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Low-Cost LoRaWAN-Based Indoor Noise Monitoring System with On-Device Sound Classification

Authors: Mastrolinardo, Jean; Von Chong, Alejandro;

Low-Cost LoRaWAN-Based Indoor Noise Monitoring System with On-Device Sound Classification

Abstract

Urban noise pollution has become an increasingly significant environmental issue, with important implications for human health and overall well-being. Because of this, the need for noise monitoring has become ever more important. In this paper, a low-cost, always-on noise monitoring system is developed to measure sound pressure levels, their corresponding statistical data, as well as their possible origins. The device is based on a Heltec LoRa V4 and an INMP441 MEMS microphone using LoRaWAN communication architecture. A neural network is implemented via Edge Impulse, allowing noise classification, which is an important feature for noise guideline compliance and for mitigation strategy implementation. Measurements and noise classification are sent to a GitHub repository, which is then displayed in a Streamlit-based app. The device provides accurate measurement of noise levels on a 24-hour basis, allowing for better implementation of mitigation strategies. The resulting device correctly measures sound levels within a ±2 dB margin of error when compared to the measuring reference.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average