4.7 Article

Efficient Localization of Low-Frequency Sound Source With Non-Synchronous Measurement at Coprime Positions by Alternating Direction Method of Multipliers

Journal

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TIM.2022.3156992

Keywords

Alternating direction method of multipliers (ADMM); coprime position (CP); non-synchronous measurement (NSM); sound source localization; synthetic aperture; virtual array

Funding

  1. Natural Science Foundation of China [12074254]
  2. State Key Laboratory of Mechanical System and Vibration [MSV202001]
  3. Science and Technology on Sonar Laboratory [6142109KF201901]
  4. State Key Laboratory of Compressor Technology [SKL-YSL201812, SKL-YSJ201903]

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This article proposes an efficient acoustic localization method for low-frequency sound source localization. The method achieves non-synchronous measurement at coprime positions and solves the corresponding inverse problem using the alternating direction method of multipliers (ADMM) algorithm. By moving and constructing a virtual array, the aperture and synthetic aperture of the array are enlarged, leading to increased spatial resolution. Simulations and experiments are conducted to verify the efficiency and robustness of the proposed method.
The low-frequency sound source localization is fundamentally restricted by the array aperture. The non-synchronous measurement (NSM) is a powerful method to achieve excellent performance in low-frequency acoustic localization by sequentially scanning the sound field. Nevertheless, the existing methods can only perform sound source localization at a frequency of above 800 Hz. An efficient acoustic localization method is proposed in this article for low-frequency sound source localization by moving the array at coprime positions (CPs) to perform the NSM and solving the corresponding inverse problem by an alternating direction method of multipliers (ADMM) algorithm. First, the prototype array is moved at the CPs to perform the NSM, enlarging the aperture of the array for the first time. Second, the virtual array is constructed by the difference of the actual positions of the array element at each CP, expanding the synthetic aperture again. Third, the virtual signal propagation model is derived from the corresponding virtual signal to further increase spatial resolution by vectorizing the synthetic cross-spectral matrix of the NSM. Finally, the ADMM with the L-1-norm regularization algorithm is derived and applied to solve the virtual signal propagation model, which is also compared with the interior-point algorithm in solving the virtual signal propagation model. To verify the efficiency and robustness of the proposed method, simulations and experiments with different sound sources at low frequencies and noise disturbances are performed in this article.

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