Review of methods to determine weight, size and composition of livestock from images

Paper

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 .
Paper/Presentation Title

Review of methods to determine weight, size and composition of livestock from images

Presentation TypePaper
AuthorsTscharke, M. (Author) and Banhazi, T. M. (Author)
EditorsBanhazi, T., Saunders, C. and Hegarty, R.
Journal or Proceedings TitleProceedings of the Biennial Conference of the Australian Society for Engineering in Agriculture (SEAg 2011)
Number of Pages19
Year2011
Place of PublicationCanberra, Australia
ISBN9780858259829
Web Address (URL) of Paperhttp://www.seagconference.com.au/
Conference/EventSEAg 2011: Diverse Challenges, Innovative Solutions
Event Details
SEAg 2011: Diverse Challenges, Innovative Solutions
Event Date
29 to end of 30 Sep 2011
Event Location
Gold Coast, Australia
Abstract

The currently available technologies which can determine the weight of livestock are reviewed and limitations of the weighing task by these means are defined. Comparisons between the different techniques highlight the superiority of the non-contact vision based method. Modelling techniques for weight estimation size and composition are reviewed along with image segmentation and recognition methods. Conclusions identify that more work is required on further minimising the error of group average daily weight estimates, individual animal weight estimates, group weight deviation and enhancing the design of the weighing apparatus to function in a commercially realistic environments. Future direction also centres on enhancing automation, minimising invasive environmental control, maximising precision and repeatability during dimension recovery and identifying and controlling the effect of any bias in weight estimation.

Keywordsmachine vision; allometry; computer vision; weight; image analysis; animals; livestock
ANZSRC Field of Research 2020460304. Computer vision
300207. Agricultural systems analysis and modelling
409901. Agricultural engineering
Public Notes

Files associated with this item cannot be displayed due to copyright restrictions.

Byline AffiliationsNational Centre for Engineering in Agriculture
Institution of OriginUniversity of Southern Queensland
Permalink -

https://research.usq.edu.au/item/q0zv9/review-of-methods-to-determine-weight-size-and-composition-of-livestock-from-images

Log in to edit

Download files

Other Documentation
SEAg2011-DOC.pdf
File access level: Anyone

  • 2004
    total views
  • 211
    total downloads
  • 5
    views this month
  • 0
    downloads this month

