Image analysis method to evaluate beak and head motion of broiler chickens during feeding

Article


Mehdizadeh, S. Abdanan, Neves, D. P., Tscharke, M., Naas, I. A. and Banhazi, T. M.. 2015. "Image analysis method to evaluate beak and head motion of broiler chickens during feeding." Computers and Electronics in Agriculture. 114, pp. 88-95. https://doi.org/10.1016/j.compag.2015.03.017
Article Title

Image analysis method to evaluate beak and head motion of broiler chickens during feeding

ERA Journal ID41630
Article CategoryArticle
AuthorsMehdizadeh, S. Abdanan (Author), Neves, D. P. (Author), Tscharke, M. (Author), Naas, I. A. (Author) and Banhazi, T. M. (Author)
Journal TitleComputers and Electronics in Agriculture
Journal Citation114, pp. 88-95
Number of Pages8
Year2015
PublisherElsevier
Place of PublicationAmsterdam, Netherlands
ISSN0168-1699
Digital Object Identifier (DOI)https://doi.org/10.1016/j.compag.2015.03.017
Abstract

While feeding broiler chickens may exhibit different biomechanical movements in relation to the physical
properties of feed such as size, shape and hardness. Furthermore, the chicken’s anatomical features at
various ages, genders and breeds in conjunction with feed type and feeder design parameters may also have an influence on biomechanical movement. To determine the significance of these parameters during feeding, kinematic measurements related to the biomechanical motions are required. However, determining this information manually from video by a human operator is tedious and prone to errors. The aim of this study was to develop a machine vision technique which visually identifies the relevant biomechanical variables attributed to broiler feeding behaviour from high-speed video footages. A total of 369
frames from three broiler chicks of 5 days old were manually measured and compared to the automatic
measurement. For each bird six mandibulations (i.e. a cycle of opening and closing the beak) were manually
selected, which were two different sequences of three consecutive mandibulations starting right after a feed grasping. The kinematics variables considered were: (i) head displacement (eye centre position; x- and y-axis); (ii) beak opening speed (given in mm ms�1); (iii) beak closing speed (measured in mm ms�1); (iv) beak opening acceleration (given in mm ms�2); and (v) beak closing acceleration (given in mm ms�2). Results indicated that the highest error for eye position detection was 1.05 mm for x-axis and 0.67 for the y-axis. The difference between manual and automatic (algorithm output) measurements
for the beak gape was 0.22 ± 0.009 mm, in which the maximum difference was 0.76 mm. Regression analysis indicated that both measures are highly correlated (R2 = 99.2%). Statistical tests suggested that the primary probably causes of error are the speed and acceleration of the beak motion (i.e. blurred image), as well as the presence of feed particles in the first and second mandibulations right after the feed grasping (i.e. occluded beak tips by feed particles). The presented method calculated automatically the position of the eye centre (x- and y-axis) and both upper and lower beak tips distance in a high level
of accuracy, but the model can be improved by using a camera with higher resolution, a higher acquisition rate, and infrared-reflective markers. The method has the potential to facilitate efficient and repeatable acquisition of biomechanical data of broiler chickens during feeding, and be used to benchmark the feed physical properties and its processing methods, likewise evolving knowledge for futures studies in feeders’ design.

