Use of artificial intelligence in room acoustics prediction using a photograph

Daniel Milne, Lee Davison, Ludovico Ausiello

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Abstract

    Current methods of determining acoustical parameters must adhere to current standards, require necessary training, include high equipment costs, and is time-consuming. The estimation of acoustics through calculation diminishes some issues with acoustics measurement but can be less accurate. It can be difficult for individuals and businesses in the acoustics field to consider RT60 despite its importance as an influential acoustic parameter which arguably cannot be assumed, especially within educational spaces. Artificial Intelligence (AI) is a program capable of performing tasks normally requiring human intelligence (see section 2.2) and has reached a maturity wherein it can now apply to real-world tasks that were not previously feasible within industries. AIs might reduce costs as they can reduce the time needed to complete a task and reduce the number of resources required. AIs require data, and in most cases, data acquisition, such as images, video, or text, only needs to happen once which can then allow a range of applications including image identification. As a proof of concept, this project aims to investigate if it is possible to create an alternative method for determining RT60 using AI.
    Original languageEnglish
    Title of host publicationProceedings of the Institute of Acoustics: Reproduced Sound 2020
    PublisherInstitute of Acoustics
    Number of pages12
    Volume42, Part 3
    ISBN (Print)9781906913380
    DOIs
    Publication statusPublished - 30 Nov 2020
    EventReproduced Sound 2020: Taking it up a level - Online
    Duration: 17 Nov 202019 Nov 2020
    https://www.ioa.org.uk/civicrm/event/info%3Fid%3D535%26reset%3D1

    Conference

    ConferenceReproduced Sound 2020
    Abbreviated titleRS2020
    Period17/11/2019/11/20
    Internet address

    Keywords

    • artificial intelligence
    • Acoustics
    • data acquisition

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