Export as

Related outputs

A machine learning framework to predict the next month's daily milk yield, milk composition and milking frequency for cows in a robotic dairy farm
Ji, Boyu, Banhazi, Thomas, Phillips, Clive J.C., Wang, Chaoyuan and Li, Baoming. 2022. "A machine learning framework to predict the next month's daily milk yield, milk composition and milking frequency for cows in a robotic dairy farm." Biosystems Engineering. 216, pp. 186-197. https://doi.org/10.1016/j.biosystemseng.2022.02.013
NCEA's Remote Monitoring and Automatic Detection of Grain Crop Attributes for GRDC Variety Trials
Tscharke, Matthew. NCEA's Remote Monitoring and Automatic Detection of Grain Crop Attributes for GRDC Variety Trials. Toowoomba. https://doi.org/10.26192/ttq9-v179
Principles of primate feeding and nutrition. Part 1 Evaluation of diets offered in an Australian zoo
Banhazi, T., Crook, G. and Taplin, D.. 2009. "Principles of primate feeding and nutrition. Part 1 Evaluation of diets offered in an Australian zoo." Walker, Natalie (ed.) 2009 AVA Annual Conference, Conservation Biology Stream: One Medicine, One Health. Darwin, Australia 17 - 22 May 2009 Sydney, Australia.
A review of measuring, assessing and mitigating heat stress in dairy cattle
Ji, Boyu, Banhazi, Thomas, Perano, Kristen, Ghahramani, Afshin, Bowtell, Les, Wang, Chaoyuan and Li, Baoming. 2020. "A review of measuring, assessing and mitigating heat stress in dairy cattle." Biosystems Engineering. 199, pp. 4-26. https://doi.org/10.1016/j.biosystemseng.2020.07.009
Modelling of heat stress in a robotic dairy farm. Part 4: Time constant and cumulative effects of heat stress
Ji, Boyu, Banhazi, Thomas, Ghahramani, Afshin, Bowtell, Les, Wang, Chaoyuan and Li, Baoming. 2020. "Modelling of heat stress in a robotic dairy farm. Part 4: Time constant and cumulative effects of heat stress." Biosystems Engineering. 199, pp. 73-82. https://doi.org/10.1016/j.biosystemseng.2020.07.014
Modelling of heat stress in a robotic dairy farm. Part 3: rumination and milking performance
Ji, Boyu, Banhazi, Thomas, Ghahramani, Afshin, Bowtell, Les, Wang, Chaoyuan and Li, Baoming. 2020. "Modelling of heat stress in a robotic dairy farm. Part 3: rumination and milking performance." Biosystems Engineering. 199, pp. 58-72. https://doi.org/10.1016/j.biosystemseng.2020.02.006
Modelling of heat stress in a robotic dairy farm. Part 2: identifying the specific thresholds with production factors
Ji, Boyu, Banhazi, Thomas, Ghahramani, Afshin, Bowtell, Les, Wang, Chaoyuan and Li, Baoming. 2020. "Modelling of heat stress in a robotic dairy farm. Part 2: identifying the specific thresholds with production factors." Biosystems Engineering. 199, pp. 43-57. https://doi.org/10.1016/j.biosystemseng.2019.11.005
Modelling of heat stress in a robotic dairy farm. Part 1: thermal comfort indices as the indicators of production loss
Ji, Boyu, Banhazi, Thomas, Ghahramani, Afshin, Bowtell, Les, Wang, Chaoyuan and Li, Baoming. 2020. "Modelling of heat stress in a robotic dairy farm. Part 1: thermal comfort indices as the indicators of production loss." Biosystems Engineering. 199, pp. 27-42. https://doi.org/10.1016/j.biosystemseng.2019.11.004
Uncertainty in the measurement of indoor temperature and humidity in naturally ventilated dairy buildings as influenced by measurement technique and data variability
Hempel, Sabrina, Konig, Marcel, Menz, Christoph, Janke, David, Amon, Barbara, Banhazi, Thomas M., Estelles, Fernando and Amon, Thomas. 2018. "Uncertainty in the measurement of indoor temperature and humidity in naturally ventilated dairy buildings as influenced by measurement technique and data variability." Biosystems Engineering. 166 (2), pp. 58-75. https://doi.org/10.1016/j.biosystemseng.2017.11.004
Self-determination theory and academic life: strategies for reclaiming pleasure and professionalism distilled from universities in Australia and Europe
Fein, Erich C., Ganguly, Rahul, Banhazi, Thomas and Danaher, Patrick Alan. 2017. "Self-determination theory and academic life: strategies for reclaiming pleasure and professionalism distilled from universities in Australia and Europe." Riddle, Stewart, Harmes, Marcus K. and Danaher, Patrick Alan (ed.) Producing pleasure in the contemporary university. Rotterdam, The Netherlands. Sense Publishers. pp. 171-184
