Active Low-Frequency Noise Control Implementing Genetic Algorithm on Mode Coupling of a Compound Source

A system for low-frequency noise control in small, enclosed sound fields is proposed, using compound sound sources optimized by a genetic algorithm (GA). It is the integration of the developed low-Bl driver compound sources with a GA computer program in the Python language, aiming to control the modal field. The lack of appropriate free space in small rooms is critical for positioning the secondary sound sources; therefore, the proposed system has been designed to adapt to any available position. Two quadrupole topologies of the secondary compound source are applied and examined in a room. The convergence of the algorithm to the optimal solutions is attained through parametric configuration. The spatial radiation of the compound source at a single fixed position is adapted to couple with the modal noise field and attenuate it. The experimental results indicate that the proposed system can successfully control resonances of different low frequencies down to 50 Hz at multiple positions. The tonal noise attenuation reaches up to 32 dB at 100 Hz, confirming the applicability of the small subwoofer loudspeaker configurations for low-frequency control. This new method offers a practical and effective alternative to the typical abatement techniques that use distributed monopole sources in limited spaces.

Automated summary

A system for low-frequency noise control in small, enclosed sound fields is proposed, using compound sound sources optimized by a genetic algorithm (GA). It aims to control the modal field by integrating low-Bl driver compound sources with a GA computer program in Python. The system is designed to adapt to any available position due to the lack of appropriate free space in small rooms. Two quadrupole topologies of the secondary compound source are applied and examined in a room, achieving convergence to optimal solutions through parametric configuration. The experimental results demonstrate successful control of resonances of different low frequencies and significant tonal noise attenuation, confirming the practicality and effectiveness of the system as an alternative to typical abatement techniques in limited spaces.