A real-time platform for portable and scalable active noise mitigation for construction machinery

This paper introduces a novel portable and scalable Active Noise Mitigation (PSANM) system designed to reduce low-frequency noise from construction machinery. The PSANM system consists of portable units with autonomous capabilities, optimized for stable performance within a specific power range....

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Main Authors: Gan, Woon-Seng, Peksi, Santi, Lai, Chung Kwan, Lee, Yen Theng, Shi, Dongyuan, Lam, Bhan
Other Authors: School of Electrical and Electronic Engineering
Format: Conference or Workshop Item
Language:English
Published: 2025
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Online Access:https://hdl.handle.net/10356/182684
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1826842025-02-21T15:42:26Z A real-time platform for portable and scalable active noise mitigation for construction machinery Gan, Woon-Seng Peksi, Santi Lai, Chung Kwan Lee, Yen Theng Shi, Dongyuan Lam, Bhan School of Electrical and Electronic Engineering 2024 Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC) Engineering Active noise control Construction noise This paper introduces a novel portable and scalable Active Noise Mitigation (PSANM) system designed to reduce low-frequency noise from construction machinery. The PSANM system consists of portable units with autonomous capabilities, optimized for stable performance within a specific power range. An adaptive control algorithm with a variable penalty factor prevents the adaptive filter from over-driving the anti-noise actuators, avoiding non-linear operation and instability. This feature ensures the PSANM system can autonomously control noise at its source, allowing for continuous operation without human intervention. Additionally, the system includes a web server for remote management and is equipped with weather-resistant sensors and actuators, enhancing its usability in outdoor conditions. Laboratory and in-situ experiments demonstrate the PSANM system's effectiveness in reducing construction-related low-frequency noise on a global scale. To further expand the noise reduction zone, additional PSANM units can be strategically positioned in front of noise sources, enhancing the system's scalability.The PSANM system also provides a valuable prototyping platform for developing adaptive algorithms prior to deployment. Unlike many studies that rely solely on simulation results under ideal conditions, this paper offers a holistic evaluation of the effectiveness of applying active noise control techniques directly at the noise source, demonstrating realistic and perceptible noise reduction. This work supports sustainable urban development by offering innovative noise management solutions for the construction industry, contributing to a quieter and more livable urban environment. Ministry of Education (MOE) Submitted/Accepted version This research is supported by the Ministry of Education, Singapore, under its Academic Research Fund Tier 2 (MOET2EP20221-0014) 2025-02-17T05:49:57Z 2025-02-17T05:49:57Z 2024 Conference Paper Gan, W., Peksi, S., Lai, C. K., Lee, Y. T., Shi, D. & Lam, B. (2024). A real-time platform for portable and scalable active noise mitigation for construction machinery. 2024 Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC). https://dx.doi.org/10.1109/APSIPAASC63619.2025.10849249 2640-0103 https://hdl.handle.net/10356/182684 10.1109/APSIPAASC63619.2025.10849249 en MOET2EP20221-0014 © 2024 IEEE. All rights reserved. This article may be downloaded for personal use only. Any other use requires prior permission of the copyright holder. The Version of Record is available online at http://doi.org/10.1109/APSIPAASC63619.2025.10849249. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Engineering
Active noise control
Construction noise
spellingShingle Engineering
Active noise control
Construction noise
Gan, Woon-Seng
Peksi, Santi
Lai, Chung Kwan
Lee, Yen Theng
Shi, Dongyuan
Lam, Bhan
A real-time platform for portable and scalable active noise mitigation for construction machinery
description This paper introduces a novel portable and scalable Active Noise Mitigation (PSANM) system designed to reduce low-frequency noise from construction machinery. The PSANM system consists of portable units with autonomous capabilities, optimized for stable performance within a specific power range. An adaptive control algorithm with a variable penalty factor prevents the adaptive filter from over-driving the anti-noise actuators, avoiding non-linear operation and instability. This feature ensures the PSANM system can autonomously control noise at its source, allowing for continuous operation without human intervention. Additionally, the system includes a web server for remote management and is equipped with weather-resistant sensors and actuators, enhancing its usability in outdoor conditions. Laboratory and in-situ experiments demonstrate the PSANM system's effectiveness in reducing construction-related low-frequency noise on a global scale. To further expand the noise reduction zone, additional PSANM units can be strategically positioned in front of noise sources, enhancing the system's scalability.The PSANM system also provides a valuable prototyping platform for developing adaptive algorithms prior to deployment. Unlike many studies that rely solely on simulation results under ideal conditions, this paper offers a holistic evaluation of the effectiveness of applying active noise control techniques directly at the noise source, demonstrating realistic and perceptible noise reduction. This work supports sustainable urban development by offering innovative noise management solutions for the construction industry, contributing to a quieter and more livable urban environment.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Gan, Woon-Seng
Peksi, Santi
Lai, Chung Kwan
Lee, Yen Theng
Shi, Dongyuan
Lam, Bhan
format Conference or Workshop Item
author Gan, Woon-Seng
Peksi, Santi
Lai, Chung Kwan
Lee, Yen Theng
Shi, Dongyuan
Lam, Bhan
author_sort Gan, Woon-Seng
title A real-time platform for portable and scalable active noise mitigation for construction machinery
title_short A real-time platform for portable and scalable active noise mitigation for construction machinery
title_full A real-time platform for portable and scalable active noise mitigation for construction machinery
title_fullStr A real-time platform for portable and scalable active noise mitigation for construction machinery
title_full_unstemmed A real-time platform for portable and scalable active noise mitigation for construction machinery
title_sort real-time platform for portable and scalable active noise mitigation for construction machinery
publishDate 2025
url https://hdl.handle.net/10356/182684
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