Influence of barn climate, body postures and milk yield on the respiration rate of dairy cows
Pinto, Severino, Hoffmann, Gundula, Ammon, Christian, Amon, Barbara, Heuwieser, Wolfgang, Halachmi, Ilan, Banhazi, Thomas and Amon, Thomas. 2019. "Influence of barn climate, body postures and milk yield on the respiration rate of dairy cows ." Annals of Animal Science. 19 (2), pp. 469-481. https://doi.org/10.2478/aoas-2019-0006
Computer-based management of air quality data: development of a software system
Banhazi, Thomas. 2018. "Computer-based management of air quality data: development of a software system." Banhazi, Thomas, Aland, Andres and Hartung, Jorg (ed.) Air quality and livestock farming . London, United Kingdom. CRC Press. pp. 349-361
Oil-spraying technologies to be used for dust reduction in livestock buildings
Takai, Hisamitsu and Banhazi, Thomas. 2018. "Oil-spraying technologies to be used for dust reduction in livestock buildings." Banhazi, Thomas, Aland, Andres and Hartung, Jorg (ed.) Air quality and livestock farming . London, United Kingdom. CRC Press. pp. 325-339
Emission reduction from livestock buildings using a filtration device
Banhazi, Thomas. 2018. "Emission reduction from livestock buildings using a filtration device." Banhazi, Thomas, Aland, Andres and Hartung, Jorg (ed.) Air quality and livestock farming . London, United Kingdom. CRC Press. pp. 299-306
Dust dispersion modelling of fugitive emissions from piggeries
Banhazi, Thomas. 2018. "Dust dispersion modelling of fugitive emissions from piggeries." Banhazi, Thomas, Aland, Andres and Hartung, Jorg (ed.) Air quality and livestock farming . London, United Kingdom. CRC Press. pp. 183-192
The effect of air quality in livestock buildings on the occupational health of farm workers
Banhazi, Thomas and Pisaniello, Dino. 2018. "The effect of air quality in livestock buildings on the occupational health of farm workers." Banhazi, Thomas, Aland, Andres and Hartung, Jorg (ed.) Air quality and livestock farming . London, United Kingdom. CRC Press. pp. 175-181
Airborne pollutant concentrations within and emission rates from Australian piggery buildings
Banhazi, Thomas. 2018. "Airborne pollutant concentrations within and emission rates from Australian piggery buildings." Banhazi, Thomas, Aland, Andres and Hartung, Jorg (ed.) Air quality and livestock farming . London, United Kingdom. CRC Press. pp. 141-152
Temperature, relative humidity, noise, dust and odor levels recorded on free-range piggery sites in three states of Australia
Banhazi, Thomas. 2018. "Temperature, relative humidity, noise, dust and odor levels recorded on free-range piggery sites in three states of Australia." Banhazi, Thoams, Aland, Andres and Hartung, Jorg (ed.) Air quality and livestock farming. London, United Kingdom. CRC Press. pp. 113-139
Review of methods to determine weight and size of livestock from images
Tscharke, M. and Banhazi, T. M.. 2013. "Review of methods to determine weight and size of livestock from images ." Australian Journal of Multi-Disciplinary Engineering. 10 (1), pp. 1-17. https://doi.org/10.7158/14488388.2013.11464860
Integrating radio frequency identification into the PiGUI system to recognise sampling bias and detect feeding behaviour
Tscharke, M. and Banhazi, T. M.. 2013. "Integrating radio frequency identification into the PiGUI system to recognise sampling bias and detect feeding behaviour ." Australian Journal of Multi-Disciplinary Engineering. 10 (1), pp. 94-107. https://doi.org/10.7158/14488388.2013.11464868
Weight estimation of sows during pregnancy using machine vision
Tscharke, M. and Banhazi, T. M.. 2013. "Weight estimation of sows during pregnancy using machine vision ." Australian Journal of Multi-Disciplinary Engineering. 10 (1), pp. 51-59. https://doi.org/10.7158/14488388.2013.11464864
Determining the growth of pigs in commercial facilities using machine vision: on-farm and offline results
Tscharke, M. and Banhazi, T. M.. 2013. "Determining the growth of pigs in commercial facilities using machine vision: on-farm and offline results ." Australian Journal of Multi-Disciplinary Engineering. 10 (1), pp. 26-40. https://doi.org/10.7158/14488388.2013.11464862
Growth recorded automatically and continuously by a machine vision system for finisher pigs
