Stress detection and classification of laying hens by sound analysis

Asian-Australasian Journal of Animal Sciences

Volumn 28, Issue 4, 2015, Pages 592-598

  Lee, Jonguk ^a   Noh, Byeongjoon ^a   Jang, Suin ^a   Park, Daihee ^a   Chung, Yongwha ^a   Chang, Hong Hee ^a,b  

^a Korea University   (South Korea)

^b Gyeongsang National University   (South Korea)

Author keywords

Laying hens; Monitoring system; Sound analysis; Stress recognition

Indexed keywords

GALLUS GALLUS;

EID: 84922987104     PISSN: 10112367     EISSN: 19765517     Source Type: Journal    
DOI: 10.5713/ajas.14.0654     Document Type: Article

References (26)

1. Balnave, D. and S. Muheereza. 1997. Improving eggshell quality at high temperatures with dietary sodium bicarbonate. Poult. Sci. 76:588-593.
2. Blahová, J., R. Dobšíková, E. Straková, and P. Suchý. 2007. Effect of low environmental temperature on performance and blood system in broiler chickens (Gallus domesticus). Acta Vet. Brno 76:17-23.
3. Boersma, P. 2002. Praat, a system for doing phonetics by computer. Glot Int. 5:341-345.
4. Chung, Y., S. Oh, J. Lee, D. Park, H. H. Chang, and S. Kim. 2013a. Automatic detection and recognition of pig wasting diseases using sound data in audio surveillance systems. Sensors 13:12929-12942.
5. Chung, Y., J. Lee, S. Oh, D. Park, H.H. Chang, and S. Kim. 2013b. Automatic detection of cow's oestrus in audio surveillance system. Asian Australas. J. Anim. Sci. 26:1030-1037.
6. Cristianini, N. and J. Shawe-Taylor. 2000. An Introduction to Support Vector Machines and Other Kernel-based Learning Methods. Cambridge University Press, Cambridge, England.
7. Elrom, K. 2000. Handling and transportation of broilers; welfare, stress, fear and meat quality. Part III: Fear; definitions, its relation to stress, causes of fear, responses of fear and measurement of fear. Israel J. Vet. Med. 55:1-3.
8. Freeman, B. M. 1976. Stress and the domestic fowl: a physiological re-appraisal. World's Poult. Sci. J. 32:249-256.
9. George, J. K. and Y. Bo. 2008. Fuzzy Sets and Fuzzy Logic, Theory and Applications. Prentice-Hall, Upper Saddle River, NJ, USA.
10. Gutierrez, W. M. 2013. Effects of Heat stress on the Productivity of Pigs and Laying Hens. Ph. D. Thesis, Gyeongsang National University in Korea, Jinju, Korea.
11. Guyer, P. 2009. Engineering SoundBite: Fundamentals of Acoustics. Guyer Partners, https://play.google.com/store/books/details/Paul-Guyer-Engineering-SoundBite-Fundamentals-of-A?id=u-DyySh9LwYC Accessed Jun 10, 2014.
12. Hall, M. A. 1999. Correlation-based Feature Selection for Machine Learning. Ph. D. Thesis, University of Waikato in New Zealand, Waikato, New Zealand.
13. Han, J., M. Kamber, and J. Pei. 2012. Data Mining: Concepts and Techniques, 3rd edition, Morgan Kaufmann, Burlington, MA, USA.
14. Harvey, S., J. G. Phillips, A. Rees, and T. R. Hall. 1984. Stress and adrenal function. J. Exp. Zool. 232:633-645.
15. Lee, J., S. Zuo, Y. Chung, D. Park, H. H. Chang, and S. Kim. 2014. Formant-based acoustic features for cow's estrus detection in audio surveillance system. In Advanced Video and Signal Based Surveillance (AVSS), 2014 11th IEEE International Conference on IEEE, Seoul, Korea. 236-240.
16. Lee, J.-Y., J.-H. Lee, J.-S. Yeo, and J.-J. Kim. 2013. A SNP harvester analysis to better detect SNPs of CCDC158 gene that are associated with carcass quality traits in Hanwoo. Asian Australas. J. Anim. Sci. 26:766-771.
17. Mahmoud, K. Z., M. M. Beck, S. E. Scheideler, M. F. Forman, K. P. Anderson, and S. D. Kachman. 1996. Acute high environmental temperature and calcium-estrogen relationships in the hen. Poult. Sci. 75:1555-1562.
18. Muiruri, H. K. and P. C. Harrison. 1991. Effect of peripheral foot cooling on metabolic rate and thermoreregulation of fed and fasted chicken hens in a hot environment. Poult. Sci. 70:74-79.
19. Mushtaq, M. M. H., T. N. Pasha, Saima, M. Akram, T. Mushtaq, R. Parvin, U. Farooq, S. Mehmood, K. J. Iqbal, and J. Hwangbo. 2013. Growth performance, carcass traits and serum mineral chemistry as affected by dietary sodium and sodium salts fed to broiler chickens reared under phase feeding system. Asian Australas. J. Anim. Sci. 26:1742-1752.
20. Otu-Nyarko, E. 2010. The Effect of Stress on the Vocalizations of Captive Poultry Populations. Ph. D. Thesis, University of Connecticut, Storrs, CT, USA
21. . Schrader, L. and K. Hammerschmidt. 1997. Computer-aided analysis of acoustic parameters in animal vocalizations: A multi-parametric approach. Bioacoustics 7:247-265.
22. Slocombe, K. E. and K. Zuberbühler. 2006. Food-associated calls in chimpanzees: responses to food types or food preferences? Anim. Behav. 72:989-999.
23. Steen, K. A., O. R. Therkildsen, H. Karstoft, and O. Green. 2012. A vocal-based analytical method for goose behaviour recognition. Sensors 12:3773-3788.
24. Tefera, M. 2012. Acoustic Signals in Domestic Chicken (Gallus gallus): A Tool for teaching veterinary ethology and implication for language learning. Ethiop. Vet. J. 16:77-84.
25. Waldvogel, J. A. 2000. Birdsong playback as a tool for teaching animal behavior. Tested Studies for Laboratory Teaching 22:247-260.
26. Yu, J., H. Lee, Y. Im, M.-S. Kim, and D. Park. 2010. Real-time classification of Internet application traffic using a hierarchical multi-class SVM. KSII Transactions on Internet and Information Systems (TIIS) 4:859-876.