2023 INTERSPEECH INTERSPEECH 2023

Low-complexity Broadband Beampattern Synthesis using Array Response Control

Abstract

Beampattern synthesis plays a critical role in fixed beamforming. A fast beampattern synthesis method is highly desired, especially for broadband beamformers requiring a large number of weight parameters for better performance. This paper proposes a low-complexity broadband beampattern synthesis method for time-domain beamformers. Introducing the null-forming scheme of adaptive beamformers, a virtual interference-plus-noise matrix is iteratively constructed to control the sidelobe pattern accurately. The proposed method reduces the computational complexity when compared with the existing algorithms based on the interior-point method (IPM), especially for large-scale microphone arrays. Simulation results demonstrate that the proposed method obtains equivalent beampatterns with much higher efficiency than the IPM-based method. In speech extraction experiments, the designed beamformers exhibit better suppression performance than the conventional fixed beamformer.

🌉 Interdisciplinary Bridge — Machine Learning and Mathematics & Optimization
🧭 Keyword Pioneer — beampattern synthesis
🐝 Cross-Pollinator — Artificial Intelligence, Computer Science, Computer Vision, Data Science & Analytics, Deep Learning, Interdisciplinary, Knowledge & Reasoning, Machine Learning, Mathematics & Optimization, Natural Language Processing, Reinforcement Learning, Robotics, Security & Privacy, Speech & Audio