Tscharke, M. and Banhazi, T. M.. 2013. "Growth recorded automatically and continuously by a machine vision system for finisher pigs." Australian Journal of Multi-Disciplinary Engineering. 10 (1), pp. 70-80. https://doi.org/10.7158/14488388.2013.11464866
Seasonal, diurnal and spatial variations of environmental variables in Australian livestock buildings
Banhazi, T. M.. 2013. "Seasonal, diurnal and spatial variations of environmental variables in Australian livestock buildings." Australian Journal of Multi-Disciplinary Engineering. 10 (1), pp. 60-69. https://doi.org/10.7158/14488388.2013.11464865
Development of precision livestock farming technologies
Banhazi, Thomas and Harmes, Marcus. 2018. "Development of precision livestock farming technologies." Chen, Guangnan (ed.) Advances in agricultural machinery and technologies. Boca Raton, United States. CRC Press. pp. 179-194
Solar, wind and geothermal energy applications in agriculture: back to the future?
Bundschuh, Jochen, Chen, Guangnan, Tomaszewska, Barbara, Ghaffour, Noreddine, Mushtaq, Shahbaz, Hamawand, Ihsan, Reardon-Smith, Kathryn, Maraseni, Tek, Banhazi, Thomas, Mahmoudi, Hacene, Goosen, Mattheus and Antille, Diogones L.. 2017. "Solar, wind and geothermal energy applications in agriculture: back to the future?" Bundschuh, Jochen, Chen, Guangnan, Chandrasekharam, D. and Piechocki, Janusz (ed.) Geothermal, wind and solar energy applications in agriculture and aquaculture. Leiden, Netherlands. CRC Press. pp. 1-32
Climate change impact and adaptation in agricultural systems of Australia and Brazil
Ghahramani, Afshin, Berndt, Alexandre, Cobon, David, Banhazi, Thomas and Ji, Boyu. 2017. "Climate change impact and adaptation in agricultural systems of Australia and Brazil." Parapinski, Marina, Carbonare, Maryon Strack Dalle and Schmidt, Patrick (ed.) 54th Annual Meeting of the Brazilian Society of Animal Science: A new View of Animal Science: Challenges and Perspectives. Foz do Iguacu, Brasil 24 - 28 Jun 2017 Foz do Iguacu, Brazil.
Opportunities of adopting renewable energy for the nursery industry in Australia
Chen, Guangnan, Schmidt, Erik, Maraseni, Tek, Bundschuh, Jochen, Banhazi, Thomas and Antille, Diogones L.. 2017. "Opportunities of adopting renewable energy for the nursery industry in Australia." Bundschuh, Jochen, Chen, Guangnan, Chandrasekharam, D. and Piechocki, Janusz (ed.) Geothermal, wind and solar energy applications in agriculture and aquaculture. Leiden, Netherlands. CRC Press. pp. 115-126
Preliminary laboratory test on navigation accuracy of an autonomous robot for measuring air quality in livestock buildings
Qi, Haixia, Banhazi, Thomas M., Zhang, Zhigang, Low, Tobias and Brookshaw, Iain J.. 2016. "Preliminary laboratory test on navigation accuracy of an autonomous robot for measuring air quality in livestock buildings." International Journal of Agricultural and Biological Engineering. 9 (2), pp. 29-39. https://doi.org/10.3965/j.ijabe.20160902.1189
Special issue on emissions from naturally ventilated livestock buildings
Takai, Hisamitsu and Banhazi, Thomas. 2013. "Special issue on emissions from naturally ventilated livestock buildings ." Biosystems Engineering. 116 (3), pp. 213-213. https://doi.org/10.1016/j.biosystemseng.2013.08.006
Wireless data management system for environmental monitoring in livestock buildings
Gray, James, Banhazi, Thomas M. and Kist, Alexander A.. 2017. "Wireless data management system for environmental monitoring in livestock buildings." Information Processing in Agriculture. 4 (1), pp. 1-17. https://doi.org/10.1016/j.inpa.2016.12.001
Impact of global climate change on the health, welfare and productivity of intensively housed livestock
Kuczynski, Tadeusz, Blanes-Vidal, Victoria, Li, Baoming, Gates, Richard S., Nääs, Irenilza de Alencar, Moura, Daniella J., Berckmans, Daniel and Banhazi, Thomas M.. 2011. "Impact of global climate change on the health, welfare and productivity of intensively housed livestock." International Journal of Agricultural and Biological Engineering. 4 (2), pp. 1-22. https://doi.org/10.3965/j.issn.1934-6344.2011.02.001-022
An integrated WSN and mobile robot system for agriculture and environment applications
Zhou, Hong, Qi, Haixia, Banhazi, Thomas and Low, Tobias. 2014. "An integrated WSN and mobile robot system for agriculture and environment applications." Stojmenovic, Ivan, Cheng, Zixue and Guo, Song (ed.) 10th International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services (MOBIQUITOUS 2013). Tokyo, Japan 02 - 04 Dec 2013 Switzerland. https://doi.org/10.1007/978-3-319-11569-6_3
