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Monitoring Activity for Recognition of Illness in Experimentally Infected Weaned Piglets Using Received Signal Strength Indication ZigBee-based Wireless Acceleration Sensor

  • Ahmed, Sonia Tabasum (Department of Animal Science and Technology, Sunchon National University) ;
  • Mun, Hong-Seok (Department of Animal Science and Technology, Sunchon National University) ;
  • Islam, Md. Manirul (Department of Animal Science and Technology, Sunchon National University) ;
  • Yoe, Hyun (Department of Information and Communication Engineering, Sunchon National University) ;
  • Yang, Chul-Ju (Department of Animal Science and Technology, Sunchon National University)
  • 투고 : 2015.03.17
  • 심사 : 2015.06.03
  • 발행 : 2016.01.01

초록

In this experiment, we proposed and implemented a disease forecasting system using a received signal strength indication ZigBee-based wireless network with a 3-axis acceleration sensor to detect illness at an early stage by monitoring movement of experimentally infected weaned piglets. Twenty seven piglets were divided into control, Salmonella enteritidis (SE) infection, and Escherichia coli (EC) infection group, and their movements were monitored for five days using wireless sensor nodes on their backs. Data generated showed the 3-axis movement of piglets (X-axis: left and right direction, Y-axis: anteroposterior direction, and Z-axis: up and down direction) at five different time periods. Piglets in both infected groups had lower weight gain and feed intake, as well as higher feed conversion ratios than the control group (p<0.05). Infection with SE and EC resulted in reduced body temperature of the piglets at day 2, 4, and 5 (p<0.05). The early morning X-axis movement did not differ between groups; however, the Y-axis movement was higher in the EC group (day 1 and 2), and the Z-axis movement was higher in the EC (day 1) and SE group (day 4) during different experimental periods (p<0.05). The morning X and Y-axis movement did not differ between treatment groups. However, the Z-axis movement was higher in both infected groups at day 1 and lower at day 4 compared to the control (p<0.05). The midday X-axis movement was significantly lower in both infected groups (day 4 and 5) compared to the control (p<0.05), whereas the Y-axis movement did not differ. The Z-axis movement was highest in the SE group at day 1 and 2 and lower at day 4 and 5 (p<0.05). Evening X-axis movement was highest in the control group throughout the experimental period. During day 1 and 2, the Z-axis movement was higher in both of the infected groups; whereas it was lower in the SE group during day 3 and 4 (p<0.05). During day 1 and 2, the night X-axis movement was lower and the Z-axis movement was higher in the infected piglets (p<0.05). Overall, the movement of infected piglets was altered, and the acceleration sensor could be successfully employed for monitoring pig activity.

