Recording and evaluating soundscapes in Singapore
Planning urban infrastructure requires an understanding of Singapore's soundscape. A study was done to assess the various areas of Singapore based on the "Pleasantness" and "Eventfulness" of the soundscape as evaluated by the ISO models. This project was an extension of t...
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2023
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sg-ntu-dr.10356-1669092023-07-07T16:01:26Z Recording and evaluating soundscapes in Singapore Lin, Hao Weng Gan Woon Seng School of Electrical and Electronic Engineering Ministry of National Development (MND): COT-V4-2020-1 National Research Foundation (NRF): Prime Minister’s Office: COT-V4-2020-1 Digital Signal Processing Laboratory EWSGAN@ntu.edu.sg Engineering::Electrical and electronic engineering Planning urban infrastructure requires an understanding of Singapore's soundscape. A study was done to assess the various areas of Singapore based on the "Pleasantness" and "Eventfulness" of the soundscape as evaluated by the ISO models. This project was an extension of the study. This was done by recording 62 sites based on the locations of the prior study, then automatically evaluating the soundscape characteristics using a pre-trained model trained on the ARAUS dataset. Several random sets of excerpts were generated in order to find the best set of points to reflect the quadrants used in the earlier study. These excerpts were chosen based on an automated method with random seeding over a representative loss function, which was devised specially for this project. Bachelor of Engineering (Information Engineering and Media) 2023-05-16T02:37:36Z 2023-05-16T02:37:36Z 2023 Final Year Project (FYP) Lin, H. W. (2023). Recording and evaluating soundscapes in Singapore. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/166909 https://hdl.handle.net/10356/166909 en A3102-221 https://doi.org/10.21979/N9/AVHSBX application/pdf Nanyang Technological University |
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Engineering::Electrical and electronic engineering Lin, Hao Weng Recording and evaluating soundscapes in Singapore |
description |
Planning urban infrastructure requires an understanding of Singapore's soundscape. A study
was done to assess the various areas of Singapore based on the "Pleasantness" and
"Eventfulness" of the soundscape as evaluated by the ISO models. This project was an
extension of the study. This was done by recording 62 sites based on the locations of the prior
study, then automatically evaluating the soundscape characteristics using a pre-trained model
trained on the ARAUS dataset. Several random sets of excerpts were generated in order to find
the best set of points to reflect the quadrants used in the earlier study. These excerpts were
chosen based on an automated method with random seeding over a representative loss function, which was devised specially for this project. |
author2 |
Gan Woon Seng |
author_facet |
Gan Woon Seng Lin, Hao Weng |
format |
Final Year Project |
author |
Lin, Hao Weng |
author_sort |
Lin, Hao Weng |
title |
Recording and evaluating soundscapes in Singapore |
title_short |
Recording and evaluating soundscapes in Singapore |
title_full |
Recording and evaluating soundscapes in Singapore |
title_fullStr |
Recording and evaluating soundscapes in Singapore |
title_full_unstemmed |
Recording and evaluating soundscapes in Singapore |
title_sort |
recording and evaluating soundscapes in singapore |
publisher |
Nanyang Technological University |
publishDate |
2023 |
url |
https://hdl.handle.net/10356/166909 https://doi.org/10.21979/N9/AVHSBX |
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