Sidelobe suppression in loudspeaker line array via sparse optimization

  • Yuxin Liu orcid

    School of Information and Communication Engineering, Communication University of China, Beijing 100024, China

  • Hui Ren orcid

    School of Information and Communication Engineering, Communication University of China, Beijing 100024, China

  • Zhen Li orcid

    School of Information and Communication Engineering, Communication University of China, Beijing 100024, China

  • Qian Zhou orcid

    School of Information and Communication Engineering, Communication University of China, Beijing 100024, China

Article ID: 3785
Keywords: loudspeaker line array; sparse array; sidelobe suppression; optimization algorithm; beam steering

Abstract

Loudspeaker line arrays, widely deployed in venues such as theaters, stadiums, cinemas, and conference halls, are used to achieve uniform sound field coverage and directional control. Due to the spatial sampling effect of the loudspeaker-line-array discrete structure on an ideal continuous line source, periodic sidelobes inevitably appear in the sound radiation directivity pattern, whose pressure level increases with frequency. To mitigate this problem, a sidelobe suppression approach based on sparse array optimization is proposed. To reduce peak side lobe sound pressure levels, particle swarm optimization (PSO) and constrained genetic algorithms (GA) are employed to achieve random sparse optimization of array element positions and sparse optimization of structural symmetry in loudspeaker line array, respectively. Furthermore, due to the increased side lobe sound pressure level after beam steering, a beam steering algorithm combining sparse constraints with an improved Cosh criterion was proposed to achieve effective side lobe suppression following beam steering. This algorithm maintains the sidelobe suppression effect while achieving digital beam steering, allowing the main beam to be directed to a specific direction without requiring mechanical movement. The simulation results indicate that, by sparsifying loudspeaker units, the proposed method effectively suppresses the sidelobe sound pressure levels, with acceptable performance degradation in main-beam gain. In addition, flexible digital beam steering is archived with the sparsely optimized loudspeaker arrays in a low sidelobe level.

Published
2026-02-04
How to Cite
Liu, Y., Ren, H., Li, Z., & Zhou, Q. (2026). Sidelobe suppression in loudspeaker line array via sparse optimization. Sound & Vibration, 60(1). https://doi.org/10.59400/sv3785
Section
Article

References

[1]Wolff I, Malter L. Directional radiation of sound. The Journal of the Acoustical Society of America. 1930; 2(2): 201–241.

[2]Ahrens J, Spors S. Sound field reproduction using planar and linear arrays of loudspeakers. IEEE Transactions on Audio, Speech, and Language Processing. 2010; 18(8): 2038–2050.

[3]Bai MR, Hsieh YH. Point focusing using loudspeaker arrays from the perspective of optimal beamforming. The Journal of the Acoustical Society of America. 2015; 137(6): 3393–3410.

[4]Mabande E, Kellermann W. Towards superdirective beamforming with loudspeaker arrays. In: Proceedings of the International Congress on Acoustics; 2–7 September 2007; Madrid, Spain.

[5]Hao X, Wang Y, Zhang Y, et al. An optimization method for frequency-invariant beamforming with arbitrary sensor arrays. Applied Acoustics. 2023; 207: 109328.

[6]Chen X, Zhang H, Lv Y. Improving the beamforming performance of a vector sensor line array with a coprime array configuration. Applied Acoustics. 2023; 207: 109329.

[7]Wu X, Lee WN. Directional coherence factor for volumetric ultrasound imaging with matrix arrays. IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control. 2025; 72(6): 817–827.

[8]Luo T, Yang W, Che W. High efficiency wide-beam antenna array with h-plane beamwidth enlargement and filtering properties for millimeter-wave applications. Microwave and Optical Technology Letters. 2025; 67(8): e70348.

[9]Zhu Y, Zhang Y, Fan F, et al. An enhanced beamsteering algorithm based on mvdr for a multi-channel parametric array loudspeaker array. Journal of Sound and Vibration. 2025; 595: 118768.

[10]Van Trees HL. Optimum Array Processing: Part IV of Detection, Estimation, and Modulation Theory. Wiley-Interscience; 2002.

[11]Romoli L, Cecchi S, Peretti P, et al. Real-time implementation and performance evaluation of digital control for loudspeakers line arrays. Applied Acoustics. 2015; 97: 121–132.

