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Schedule as of May 16, 2022 - subject to change

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LIVESTREAMS : A and B


ON DEMAND VIDEOS (previous days)
 
Friday May 29, 2026 1:00pm - 1:30pm CEST
High-speed 1-bit signals generated by oversampling are
widely used in audio applications as they allow simple
demodulation via low-pass filtering while preserving
in-band spectral characteristics with high accuracy.
However, conventional FIR filtering of such signals
generally requires conversion to a multi-bit representation
at a common sampling frequency, which increases
computational cost; complicates the overall processing
flow. This paper addresses the convolution of high-speed
1-bit audio signals with multi-bit FIR impulse responses
; presents a systematic formulation of a multiplier-less
convolution approach. Based on a mathematical
reinterpretation of convolution, the proposed formulation
describes how time shifting; amplitude weighting can be
expressed through structured rearranging of 1-bit samples
without arithmetic operations. This provides a theoretical
description of previously reported 1-bit convolution
methods; however, its validity has not been fully
formalized. We examine the spectral characteristics of the
proposed convolution method; compare them with those
obtained by multi-bit convolution followed by ΔΣ
modulation. Experiments are conducted by convolving 1-bit
input signals with FIR filters having multi-band frequency
responses. Spectral analysis shows that the proposed method
achieves extremely high agreement with the standard
approach within the audible band while the differences
appear primarily at much higher frequencies outside the
audible range. These results demonstrate that convolution
of high-speed 1-bit audio signals can be achieved without
multipliers, suggesting the potential for highly efficient
hardware-oriented signal processing architectures.
Authors
IS

Iori Sakurai

Waseda University
TS

Tomohiro Sakaguchi

Doctoral student, Waseda University
YO

Yasuhiro Oikawa

Waseda University

YG

Yuta Gomi

Waseda University
Friday May 29, 2026 1:00pm - 1:30pm CEST
Aud 44 Technical University of Denmark Asmussens Alle, Building 303A DK-2800 Kgs. Lyngby Denmark
  Audio Processing, Lecture

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