Image analysis method to evaluate beak and head motion of broiler chickens during feeding
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
Detection of flock movement and behaviour of broiler chickens at different feeders using image analysis
Neves, Diego Pereira, Mehdizadeh, Saman Abdanan, Tscharke, Matthew, Naas, Irenilza de Alencar and Banhazi, Thomas Michael. 2015. "Detection of flock movement and behaviour of broiler chickens at different feeders using image analysis." Information Processing in Agriculture 2. 2 (3-4), pp. 177-182. https://doi.org/10.1016/j.inpa.2015.08.002
Evaluating droplet distribution of spray-nozzles for dust reduction in livestock buildings using machine vision
Mehdizadeh, Saman Abdanan and Banhazi, Thomas M.. 2015. "Evaluating droplet distribution of spray-nozzles for dust reduction in livestock buildings using machine vision." International Journal of Agricultural and Biological Engineering. 8 (5), pp. 58-64. https://doi.org/10.3965/j.ijabe.20150805.1178
Remote monitoring and automatic detection of grain crop attributes
McCarthy, Alison, Tscharke, Matthew and Schmidt, Erik. 2014. Remote monitoring and automatic detection of grain crop attributes. Toowoomba, Australia. University of Southern Queensland.
An assessment of direct on-farm energy use for high value grain crops grown under different farming practices in Australia
Maraseni, Tek, Chen, Guangnan, Banhazi, Thomas, Bundschuh, Jochen and Yusaf, Talal. 2015. "An assessment of direct on-farm energy use for high value grain crops grown under different farming practices in Australia." Energies. 8 (11), pp. 13033-13046. https://doi.org/10.3390/en81112353
On-farm energy use in the grain and horticultural industries
Chen, Guangnan, Maraseni, Tek, Banhazi, Thomas and Bundschuh, Jochen. 2015. "On-farm energy use in the grain and horticultural industries." 1st Australian Life Cycle Assessment Conference 2015 (AgriFoodLCA): Growth Through Sustainability. Melbourne, Australia 23 - 24 Nov 2015 Australia.
On-farm energy use in the dairy industries
Chen, Guangnan, Maraseni, Tek, Banhazi, Thomas and Bundschuh, Jochen. 2015. "On-farm energy use in the dairy industries." 1st Australian Life Cycle Assessment Conference 2015 (AgriFoodLCA): Growth Through Sustainability. Melbourne, Australia 23 - 24 Nov 2015 Australia.
Automated camera-based height and flower detection for wheat and chickpea
McCarthy, Alison and Tscharke, Matthew. 2014. "Automated camera-based height and flower detection for wheat and chickpea." 5th International Workshop on Applications of Computer Image Analysis and Spectroscopy in Agriculture (ASABE 2014). Montreal, Canada 12 - 13 Jul 2014 St. Joseph, MI. United States.
Feeding behaviour of broiler chickens: a review on the biomechanical characteristics
Neves, D. P., Banhazi, T. M. and Naas, I. A.. 2014. "Feeding behaviour of broiler chickens: a review on the biomechanical characteristics ." Revista Brasileira de Ciencia Avicola. 16 (2), pp. 1-16. https://doi.org/10.1590/1516-635x16021-16
Modelling of ammonia emissions from naturally ventilated livestock buildings. Part 2: air change modelling
Bjerg, Bjarne, Liberati, Paolo, Marucci, Alvaro, Zhang, Guoqiang, Banhazi, Thomas, Bartzanas, Thomas, Cascone, Giovanni, Lee, In-Bok and Norton, Tomas. 2013. "Modelling of ammonia emissions from naturally ventilated livestock buildings. Part 2: air change modelling ." Biosystems Engineering. 116 (3), pp. 246-258. https://doi.org/10.1016/j.biosystemseng.2013.01.010
A hybrid WSN system for environment monitoring at poultry buildings
Qi, Haixia, Zhou, Hong, Low, Tobias, Mehdizadeh, S., Tscharke, M. and Banhazi, T.. 2013. "A hybrid WSN system for environment monitoring at poultry buildings." SEAg 2013: Innovative Agricultural Technologies for a Sustainable Future. Barton, Australia 22 - 25 Sep 2013 Barton, ACT, Australia.
Modelling of ammonia emissions from naturally ventilated livestock buildings. Part 3: CFD modelling
Bjerg, Bjarne, Cascone, Giovanni, Lee, In-Bok, Bartzanas, Thomas, Norton, Tomas, Hong, Se-Woon, Seo, Il-Hwan, Banhazi, Thomas, Liberati, Paolo, Marucci, Alvaro and Zhang, Guoqiang. 2013. "Modelling of ammonia emissions from naturally ventilated livestock buildings. Part 3: CFD modelling." Biosystems Engineering. 116 (3), pp. 259-275. https://doi.org/10.1016/j.biosystemseng.2013.06.012
