Sound source localization technology has been developing rapidly in the military and civil fields; however, it still has certain limitations in large-scale manufactory or industrial site with the noise and complex sound field environments. So, the single sound source localization algorithm based on the microphone array model of the multilayer perceptron was studied, firstly, a three-point microphone array model was built to collect and process the sound wave signals, then the Time-Differences-of-Arrival (TDOA) and sound pressure level of microphone signals were extracted to as feature vectors, and multilayer perceptron sound source localization algorithm with multiple features and multiple hidden layers was constructed. Based on the python machine learning toolbox-sklearn, the algorithm was implemented and simulated, and the result shows that it has better performance and robustness compared with other machine learning sound source localization algorithms.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Research on Sound Source Localization Algorithm Based on Multilayer Perceptron


    Weitere Titelangaben:

    Lect. Notes Electrical Eng.


    Beteiligte:
    Wang, Yi (Herausgeber:in) / Martinsen, Kristian (Herausgeber:in) / Yu, Tao (Herausgeber:in) / Wang, Kesheng (Herausgeber:in) / Zhang, Jinliang (Autor:in) / Weng, Xianfeng (Autor:in) / Zhou, Jing (Autor:in) / Li, DongPing (Autor:in)

    Kongress:

    International Workshop of Advanced Manufacturing and Automation ; 2020 ; Zhanjiang, China October 12, 2020 - October 13, 2020



    Erscheinungsdatum :

    23.01.2021


    Format / Umfang :

    7 pages





    Medientyp :

    Aufsatz/Kapitel (Buch)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch




    Research on Sound Source Localization Algorithm Based on Multilayer Perceptron

    Zhang, Jinliang / Weng, Xianfeng / Zhou, Jing et al. | TIBKAT | 2021


    Modular, Multilayer Perceptron

    Cheng, Li-Jen / Liu, Tsuen-Hsi | NTRS | 1991


    Memristor crossbar based implementation of a multilayer perceptron

    Yakopcic, Chris / Taha, Tarek M. | IEEE | 2017



    A New Fast Multilayer Perceptron Training Procedure Based On The Davidon Fletcher Powell Algorithm

    Abid, S. / Fnaiech, F. / IEEE | British Library Conference Proceedings | 2003