Optimal finite impulse response (FIR) error feedback filters for noise shaping in ΔΣ modulators are designed by using weighting functions based on the system norms, which corresponds to the minimization of the system norm.
References
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Journal Article

Python for Scientific Computing

TL;DR: Python is an excellent "steering" language for scientific codes written in other languages, but with additional basic tools, it transforms into a high-level language suited for scientific and engineering code that's often fastenough to be immediately useful but also flexible enough to be sped up with additional extensions.
Book

Toeplitz and circulant matrices

TL;DR: The fundamental theorems on the asymptotic behavior of eigenvalues, inverses, and products of banded Toeplitz matrices and Toepler matrices with absolutely summable elements are derived in a tutorial manner in the hope of making these results available to engineers lacking either the background or endurance to attack the mathematical literature on the subject.
Book

Understanding Delta-Sigma Data Converters

TL;DR: This chapter discusses the design and simulation of delta-sigma modulator systems, and some of the considerations for implementation considerations for [Delta][Sigma] ADCs.
Book

Delta-sigma data converters : theory, design, and simulation

TL;DR: Delta-Sigma Data Converters provides comprehensive coverage of low and high-order single-bit, bandpass, continuous-time, multistage modulators as well as advanced topics, including idle-channel tones, stability, decimation and interpolation filter design, and simulation.
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