Modelling of ammonia emissions from naturally ventilated livestock buildings. Part 1: ammonia release modelling
Bjerg, B., Norton, T., Banhazi, T., Zhang, G., Bartzanas, T., Liberati, P., Cascone, G., Lee, I. -B. and Marucci, A.. 2013. "Modelling of ammonia emissions from naturally ventilated livestock buildings. Part 1: ammonia release modelling." Biosystems Engineering. 116 (3), pp. 232-245. https://doi.org/10.1016/j.biosystemseng.2013.08.001
Airborne pollutant emissions from naturally ventilated buildings: proposed research directions
Takai, Hisamitsu, Nimmermark, Sven, Banhazi, Thomas, Norton, Tomas, Jacobson, Larry D., Calvet, Salvador, Hassouna, Melynda, Bjerg, Bjarne, Zhang, Guo-Qiang, Pedersen, Soeren, Kai, Peter, Wang, Kaiying and Berckmans, Daniel. 2013. "Airborne pollutant emissions from naturally ventilated buildings: proposed research directions." Biosystems Engineering. 116 (3), pp. 214-220. https://doi.org/10.1016/j.biosystemseng.2012.12.015
Review of precision livestock farming (PLF) technologies for the Australian pig industry
Banhazi, Thomas, Dunn, Mark, Cook, Peter and Durack, Matthew. 2003. Review of precision livestock farming (PLF) technologies for the Australian pig industry. Toowoomba, Australia. University of Southern Queensland.
Modelling and influencing hygiene conditions in Australian livestock buildings
Banhazi, T.. 2013. "Modelling and influencing hygiene conditions in Australian livestock buildings." Aland, Andres and Banhazi, Thomas (ed.) Livestock housing: modern management to ensure optimal health and welfare of farm animals. Wageningen, Netherlands. Wageningen Academic Publishers. pp. 377-390
Practical evaluation of cleaning methods that could be implemented in livestock buildings
Banhazi, T. and Santhanam, B.. 2013. "Practical evaluation of cleaning methods that could be implemented in livestock buildings." Aland, Andres and Banhazi, Thomas (ed.) Livestock housing: modern management to ensure optimal health and welfare of farm animals. Wageningen, Netherlands. Wageningen Academic Publishers. pp. 355-376
Environmental and management effects associated with improved production efficiency in a respiratory disease free pig herd in Australia
Banhazi, T.. 2013. "Environmental and management effects associated with improved production efficiency in a respiratory disease free pig herd in Australia." Aland, Andres and Banhazi, Thomas (ed.) Livestock housing: modern management to ensure optimal health and welfare of farm animals. Wageningen, Netherlands. Wageningen Academic Publishers. pp. 297-314
Constructing better piggery buildings by identifying factors contributing to improved thermal control under hot climatic conditions
Banhazi, T. and Rutley, D.. 2013. "Constructing better piggery buildings by identifying factors contributing to improved thermal control under hot climatic conditions." Aland, Andres and Banhazi, Thomas (ed.) Livestock housing: modern management to ensure optimal health and welfare of farm animals . Wageningen, Netherlands. Wageningen Academic Publishers. pp. 237-257
Factors influencing water temperature on farms and the effect of warm drinking water on pig growth
Banhazi, T. and Rutley, D.. 2013. "Factors influencing water temperature on farms and the effect of warm drinking water on pig growth." Aland, Andres and Banhazi, Thomas (ed.) Livestock housing: modern management to ensure optimal health and welfare of farm animals . Wageningen, Netherlands. Wageningen Academic Publishers. pp. 147-159
Quantification of environmental conditions in Australian livestock buildings
Banhazi, Thomas M.. 2012. "Quantification of environmental conditions in Australian livestock buildings ." 9th International Livestock Environment Symposium (ILES 2012): Agriculture and Engineering for a Healthier Life. Valencia, Spain 08 - 12 Jul 2012 St. Joseph, MI. United States.
Precision livestock farming: precision feeding technologies and sustainable livestock production
Banhazi, T. M., Babinszky, L., Halas, V. and Tscharke, M.. 2012. "Precision livestock farming: precision feeding technologies and sustainable livestock production." International Journal of Agricultural and Biological Engineering. 5 (4), pp. 54-61. https://doi.org/10.3965/j.ijabe.20120504.006
