Automatic loudspeaker room equalization based on sound field estimation with artificial intelligence models

    公开(公告)号:US11553298B2

    公开(公告)日:2023-01-10

    申请号:US17170610

    申请日:2021-02-08

    IPC分类号: H04S7/00

    摘要: One embodiment provides a computer-implemented method that includes acquiring, via at least one microphone, sound pressure data at one or more discrete frequencies obtained from a frequency response of a loudspeaker in a room. The sound pressure data is input into an artificial intelligence (AI) model that analyses and processes information, and that incorporates a relationship between the frequency response and at least one of an energy average (EA) in a listening area or a total sound power (TSP) produced by the loudspeaker. The AI model automatically estimates, without user interaction, the at least one of the EA in the listening area or the TSP produced by the loudspeaker.

    AUTOMATIC LOUDSPEAKER ROOM EQUALIZATION BASED ON SOUND FIELD ESTIMATION WITH ARTIFICIAL INTELLIGENCE MODELS

    公开(公告)号:US20220256305A1

    公开(公告)日:2022-08-11

    申请号:US17170610

    申请日:2021-02-08

    IPC分类号: H04S7/00 G06N3/04

    摘要: One embodiment provides a computer-implemented method that includes acquiring, via at least one microphone, sound pressure data at one or more discrete frequencies obtained from a frequency response of a loudspeaker in a room. The sound pressure data is input into an artificial intelligence (AI) model that analyses and processes information, and that incorporates a relationship between the frequency response and at least one of an energy average (EA) in a listening area or a total sound power (TSP) produced by the loudspeaker. The AI model automatically estimates, without user interaction, the at least one of the EA in the listening area or the TSP produced by the loudspeaker.

    AUTOMATIC SPATIAL CALIBRATION FOR A LOUDSPEAKER SYSTEM USING ARTIFICIAL INTELLIGENCE AND NEARFIELD RESPONSE

    公开(公告)号:US20230032280A1

    公开(公告)日:2023-02-02

    申请号:US17558380

    申请日:2021-12-21

    摘要: One embodiment provides a method of automatic spatial calibration. The method comprises estimating one or more distances from one or more loudspeakers to a listening area based on a machine learning model and one or more propagation delays from the one or more loudspeakers to the listening area. The method further comprises estimating one or more incidence angles of the one or more loudspeakers relative to the listening area based on the one or more propagation delays. The method further comprises applying spatial perception correction to audio reproduced by the one or more loudspeakers based on the one or more distances and the one or more incidence angles. The spatial perception correction comprises delay and gain compensation that corrects misplacement of any of the one or more loudspeakers relative to the listening area.