Cargando…

Accuracy of Broiler Activity Index as Affected by Sampling Time Interval

SIMPLE SUMMARY: Broiler activity index is a measure of bird movement through determining bird-representative pixel changes between consecutive images. Since the concept of activity index was coined, different sampling time intervals of consecutive images have been used to determine broiler activity....

Descripción completa

Detalles Bibliográficos
Autores principales: Yang, Xiao, Zhao, Yang, Tabler, George T.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7341234/
https://www.ncbi.nlm.nih.gov/pubmed/32604811
http://dx.doi.org/10.3390/ani10061102
_version_ 1783555191599005696
author Yang, Xiao
Zhao, Yang
Tabler, George T.
author_facet Yang, Xiao
Zhao, Yang
Tabler, George T.
author_sort Yang, Xiao
collection PubMed
description SIMPLE SUMMARY: Broiler activity index is a measure of bird movement through determining bird-representative pixel changes between consecutive images. Since the concept of activity index was coined, different sampling time intervals of consecutive images have been used to determine broiler activity. In this study, we found that accuracy of broiler activity decreased at longer sampling time intervals, with the 0.04-s interval yielding the most accurate activity index among all intervals investigated. In addition, broiler activity in the commercial house generally decreased as birds aged and varied at different monitoring locations. The research provides insights into image-sampling strategies for accurately determining broiler activity index, which may help to address growing public concerns on poultry welfare and health. ABSTRACT: Different time intervals between consecutive images have been used to determine broiler activity index (AI). However, the accuracy of broiler AI as affected by sampling time interval remains to be explored. The objective of this study was to investigate the effect of the sampling time interval (0.04, 0.2, 1, 10, 60, and 300 s) on the accuracy of broiler AI at different bird ages (1–7 weeks), locations (feeder, drinker, and open areas) and times of day (06:00–07:00 h, 12:00–13:00 h, and 18:00–19:00 h). A ceiling-mounted camera was used to capture top-view videos for broiler AI calculations. The results show that the sampling time interval of 0.04 s yielded the highest broiler AI because more bird motion details were captured at this short time interval. The broiler AIs at longer time intervals were 1–99% of that determined at the 0.04-s interval. The broiler AI at 0.2-s interval showed an acceptable accuracy with 80% less computational resources. Broiler AI decreased as birds aged but increased after week 4 at the drinker area. Broiler AI was the highest at the open area for weeks 1–4 and at the feeder and drinker areas for weeks 5–7. It is concluded that the accuracy of broiler AI was significantly affected by sampling time intervals. Broiler AI in commercial housing showed both temporal and spatial variations.
format Online
Article
Text
id pubmed-7341234
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-73412342020-07-14 Accuracy of Broiler Activity Index as Affected by Sampling Time Interval Yang, Xiao Zhao, Yang Tabler, George T. Animals (Basel) Article SIMPLE SUMMARY: Broiler activity index is a measure of bird movement through determining bird-representative pixel changes between consecutive images. Since the concept of activity index was coined, different sampling time intervals of consecutive images have been used to determine broiler activity. In this study, we found that accuracy of broiler activity decreased at longer sampling time intervals, with the 0.04-s interval yielding the most accurate activity index among all intervals investigated. In addition, broiler activity in the commercial house generally decreased as birds aged and varied at different monitoring locations. The research provides insights into image-sampling strategies for accurately determining broiler activity index, which may help to address growing public concerns on poultry welfare and health. ABSTRACT: Different time intervals between consecutive images have been used to determine broiler activity index (AI). However, the accuracy of broiler AI as affected by sampling time interval remains to be explored. The objective of this study was to investigate the effect of the sampling time interval (0.04, 0.2, 1, 10, 60, and 300 s) on the accuracy of broiler AI at different bird ages (1–7 weeks), locations (feeder, drinker, and open areas) and times of day (06:00–07:00 h, 12:00–13:00 h, and 18:00–19:00 h). A ceiling-mounted camera was used to capture top-view videos for broiler AI calculations. The results show that the sampling time interval of 0.04 s yielded the highest broiler AI because more bird motion details were captured at this short time interval. The broiler AIs at longer time intervals were 1–99% of that determined at the 0.04-s interval. The broiler AI at 0.2-s interval showed an acceptable accuracy with 80% less computational resources. Broiler AI decreased as birds aged but increased after week 4 at the drinker area. Broiler AI was the highest at the open area for weeks 1–4 and at the feeder and drinker areas for weeks 5–7. It is concluded that the accuracy of broiler AI was significantly affected by sampling time intervals. Broiler AI in commercial housing showed both temporal and spatial variations. MDPI 2020-06-26 /pmc/articles/PMC7341234/ /pubmed/32604811 http://dx.doi.org/10.3390/ani10061102 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Yang, Xiao
Zhao, Yang
Tabler, George T.
Accuracy of Broiler Activity Index as Affected by Sampling Time Interval
title Accuracy of Broiler Activity Index as Affected by Sampling Time Interval
title_full Accuracy of Broiler Activity Index as Affected by Sampling Time Interval
title_fullStr Accuracy of Broiler Activity Index as Affected by Sampling Time Interval
title_full_unstemmed Accuracy of Broiler Activity Index as Affected by Sampling Time Interval
title_short Accuracy of Broiler Activity Index as Affected by Sampling Time Interval
title_sort accuracy of broiler activity index as affected by sampling time interval
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7341234/
https://www.ncbi.nlm.nih.gov/pubmed/32604811
http://dx.doi.org/10.3390/ani10061102
work_keys_str_mv AT yangxiao accuracyofbroileractivityindexasaffectedbysamplingtimeinterval
AT zhaoyang accuracyofbroileractivityindexasaffectedbysamplingtimeinterval
AT tablergeorget accuracyofbroileractivityindexasaffectedbysamplingtimeinterval