Keywordsbiomechanics; eating behavior; high-speed camera; image analysis; jaw apparatus
ANZSRC Field of Research 2020300302. Animal management
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Byline AffiliationsRamin Khuzestan University of Agriculture and Natural Resources, Iran
State University of Campinas, Brazil
National Centre for Engineering in Agriculture
Institution of OriginUniversity of Southern Queensland
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Review of methods to determine weight, size and composition of livestock from images
Tscharke, M. and Banhazi, T. M.. 2011. "Review of methods to determine weight, size and composition of livestock from images." Banhazi, T., Saunders, C. and Hegarty, R. (ed.) SEAg 2011: Diverse Challenges, Innovative Solutions. Gold Coast, Australia 29 - 30 Sep 2011 Canberra, Australia .
Growth recorded automatically and continuously by a machine vision system for finisher pigs
Tscharke, M. J. and Banhazi, T. M.. 2011. "Growth recorded automatically and continuously by a machine vision system for finisher pigs." Banhazi, T., Saunders, C. and Hegarty, R. (ed.) SEAg 2011: Diverse Challenges, Innovative Solutions. Gold Coast, Australia 29 - 30 Sep 2011 Canberra, Australia .
Spatial, diurnal and seasonal variations in the levels of environmental parameters in Australian livestock buildings
Banhazi, T. M.. 2011. "Spatial, diurnal and seasonal variations in the levels of environmental parameters in Australian livestock buildings." Banhazi, T., Saunders, C. and Hegarty, R. (ed.) SEAg 2011: Diverse Challenges, Innovative Solutions. Gold Coast, Australia 29 - 30 Sep 2011 Canberra, Australia .
Treatment of airborne pollutants in livestock buildings with ozone as potential abatement option
Banhazi, T.. 2011. "Treatment of airborne pollutants in livestock buildings with ozone as potential abatement option ." Australian Journal of Multi-Disciplinary Engineering. 8 (2), pp. 147-156.
A low cost portable environmental monitoring system for livestock buildings
Clements, M. S., Watt, A. C., Debono, A. P., Aziz, S. M. and Banhazi, T. M.. 2011. "A low cost portable environmental monitoring system for livestock buildings." Banhazi, T., Saunders, C. and Hegarty, R. (ed.) SEAg 2011: Diverse Challenges, Innovative Solutions. Gold Coast, Australia 29 - 30 Sep 2011 Canberra, Australia .
Glossary of terms on animal housing: interconnecting engineering, physical and physiological definitions
Panagakis, P., Blanes-Vidal, V., Banhazi, T., Barbosa, J. C., Maltz, E., da Cruz, V. F. and Berckmans, D.. 2009. "Glossary of terms on animal housing: interconnecting engineering, physical and physiological definitions." Agricultural Engineering International. 11, pp. 1-34.
Development of a smart livestock farming tool for identifying animal growth using artificial intelligence
Tscharke, Matthew J.. 2012. Development of a smart livestock farming tool for identifying animal growth using artificial intelligence. PhD Thesis Doctor of Philosophy. University of Southern Queensland.
Precision livestock farming and nutrition
Banhazi, Thomas and Babinszky, Laszlo. 2010. "Precision livestock farming and nutrition." Kralik, Gordana (ed.) 17th International Conference on Animal Nutrition (KRMIVA 2010): Innovation in Non-Ruminant Nutrition. Opatija, Croatia 07 - 09 Jun 2010 Zagreb, Croatia.
Controlling the concentrations of airborne particles in broiler buildings
Banhazi, T. M., Currie, E. P. K., Quartararo, M. and Aarnink, A. J. A.. 2009. "Controlling the concentrations of airborne particles in broiler buildings ." Aland, A. and Madec, F. (ed.) Sustainable animal production: the challenges and potential developments for professional farming. Wageningen, Netherlands. Wageningen Academic Publishers. pp. 347-364
Field evaluation of a prototype sensor for measuring feed disappearance in livestock buildings
Banhazi, T. M., Rutley, D., Parkin, B. J. and Lewis, B.. 2009. "Field evaluation of a prototype sensor for measuring feed disappearance in livestock buildings." Australian Journal of Multi-Disciplinary Engineering. 7 (1), pp. 27-38.
Precision livestock farming: a suite of electronic systems to ensure the application of best practice management on livestock farms