키워드

참고문헌

  1. Almeida, J. A. S., Y. Liu, M. Song, J. J. Lee, H. R. Gaskins, C. W. Maddox, O. Osuna, and J. E. Pettigrew. 2013. Escherichia coli challenge and one type of smectite alter intestinal barrier of pigs. J. Anim. Sci. Biotechnol. 4:52. https://doi.org/10.1186/2049-1891-4-52
  2. Balaji, R., K. J. Wright, C. M. Hill, S. S. Dritz, E. L. Knoppel, and J. E. Minton. 2000. Acute phase responses of pigs challenged orally with Salmonella typhimurium. J. Anim. Sci. 78:1885-1891. https://doi.org/10.2527/2000.7871885x
  3. Burkey, T. E., S. S. Dritz, J. C. Nietfeld, B. J. Johnson, and J. E. Minton. 2004. Effect of dietary mannanoligosaccharide and sodium chlorate on the growth performance, acute-phase response, and bacterial shedding of weaned pigs challenged with Salmonella enterica serotype Typhimurium. J. Anim. Sci. 82:397-404. https://doi.org/10.2527/2004.822397x
  4. DeVaul, R. W. and S. Dunn. 2001. Real-time motion classification for wearable computing applications. Technical report, MIT Media Laboratory, Cambridge, MA, USA http://www.media.mit.edu/wearables/mithril/realtime.pdf Accessed December 7, 2001.
  5. Foerster, F., M. Smeja, and J. Fahrenberg. 1999. Detection of posture and motion by accelerometry: A validation in ambulatory monitoring. Comput. Hum. Behav. 15:571-583. https://doi.org/10.1016/S0747-5632(99)00037-0
  6. Greiner, L. L., T. S. Stahly, and T. J. Stabel. 2000. Quantitative relationship of systemic virus concentration on growth and immune response in pigs. J. Anim. Sci. 78:2690-2695. https://doi.org/10.2527/2000.78102690x
  7. Hart, B. L. 1988. Biological basis of the behavior of sick animals. Neurosci. Biobehav. Rev. 12:123-137. https://doi.org/10.1016/S0149-7634(88)80004-6
  8. Ivos, J., B. Krsnik, and S. Kovacevic. 1981. Ecology and production in pig-breeding. Stocarstvo 35:379-416.
  9. Ivos, J. and B. Krsnik. 1979. Some observations of the impact of noise on poultry and swine. Veterinaria (Sarajevo) 2:165-175.
  10. Johnson, R. W. 2002. The concept of sickness behavior: a brief chronological account of four key discoveries. Vet. Immunol. Immunopathol. 87:443-450. https://doi.org/10.1016/S0165-2427(02)00069-7
  11. Krsnik, B., R. Yammine, Z. Pavicic, T. Balenovic, B. Njari, I. Vrbanac, and I. Valpotic. 1999. Experimental model of enterotoxigenic Escherichia coli infection in pigs: potential for an early recognition of colibacillosis by monitoring of behavior. Comp. Immun. Microbiol. Infect. Dis. 22:261-273. https://doi.org/10.1016/S0147-9571(99)00016-8
  12. Marquardt, R. R., L. Z. Jin, J. W. Kim, L. Fang, A. A. Frohlich, and S. K. Baidoo. 1999. Passive protective effect of egg-yolk antibodies against enterotoxigenic Escherichia coli K88+ infection in neonatal and early-weaned piglets. FEMS Immunol. Med. Microbiol. 23:283-288. https://doi.org/10.1111/j.1574-695X.1999.tb01249.x
  13. Mepham, T. B. 2000. The role of food ethics in food policy. Proc. Nutr. Soc. 59:609-618. https://doi.org/10.1017/S0029665100000860
  14. Nadimi, E. S., R. N. Jorgensen, V. Blanes-Vidal, and S. Christensen. 2012. Monitoring and classifying animal behavior using ZigBee-based mobile ad hoc wireless sensor networks and artificial neural networks. Comput. Electron. Agric. 82:44-54. https://doi.org/10.1016/j.compag.2011.12.008
  15. Nardone, A., G. Zervas, and B. Ronchi. 2004. Sustainability of small ruminant organic systems of production. Lives. Product. Sci. 90:27-39. https://doi.org/10.1016/j.livprodsci.2004.07.004
  16. Okada, H., K. Suzuki, T. Kenji, and T. Itoh. 2010. Avian influenzasurveillance system in poultry farms using wireless sensornetwork. In: Proceedings of the 2010 Symposium on DesignTest Integration and Packaging of MEMS/MOEMS (DTIP), Seville, Spain. pp. 253-258.
  17. Pijpers, A., E. J. Schoevers, H. van Gogh, L. A. van Leengoed, I. J. Visser, A. S. van Miert, and J. H. Verheijden. 1991. The influence of disease on feed and water consumption and on pharmacokinetics of orally administered oxytetracycline in pigs. J. Anim. Sci. 69:2947-2954. https://doi.org/10.2527/1991.6972947x
  18. Reith, S. and S. Hoy. 2011. Analysis of physical activity, rumination and body weight of dairy cattle during oestrus using sensor-aided systems. In: Proceedings of 8th EFITA/WCCA Conference, Prague, Czech Republic. pp. 107-115.
  19. Rostagno, M. H., S. D. Eicher, and D. C. Lay Jr. 2011. Immunological, physiological, and behavioral effects of Salmonella enterica carriage and shedding in experimentally infected finishing pigs. Foodborne Pathog. Dis. 8:623-630. https://doi.org/10.1089/fpd.2010.0735
  20. Schwartz, K. J. 1991. Salmonellosis in swine. Compend. Contin. Educ. Pract. Vet. 13:139-147.
  21. Van Beers-Schreurs, H. M. G., L. Vellenga, Th. Wensing, and H. J. Breukink. 1992. The pathogenesis of the post-weaning syndrome in weaned piglets: A review. Vet. Q. 14:29-34. https://doi.org/10.1080/01652176.1992.9694322
  22. Van Dijk, A. J., P. M. M. Enthoven, S. G. C. Van den Hoven, M. M. M. H. Van Laarhoven, T. A. Niewold, M. J. A. Nabuurs, and A. C. Beynen. 2002. The effect of dietary spray-dried porcine plasma on clinical response in weaned piglets challenged with a pathogenic Escherichia coli. Vet. Microbiol. 84:207-218. https://doi.org/10.1016/S0378-1135(01)00463-1
  23. Volf, J., H. Stepanova, J. Matiasovic, K. Kyrova, F. Sisak, H. Havlickova, L. Leva, M. Faldyna, and I. Rychlik. 2012. Salmonella enterica serovar Typhimurium and Enteritidis infection of pigs and cytokine signalling in palatine tonsils. Vet. Microbiol. 156:127-135. https://doi.org/10.1016/j.vetmic.2011.10.004
  24. Weary, D. M., J. M. Huzzey, and M. A. G. von Keyserlingk. 2009. Board-invited review: using behavior to predict and identify ill health in animals. J. Anim. Sci. 87:770-777. https://doi.org/10.2527/jas.2008-1297

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