A Sound-Based Monitoring and Evaluation System for Small-Scale Dairy Operations

Continuous monitoring of livestock operations is vitally important for a sustainable production system. Monitoring systems based on cameras are not sufficient in livestock barns since they require visual inspection and ignore vocal conditions within the barn. These systems are also quite expensive f...

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Main Authors: Songül Şentürklü, Ertuğrul Bilgücü, A. Cumhur Kınacı, Sefa Aksu, Ünal Kızıl
Format: Article
Language:English
Published: Çanakkale Onsekiz Mart University 2022-09-01
Series:Journal of Advanced Research in Natural and Applied Sciences
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Online Access:https://dergipark.org.tr/en/download/article-file/2285410
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author Songül Şentürklü
Ertuğrul Bilgücü
A. Cumhur Kınacı
Sefa Aksu
Ünal Kızıl
author_facet Songül Şentürklü
Ertuğrul Bilgücü
A. Cumhur Kınacı
Sefa Aksu
Ünal Kızıl
author_sort Songül Şentürklü
collection DOAJ
description Continuous monitoring of livestock operations is vitally important for a sustainable production system. Monitoring systems based on cameras are not sufficient in livestock barns since they require visual inspection and ignore vocal conditions within the barn. These systems are also quite expensive for most small family operations. A prototype device that costed $ 470 was developed to remotely monitor the barn based on sound sensors (microphones) data. This device also warns the operator by sending an SMS at sound intensities exceeding the predetermined durations and threshold values. It also makes it possible to listen to the barn by phone if needed. The device and associated web database was tested in this study. The main challenge was the determination of threshold values at which sensors are to generate warning SMS messages. As a method, Z-score of 2.33 which corresponds to area left of the 99% of the normally distributed data curve was determined representing the highest values with a possibility of 1% observation for each sensor. An average value of 97 dB was determined to be a threshold suggestion for future studies. A customizable web-based MySQL database was created to monitor and evaluate the long term data collected via the system.
format Article
id doaj-art-42c4c0b7d1584e92bda4af283e7ab7c5
institution Kabale University
issn 2757-5195
language English
publishDate 2022-09-01
publisher Çanakkale Onsekiz Mart University
record_format Article
series Journal of Advanced Research in Natural and Applied Sciences
spelling doaj-art-42c4c0b7d1584e92bda4af283e7ab7c52025-02-05T17:57:35ZengÇanakkale Onsekiz Mart UniversityJournal of Advanced Research in Natural and Applied Sciences2757-51952022-09-018338039010.28979/jarnas.1081753453A Sound-Based Monitoring and Evaluation System for Small-Scale Dairy OperationsSongül Şentürklü0https://orcid.org/0000-0003-3304-2816Ertuğrul Bilgücü1https://orcid.org/0000-0002-7265-5351A. Cumhur Kınacı2https://orcid.org/0000-0002-8832-5453Sefa Aksu3https://orcid.org/0000-0002-2348-4082Ünal Kızıl4https://orcid.org/0000-0002-8512-3899CANAKKALE ONSEKIZ MART UNIVERSITY, BİGA VOCATIONAL SCHOOLÇANAKKALE ONSEKİZ MART ÜNİVERSİTESİ, BİGA MESLEK YÜKSEKOKULUÇANAKKALE ONSEKİZ MART ÜNİVERSİTESİ, MÜHENDİSLİK FAKÜLTESİ, BİLGİSAYAR MÜHENDİSLİĞİ BÖLÜMÜ, BİLGİSAYAR MÜHENDİSLİĞİ PR.ÇANAKKALE ONSEKİZ MART ÜNİVERSİTESİ, ZİRAAT FAKÜLTESİ, TARIMSAL YAPILAR VE SULAMA BÖLÜMÜ, TARIMSAL YAPILAR VE SULAMA PR.ÇANAKKALE ONSEKİZ MART ÜNİVERSİTESİ, ZİRAAT FAKÜLTESİ, TARIMSAL YAPILAR VE SULAMA BÖLÜMÜContinuous monitoring of livestock operations is vitally important for a sustainable production system. Monitoring systems based on cameras are not sufficient in livestock barns since they require visual inspection and ignore vocal conditions within the barn. These systems are also quite expensive for most small family operations. A prototype device that costed $ 470 was developed to remotely monitor the barn based on sound sensors (microphones) data. This device also warns the operator by sending an SMS at sound intensities exceeding the predetermined durations and threshold values. It also makes it possible to listen to the barn by phone if needed. The device and associated web database was tested in this study. The main challenge was the determination of threshold values at which sensors are to generate warning SMS messages. As a method, Z-score of 2.33 which corresponds to area left of the 99% of the normally distributed data curve was determined representing the highest values with a possibility of 1% observation for each sensor. An average value of 97 dB was determined to be a threshold suggestion for future studies. A customizable web-based MySQL database was created to monitor and evaluate the long term data collected via the system.https://dergipark.org.tr/en/download/article-file/2285410noise monitoringdairy housingsound sensorarduino
spellingShingle Songül Şentürklü
Ertuğrul Bilgücü
A. Cumhur Kınacı
Sefa Aksu
Ünal Kızıl
A Sound-Based Monitoring and Evaluation System for Small-Scale Dairy Operations
Journal of Advanced Research in Natural and Applied Sciences
noise monitoring
dairy housing
sound sensor
arduino
title A Sound-Based Monitoring and Evaluation System for Small-Scale Dairy Operations
title_full A Sound-Based Monitoring and Evaluation System for Small-Scale Dairy Operations
title_fullStr A Sound-Based Monitoring and Evaluation System for Small-Scale Dairy Operations
title_full_unstemmed A Sound-Based Monitoring and Evaluation System for Small-Scale Dairy Operations
title_short A Sound-Based Monitoring and Evaluation System for Small-Scale Dairy Operations
title_sort sound based monitoring and evaluation system for small scale dairy operations
topic noise monitoring
dairy housing
sound sensor
arduino
url https://dergipark.org.tr/en/download/article-file/2285410
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