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Updated: Jan 6, 2026

Fabrication, Operation and Flow Visualization in Surface-acoustic-wave-driven Acoustic-counterflow Microfluidics
Published on: August 27, 2013
Adjoint-based optimization of sound reinforcement including non-uniform flow
Lewin Stein1, Florian Straube2, Jörn Sesterhenn1
1Computational Fluid Dynamics Group, TU Berlin, Müller-Breslau-Str. 15, 10623 Berlin, Germany.
This study introduces a novel time-domain adjoint method to optimize loudspeaker array driving functions for sound reinforcement, even in complex environments. The approach effectively generates target sound fields by considering non-linear fluid dynamics.
Area of Science:
- Acoustics
- Computational Fluid Dynamics
- Signal Processing
Background:
- Optimizing loudspeaker arrays for sound reinforcement is a complex inverse problem.
- Traditional frequency-domain methods struggle with complex environmental conditions.
- Non-linear fluid dynamics are often simplified, limiting real-world applicability.
Purpose of the Study:
- To develop an innovative time-domain adjoint-based method for determining loudspeaker array driving functions.
- To account for complex environmental conditions like non-uniform flow, wind, and thermal stratification.
- To provide an alternative to conventional frequency-domain approaches.
Main Methods:
- An adjoint-based approach in the time domain was developed.
- The full non-linear Euler equations were used instead of the Helmholtz equation.
- Acoustic sources were optimized to generate a specified target sound field.
Main Results:
- The method successfully determined appropriate driving functions for both circular and linear monopole arrays.
- Environmental conditions including wind and thermal stratification were successfully incorporated for the linear array.
- The approach demonstrated effectiveness in generating target sound fields under complex scenarios.
Conclusions:
- The proposed time-domain adjoint method offers a robust solution for optimizing loudspeaker array drives.
- The use of non-linear Euler equations facilitates handling complex flow and boundary conditions.
- This method provides a powerful tool for advanced sound reinforcement applications.
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