[12]Gölles L, Zotter F, Merkel L. Miniature line array for immersive sound reinforcement. In: Proceedings of the AES 2023 International Conference on Spatial and Immersive Audio; 23–25 August 2023; Huddersfield, UK.

[13]Møller MB, Martinez J, Østergaard J. Reduced complexity for sound zones with subband block adaptive filters and a loudspeaker line array. The Journal of the Acoustical Society of America. 2024; 155(4): 2314–2326.

[14]Mai H, Xie B, Jiang J, et al. Influence of the number of loudspeakers on the timbre in horizontal and mixed-order ambisoncis reproduction. Sound & Vibration. 2019; 53(3): 112–125.

[15]Jiang J, Xie B, Mai H. A comparison on the localization performance of static and dynamic binaural ambisonics reproduction with different order. Sound & Vibration. 2019; 53(1): 45–60.

[16]Yan M, Chan CA, Gygax AF, et al. Efficient generation of optimal UAV trajectories with uncertain obstacle avoidance in MEC networks. IEEE Internet of Things Journal. 2024; 11(23): 38380–38392.

[17]Yan M, Zhang Y, Chan CA, et al. Secure task offloading strategy optimization of UAV-aided outdoor mobile high-definition live streaming. Chinese Journal of Aeronautics. 2025; 38(10): 103454.

[18]Yang S, Wang H, Xu Y, et al. A coupled simulated annealing and particle swarm optimization reliability-based design optimization strategy under hybrid uncertainties. Mathematics. 2023; 11(23): 4790. doi: 10.3390/math11234790

[19]Yang S, Meng D, Keshtegar B, et al. ASVR-GPSO: A novel hybrid active support vector regression and global-best partial swarm optimization for structural reliability analysis. Structural and Multidisciplinary Optimization. 2025; 68(10). doi: 10.1007/s00158-025-04134-4

[20]Xue H, Zhang X, Guo X, et al. Optimization of a random linear ultrasonic therapeutic array based on a genetic algorithm. Ultrasonics. 2022; 124: 106751.

[21]Haupt RL. Thinned arrays using genetic algorithms. IEEE Transactions on Antennas and Propagation. 1994; 42(7): 993–999.

[22]Pueo B, Escolano J, Roma M. Precise control of beam direction and beamwidth of linear loudspeaker arrays. In: Proceedings of the Workshop Proceedings, 2004 Sensor Array and Multichannel Signal; 18–21 July 2004; Barcelona, Spain. pp. 538–541.

[23]Huang Z, Ma S, Wang H, et al. A uniform SPL distribution method of linear phased loudspeaker array using genetic algorithm. In: Proceedings of the 2012 IEEE 14th International Conference on Communication Technology; 9–11 November 2012; Chengdu, China. pp. 976–980.

[24]Jin W, Kleijn WB. Theory and design of multizone soundfield reproduction using sparse methods. IEEE/ACM Transactions on Audio, Speech, and Language Processing. 2015; 23(12): 2343–2355.

[25]Zhong J, Zhuang T, Li M, et al. Sidelobe suppression for a steerable parametric source using the sparse random array technique. IEEE/ACM Transactions on Audio, Speech, and Language Processing. 2023; 31: 3152–3161.

[26]Khodier MM, Christodoulou CG. Linear array geometry synthesis with minimum sidelobe level and null control using particle swarm optimization. IEEE Transactions on Antennas and Propagation. 2005; 53(8): 2674–2679.

[27]Ureda MS. Analysis of loudspeaker line arrays. Journal of the Audio Engineering Society. 2004; 52(5): 467–495.

[28]Dawoud MM, Tennant A, Anderson AP. Array pattern nulling by element position perturbations using a genetic algorithm. Electronics Letters. 1994; 30(3): 174–176.

[29]Chen K, He Z, Han C. A modified real GA for the sparse linear array synthesis with multiple constraints. IEEE Transactions on Antennas and Propagation. 2006; 54(7): 2169–2173.

[30]Brown AD. Electronically Scanned Arrays MATLAB® Modeling and Simulation. CRC Press; 2017.

[31]Krishna MV, Raju GSN, Mishra S. Sidelobe level reduction in linear antenna array synthesis using Cuckoo Search & Accelerated Particle Swarm algorithms. In: Proceedings of the 2016 International Conference on ElectroMagnetic Interference & Compatibility (INCEMIC); 14–16 December 2016; Bangalore, India. pp. 1–4.