A data acquisition setup for data driven acoustic design

التفاصيل البيبلوغرافية
العنوان: A data acquisition setup for data driven acoustic design
المؤلفون: Rust, Romana, Xydis, Achilleas, Heutschi, Kurt, Perraudin, Nathanaël, Casas, Gonzalo, Du, Chaoyu, Strauss, Jürgen, Eggenschwiler, Kurt, Perez-Cruz, Fernando, Gramazio, Fabio, Kohler, Matthias
المصدر: Building Acoustics. February 2021
سنة النشر: 2021
المجموعة: Computer Science
مصطلحات موضوعية: Computer Science - Sound, Computer Science - Machine Learning, Electrical Engineering and Systems Science - Audio and Speech Processing
الوصف: In this paper, we present a novel interdisciplinary approach to study the relationship between diffusive surface structures and their acoustic performance. Using computational design, surface structures are iteratively generated and 3D printed at 1:10 model scale. They originate from different fabrication typologies and are designed to have acoustic diffusion and absorption effects. An automated robotic process measures the impulse responses of these surfaces by positioning a microphone and a speaker at multiple locations. The collected data serves two purposes: first, as an exploratory catalogue of different spatio-temporal-acoustic scenarios and second, as data set for predicting the acoustic response of digitally designed surface geometries using machine learning. In this paper, we present the automated data acquisition setup, the data processing and the computational generation of diffusive surface structures. We describe first results of comparative studies of measured surface panels and conclude with steps of future research.
نوع الوثيقة: Working Paper
DOI: 10.1177/1351010X20986901
URL الوصول: http://arxiv.org/abs/2109.12014
رقم الأكسشن: edsarx.2109.12014
قاعدة البيانات: arXiv
الوصف
DOI:10.1177/1351010X20986901