Precision livestock farming: an international review of scientific and commercial aspects
Banhazi, T. M., Lehr, H., Black, J. L., Crabtree, H., Schofield, P., Tscharke, M. and Berckmans, D.. 2012. "Precision livestock farming: an international review of scientific and commercial aspects." International Journal of Agricultural and Biological Engineering. 5 (3), pp. 1-9. https://doi.org/10.3965/j.ijabe.20120503.00
Relating flock activity levels to odour variations in tunnel ventilated broiler sheds - preliminary results
Atzeni, Michael, Sohn, Jae-Ho, Hancock, Nigel and Banhazi, Thomas. 2011. "Relating flock activity levels to odour variations in tunnel ventilated broiler sheds - preliminary results." Banhazi, T., Saunders, C. and Hegarty, R. (ed.) SEAg 2011: Diverse Challenges, Innovative Solutions. Gold Coast, Australia 29 - 30 Sep 2011 Canberra, Australia.
Precision livestock farming: scientific concepts and commercial reality
Banhazi, T. M., Lehr, H., Black, J. L., Crabtree, H., Schofield, P., Tscharke, M. and Berckmans, D.. 2011. "Precision livestock farming: scientific concepts and commercial reality." 15th International Congress on Animal Hygiene: Animal Hygiene and Sustainable Livestock Production (ISAH 2011). Vienna, Austria 03 - 07 Jul 2011 Vienna, Austria .
Review of the key results of a large integrated air quality project in Australia
Banhazi, T.. 2011. "Review of the key results of a large integrated air quality project in Australia." 15th International Congress on Animal Hygiene: Animal Hygiene and Sustainable Livestock Production (ISAH 2011). Vienna, Austria 03 - 07 Jul 2011 Vienna, Austria .
The current state of PLF affairs
Banhazi, Thomas. 2011. "The current state of PLF affairs." Lehr, Heiner and Smith, Ian (ed.) Acceptable and practical precision livestock farming. Halifax, UK . European Commission. pp. 11-17
The precision livestock farming journey: from a scientific dream towards commercial reality
Banhazi, T. and Black, J.. 2011. "The precision livestock farming journey: from a scientific dream towards commercial reality." Lehr, Heiner and Smith, Ian G. (ed.) Acceptable and practical precision livestock farming. Halifax, United Kingdom. European Union. pp. 192-207
Improved image analysis based system to reliably predict the live weight of pigs on farm: preliminary results
Banhazi, T. M., Tscharke, M., Ferdous, W. M., Saunders, C. and Lee, S. -H.. 2011. "Improved image analysis based system to reliably predict the live weight of pigs on farm: preliminary results ." Australian Journal of Multi-Disciplinary Engineering. 8 (2), pp. 107-119.
The development and commercialisation aspects of a practical feed intake measurement instrumentation to be used in livestock buildings
Banhazi, T. M., Lewis, B. and Tscharke, M.. 2011. "The development and commercialisation aspects of a practical feed intake measurement instrumentation to be used in livestock buildings ." Australian Journal of Multi-Disciplinary Engineering. 8 (2), pp. 131-138.
Oil spraying as an air quality improvement technique in livestock buildings: development and utilisation of a testing device
Banhazi, T. M., Saunders, C., Nieuwe, N., Lu, V. and Banhazi, A.. 2011. "Oil spraying as an air quality improvement technique in livestock buildings: development and utilisation of a testing device ." Australian Journal of Multi-Disciplinary Engineering. 8 (2), pp. 169-180.
Digital image processing methods for the identification of pigs posture during weight estimation
Ferdous, W. M., Tscharke, M., Saunders, C., Lee, S.-H. and Banhazi, T. M.. 2011. "Digital image processing methods for the identification of pigs posture during weight estimation." Lokhorst, Kees and Berckmans, Daniel (ed.) 5th European Conference on Precision Livestock Farming (ECPLF 2011). Prague 11 - 14 Jul 2011 Prague .
Air exchanges and indoor carbon dioxide concentration in Australian pig buildings: effect of housing and management factors
Banhazi, T. M., Stott, P., Rutley, D., Blanes-Vidal, V. and Pitchford, W.. 2011. "Air exchanges and indoor carbon dioxide concentration in Australian pig buildings: effect of housing and management factors." Biosystems Engineering. 110 (3), pp. 272-279. https://doi.org/10.1016/j.biosystemseng.2011.08.007
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.