An internet of things approach to auditory masker fusion and investigation into spatial locomotion for soundscape augmentation utilizing 5G communication

The soundscape approach is a holistic approach to improving the perceptual attributes of an acoustic environment, such as pleasantness. An approach known as soundscape augmentation helps to improve pleasantness by introducing new sounds, or maskers, into the soundscape. A machine learning based syst...

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Main Author: Wong, Trevor Martens Zhi Ming
Other Authors: Gan Woon Seng
Format: Thesis-Master by Research
Language:English
Published: Nanyang Technological University 2024
Subjects:
IoT
Online Access:https://hdl.handle.net/10356/178329
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Institution: Nanyang Technological University
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spelling sg-ntu-dr.10356-1783292024-07-05T03:11:43Z An internet of things approach to auditory masker fusion and investigation into spatial locomotion for soundscape augmentation utilizing 5G communication Wong, Trevor Martens Zhi Ming Gan Woon Seng School of Electrical and Electronic Engineering Infocomm Media Development Authority of Singapore (IMDA) Digital Signal Processing Laboratory EWSGAN@ntu.edu.sg Engineering Soundscape IoT The soundscape approach is a holistic approach to improving the perceptual attributes of an acoustic environment, such as pleasantness. An approach known as soundscape augmentation helps to improve pleasantness by introducing new sounds, or maskers, into the soundscape. A machine learning based system exists to predict the best maskers for soundscape augmentation but is challenging to implement in a real-world environment. In this work, an Internet of Things (IoT) system is designed to allow for a low-cost implementation of this machine learning system, allowing intelligent soundscape augmentation with minimal human intervention. A prototype of this system was set up in a public space and a pilot study conducted to verify its effectiveness. Additionally, locomotion of maskers and the use of multiple maskers are under-explored areas of soundscape augmentation. While the directionality of maskers has been shown to affect soundscape quality, research on maskers spatialized to “move” about the listener is lacking. This work explored whether adding locomotion to the predicted maskers and whether using more than one masker at a time would impact pleasantness for listeners through a subjective experiment with 29 participants. The results of the experiment showed no significant impact on pleasantness due to locomotion or multiple maskers. As a result, it was determined that the design of the IoT soundscape augmentation system could be simplified in future iterations, eliminating the need for a first order ambisonic playback system. This would reduce cost and complexity in future designs, improving the efficiency of the system. Master's degree 2024-06-13T23:11:29Z 2024-06-13T23:11:29Z 2023 Thesis-Master by Research Wong, T. M. Z. M. (2023). An internet of things approach to auditory masker fusion and investigation into spatial locomotion for soundscape augmentation utilizing 5G communication. Master's thesis, Nanyang Technological University, Singapore. https://hdl.handle.net/10356/178329 https://hdl.handle.net/10356/178329 10.32657/10356/178329 en CoT-V4-2020-1 This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC 4.0). application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering
Soundscape
IoT
spellingShingle Engineering
Soundscape
IoT
Wong, Trevor Martens Zhi Ming
An internet of things approach to auditory masker fusion and investigation into spatial locomotion for soundscape augmentation utilizing 5G communication
description The soundscape approach is a holistic approach to improving the perceptual attributes of an acoustic environment, such as pleasantness. An approach known as soundscape augmentation helps to improve pleasantness by introducing new sounds, or maskers, into the soundscape. A machine learning based system exists to predict the best maskers for soundscape augmentation but is challenging to implement in a real-world environment. In this work, an Internet of Things (IoT) system is designed to allow for a low-cost implementation of this machine learning system, allowing intelligent soundscape augmentation with minimal human intervention. A prototype of this system was set up in a public space and a pilot study conducted to verify its effectiveness. Additionally, locomotion of maskers and the use of multiple maskers are under-explored areas of soundscape augmentation. While the directionality of maskers has been shown to affect soundscape quality, research on maskers spatialized to “move” about the listener is lacking. This work explored whether adding locomotion to the predicted maskers and whether using more than one masker at a time would impact pleasantness for listeners through a subjective experiment with 29 participants. The results of the experiment showed no significant impact on pleasantness due to locomotion or multiple maskers. As a result, it was determined that the design of the IoT soundscape augmentation system could be simplified in future iterations, eliminating the need for a first order ambisonic playback system. This would reduce cost and complexity in future designs, improving the efficiency of the system.
author2 Gan Woon Seng
author_facet Gan Woon Seng
Wong, Trevor Martens Zhi Ming
format Thesis-Master by Research
author Wong, Trevor Martens Zhi Ming
author_sort Wong, Trevor Martens Zhi Ming
title An internet of things approach to auditory masker fusion and investigation into spatial locomotion for soundscape augmentation utilizing 5G communication
title_short An internet of things approach to auditory masker fusion and investigation into spatial locomotion for soundscape augmentation utilizing 5G communication
title_full An internet of things approach to auditory masker fusion and investigation into spatial locomotion for soundscape augmentation utilizing 5G communication
title_fullStr An internet of things approach to auditory masker fusion and investigation into spatial locomotion for soundscape augmentation utilizing 5G communication
title_full_unstemmed An internet of things approach to auditory masker fusion and investigation into spatial locomotion for soundscape augmentation utilizing 5G communication
title_sort internet of things approach to auditory masker fusion and investigation into spatial locomotion for soundscape augmentation utilizing 5g communication
publisher Nanyang Technological University
publishDate 2024
url https://hdl.handle.net/10356/178329
_version_ 1814047070150983680