Banhazi, Thomas and Black, John L.. 2009. "Precision livestock farming: a suite of electronic systems to ensure the application of best practice management on livestock farms." Australian Journal of Multi-Disciplinary Engineering. 7 (1), pp. 1-13.
Identification of the risk factors for high airborne particle concentrations in broiler buildings using statistical modelling
Banhazi, T. M., Seedorf, J., Laffrique, M. and Rutley, D. L.. 2008. "Identification of the risk factors for high airborne particle concentrations in broiler buildings using statistical modelling ." Biosystems Engineering. 101 (1), pp. 100-110. https://doi.org/10.1016/j.biosystemseng.2008.06.007
Potential of using infrared thermography for determination of skin wetness and thus perceived thermal comfort of pigs
Banhazi, T., Kitchen, J. and Tivey, D.. 2009. "Potential of using infrared thermography for determination of skin wetness and thus perceived thermal comfort of pigs." Australian Journal of Multi-Disciplinary Engineering. 7 (1), pp. 47-54.
User-friendly air quality monitoring system
Banhazi, Thomas. 2009. "User-friendly air quality monitoring system ." Applied Engineering in Agriculture. 25 (2), pp. 281-290.
Development and testing of an evaluation procedure for commercial manure additive products
Banhazi, T., Hudson, N., Dunlop, M., Dyson, C. and Thomas, R.. 2009. "Development and testing of an evaluation procedure for commercial manure additive products ." Biosystems Engineering. 103 (3), pp. 321-328. https://doi.org/10.1016/j.biosystemseng.2009.04.011
Review of the consequences and control of high air temperatures in intensive livestock buildings
Banhazi, T., Aarnink, A., Thuy, H., Pedersen, S., Hartung, J., Payne, H., Mullan, B. and Berckmans, D.. 2009. "Review of the consequences and control of high air temperatures in intensive livestock buildings ." Australian Journal of Multi-Disciplinary Engineering. 7 (1), pp. 63-78.
Identification of risk factors for sub-optimal housing conditions in Australian piggeries: part 4. Emission factors and study recommendations
Banhazi, T. M., Rutley, D. L. and Pitchford, W. S.. 2008. "Identification of risk factors for sub-optimal housing conditions in Australian piggeries: part 4. Emission factors and study recommendations." Journal of Agricultural Safety and Health. 14 (1), pp. 53-69.
Identification of risk factors for sub-optimal housing conditions in Australian piggeries: part 2. Airborne pollutants
Banhazi, T. M., Seedorf, J., Rutley, D. L. and Pitchford, W. S.. 2008. "Identification of risk factors for sub-optimal housing conditions in Australian piggeries: part 2. Airborne pollutants ." Journal of Agricultural Safety and Health. 14 (1), pp. 21-39.
Identification of risk factors for sub-optimal housing conditions in Australian piggeries: part 1. Study justification and design
Banhazi, T. M., Seedorf, J., Rutley, D. L. and Pitchford, W. S.. 2008. "Identification of risk factors for sub-optimal housing conditions in Australian piggeries: part 1. Study justification and design." Journal of Agricultural Safety and Health. 14 (1), pp. 5-20.
Identification of risk factors for sub-optimal housing conditions in Australian piggeries: part 3. Environmental parameters
Banhazi, T. M., Seedorf, J., Rutley, D. L. and Pitchford, W. S.. 2008. "Identification of risk factors for sub-optimal housing conditions in Australian piggeries: part 3. Environmental parameters." Journal of Agricultural Safety and Health. 14 (1), pp. 41-52.
Weight estimation using image analysis and statistical modelling: a preliminary study
Kollis, K., Phang, C. S., Banhazi, Thomas and Searle, Stephen J.. 2007. "Weight estimation using image analysis and statistical modelling: a preliminary study ." Applied Engineering in Agriculture. 23 (1), pp. 91-96.
Validation and fine-tuning of a predictive model for air quality in livestock buildings
Banhazi, T. M., Rutley, D. L. and Pitchford, W. S.. 2010. "Validation and fine-tuning of a predictive model for air quality in livestock buildings." Biosystems Engineering. 105 (3), pp. 395-401. https://doi.org/10.1016/j.biosystemseng.2009.12.011
Air pollution and livestock production
Watt, A. C., Aziz, S. M. and Banhazi, T. M.. 2010. "Air pollution and livestock production." 17th World Congress of the International Commission of Agricultural and Biosystems Engineering (CIGR 2010): Sustainable Biosystems Through Engineering. Quebec City, Canada 13 - 17 Jun 2010 Quebec City, Canada.