General setup with experimental materials for sound recordings of broiler chickens to automatically and continuously measure the short-term feeding behaviours of broiler chickens and correlation between feeding characteristics estimated by algorithm and feeding characteristics obtained by reference methods.Display Omitted A novel method was proposed to assess short-term feeding behaviours of broilers.The correlation between proposed and reference methods was very high.89-95 percent of feeding characteristics were correctly monitored using sound analysis.Measurements can be made continuously, in a fully automated and non-invasive way. This paper describes a novel monitoring system to accurately detect the short-term feeding behaviours (meal size, meal duration, meals per day and feeding rate) of broiler chickens at group level by a real-time sound processing technology. In this research, the pecking sounds of 10 male, 39days old, broiler chickens were recorded by a microphone that was attached to the feeder. Simultaneously, the appearances of broilers around feeder were recorded by a camera that was positioned at the top of the feeding pen. At the same time, a weighing system was used to automatically record feed uptake of broilers as a reference method. Moreover, an existing algorithm was used to detect the pecking sounds of 10 broiler chickens while the birds were all eating together. The feeding behaviours of broiler chickens were obtained by pecking sound analysis. The results of the algorithm were compared to reference feeding behaviours through weighing system measurements and video observations. The relationship between feeding behaviours obtained by algorithm and feeding behaviours recorded by a weighing scale and video camera was investigated and a strong positive correlation was found between these methods. Furthermore, the linear regression tests which were performed which were performed resulted in the following coefficients of determination R2=0.965 for meal size, 0.938 for meal duration, 0.896 for the number of meals per day and 0.888 for feeding rate. Additionally, the estimated accuracy of the method showed that, 90% of meal size, 95% of meal duration, 94% of the number of meals per day and 89% of feeding rate were correctly monitored using sound analysis. The results suggest that this automated continuous measurement system has the potential to be used as a tool to monitor the short-term feeding behaviours of broiler chickens at group level. The most important advantage of this system is that the measurements can be made continuously throughout the life span of a flock, in a fully automated, completely non-invasive and non-intrusive way. It is proposed to test this system in commercial conditions due to its low costs and in order to evaluate its applicability under these conditions. Future researches should be focused on sound technology to assess the health and welfare of broilers by automatically and continuously monitoring the feeding behaviours.
[1]
Hongwei Xin,et al.
Feeding and Drinking Patterns of Broilers Subjected to Different Feeding and Lighting Programs
,
1993
.
[2]
Richard S Gates,et al.
Automated Weighing of Group-housed, Growing-finishing Swine
,
1995
.
[3]
Hongwei Xin,et al.
Comparative Analysis of Measurement Techniques of Feeding Behavior of Individual Poultry
,
2001
.
[4]
Hongwei Xin,et al.
Extracting poultry behaviour from time-series weigh scale records
,
2008
.
[5]
Hongwei Xin,et al.
Feeding Behaviors of Laying Hens With or Without Beak Trimming
,
2004
.
[6]
C. J. Savory,et al.
Stereotyped pecking after feeding by restricted-fed fowls is influenced by meal size
,
1999
.
[7]
Hongwei Xin,et al.
AN INSTRUMENTATION SYSTEM FOR STUDYING FEEDING AND DRINKING BEHAVIOR OF INDIVIDUAL POULTRY
,
2001
.
[8]
S. Viazzi,et al.
A novel method to automatically measure the feed intake of broiler chickens by sound technology
,
2014
.
[9]
I Kyriazakis,et al.
The biologically relevant unit for the analysis of short-term feeding behavior of dairy cows.
,
2000,
Journal of dairy science.
[10]
Martin G. Hulsey,et al.
A system for automated recording and analysis of feeding behavior
,
1991,
Physiology & Behavior.
[11]
Daniel Berckmans,et al.
A real-time monitoring tool to automatically measure the feed intakes of multiple broiler chickens by sound analysis
,
2015,
Comput. Electron. Agric..
[12]
Shuxin Du,et al.
Original paper: A real-time automated system for monitoring individual feed intake and body weight of group housed turkeys
,
2011
.
[13]
Jean-Marie Aerts,et al.
Original papers: Real-time recognition of sick pig cough sounds
,
2008
.
[14]
J. M. Faure,et al.
Feed Pecking in Young Chickens: New Techniques of Evaluation
,
1997,
Physiology & Behavior.