ABSTRACT
For broadband noise source localization technology, this paper introduces different broadband sound source localization algorithms, improves the existing DCS-SOMP algorithm, and finally applies the improved DCS-SOMP algorithm to the localization of broadband sound sources of different intensities. In this paper, the performance of the improved DCS-SOMP algorithm is studied in detail from the aspects of difference of sound source intensity, number of sound sources, signal-to-noise ratio, bandwidth width, and target sparsity. By comparing with the DCS-SOMP algorithm, it is found that the improved DCS-SOMP algorithm has good stability, and can locate sound sources of different intensities when the signal-to-noise ratio is very low. The improved DCS-SOMP algorithm can also pinpoint sound sources of different intensities when locating multiple sound sources. The case application shows that the proposed method can achieve the goal of locating broadband noise sources at different center frequencies at the same time, and can be used for various types of leakage noise detection.
CCS CONCEPTS • Information systems∼ Information systems applications∼ Mobile information processing systems
- Petkovic J, Umaefulam V, Wattiaux A, Development of an extension of the OMERACT Summary of Measurement Properties table to capture equity considerations: SOMP-Equity. Seminars in arthritis and rheumatism, 2021, 51(6):96-102.Google ScholarCross Ref
- Jianyu C, Guangming D, Jin C, Nonstationary sound source localization method based on Vold-Kalman order extraction. Noise and Vibration Control, 2021, 41(04): 27-34.Google Scholar
- Guoxin L, Guoqing L, Tangyu Z, Comprehensive evaluation of power quality based on variable weighting and improved superior and inferior solution distance method. Smart Power, 2021, 49(07): 86-92.Google Scholar
- Shufeng L, Yongshao X, Bingzheng L, Sound source localization method based on improved MUSIC. Journal of Electronic Measurement and Instrumentation, 2021, 35(08):212-219.Google Scholar
- Weilian L. Power quality evaluation method of main engine of ship electric propulsion system. Ship Science and Technology, 2021, 43(12): 91-93.Google Scholar
- Yongqiang Z, Xianming L, Zefeng C. Leak detection method for the jet fuel pipeline based on IUPEMD and DTWSVM. Measurement Science and Technology, 2023, 34(5): 132-136.Google Scholar
- Jie Y, Wenjing M, Chun H, Leak detection and localization techniques in oil and gas pipeline: A bibliometric and systematic review. Engineering Failure Analysis, 2023, 146.Google Scholar
- Dongsheng G, Zhaoxue C, Cuiwei L, Analysis of the Influencing Factors of the Leak Detection Method Based on the Disturbance-Reflected Signal. Energies, 2023, 16(2): S102-105.Google Scholar
- Fangli N, Zhe L, Jiahao S, A Robust and Efficient Compressed Sensing Algorithm for Wideband Acoustic Imaging. Chinese Journal of Mechanical Engineering, 2020, 33(06):87-102.Google Scholar
- Kopiev V.F, Ershov V.V, Khramtsov I.V, Improving the Localization Accuracy of Dipole Sound Sources Using Planar Microphone Arrays. Acoustical Physics, 2023, 69(2):32-37.Google Scholar
- Ran W, Ting L, Chenyu Z, Noise source localization in permanent magnet synchronous motors under time-varying speed working conditions. Applied Acoustics, 2022, 192(1):213-216.Google Scholar
- Wieslaw F, Damian D. Use of Acoustic Camera for Noise Sources Localization and Noise Reduction in the Industrial Plant. ARCHIVES OF ACOUSTICS, 2020, 45(1):182-185.Google Scholar
- Chiariotti P, Martarelli M, Castellini P. Acoustic beamforming for noise source localization – Reviews, methodology and applications. Mechanical Systems and Signal Processing, 2019, 120:232-236.Google ScholarCross Ref
- Yuanwen L, Min L, Yang D, Research of the improved mapping of acoustic correlated sources method. Applied Acoustics, 2019, 145:165-168.Google Scholar
Index Terms
- Research on noise source localization technology based on improved DCS-SOMP algorithm
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