Assessing pigs’ welfare is one of the most challenging subjects in intensive pig farming. Animal vocalization analysis is a noninvasive procedure and may be used as a tool for assessing animal welfare status. The objective of this research was to identify stress conditions in piglets reared in farrowing pens through their vocalization. Vocal signals were collected from 40 animals under the following situations: normal (baseline), feeling cold, in pain, and feeling hunger. A unidirectional microphone positioned about 15 cm from the animals’ mouth was used for recording the acoustic signals. The microphone was connected to a digital recorder, where the signals were digitized at the 44,100 Hz frequency. The collected sounds were edited and analyzed. The J48 decision tree algorithm available at the Weka ? data mining software was used for stress classification. It was possible to categorize diverse conditions from the piglets’ vocalization during the farrowing phase (pain, cold and hunger), with an accuracy rate of 81.12%. Results indicated that vocalization might be an effective welfare indicator, and it could be applied for assessing distress from pain, cold and hunger in farrowing piglets.
References
[1]
Weary, D.M.; Fraser, D. Signaling need: Costly signals and animal welfare assessment. Appl. Anim. Behav. Sci. 1995, 44, 159–169, doi:10.1016/0168-1591(95)00611-U.
[2]
Marx, G.; Horn, T.; Thielebein, J.; Knubel, B.; Borell, E. Analysis of pain-related vocalization in young pigs. J. Sound Vib. 2003, 266, 687–698, doi:10.1016/S0022-460X(03)00594-7.
[3]
Moura, D.J.; Silva, W.T.; N??s, I.A.; Tolon, Y.B.; Lima, K.A.O.; Vale, M.M. Real time computer stress monitoring of piglets using vocalization analysis. Comput. Electron. Agric. 2008, 64, 11–18, doi:10.1016/j.compag.2008.05.008.
[4]
Sch?n, P.C.; Puppe, B.; Manteuffel, G. Automated recording of stress vocalisations as a tool to document impaired welfare in pigs. Anim. Welf. 2004, 13, 105–110.
[5]
Manteuffel, G.; Puppe, B.; Sch?n, P.C. Vocalization of farm animals as a measure of welfare. Appl. Anim. Behav. Sci. 2004, 88, 163–182, doi:10.1016/j.applanim.2004.02.012.
[6]
Cordeiro, A.F.S.; Pereira, E.M.; N??s, I.A.; Silva, W.T.; Moura, D.J. Medida de vocaliza??o de suínos (Sus scrofa) como um indicador de gasto energético. Braz. J. Biosyst. Eng. 2009, 2, 143–152.
[7]
Schrader, L.; Todt, D. Vocal quality is correlated with levels of stress hormones in domestic pigs. Etology 1998, 104, 859–876, doi:10.1111/j.1439-0310.1998.tb00036.x.
[8]
Johnson, R.W.; von Borell, E.; Anderson, L.L.; Kojic, L.D.; Cunnick, J.E. Intra cerebro ventricular injection of corticotrophin-releasing hormone in the pig: Acute effects on behavior, adrenocorticotropin secretion, and immunosuppression. Endocrinology 1994, 135, 642–648, doi:10.1210/en.135.2.642.
[9]
Kranendonk, G.; Hopster, H.; Fillerup, M.; Ekkel, E.D.; Mulder, E.D. Cortisol administration to pregnant sows affects novelty-induced locomotion, aggressive behaviour, and blunts gender differences in their offspring. Hormone. Behav. 2006, 49, 663–672, doi:10.1016/j.yhbeh.2005.12.008.
[10]
N??s, I.A.; Campos, L.S.L.; Baracho, M.S.; Tolon, Y.B. Uso de redes neurais artificiais na identifica??o de vocaliza??o de suínos. Engenharia Agrícola 2008, 28, 204–216, doi:10.1590/S0100-69162008000200001.
[11]
Lima, M.G.F.; Rodrigues, L.H.A. árvore de decis?o aplicada em dados de incuba??o de matrizes de postura Hy-Line w36. Ciência e Agrotecnologia 2010, 34, 1550–1556, doi:10.1590/S1413-70542010000600028.
[12]
Pandorfi, H.; Silva, I.J.O.; Sarnighausen, V.C.R.; Vieira, F.M.C.; Nascimento, S.T.; Guiselini, C. Uso de redes neurais artificiais para predi??o de índices zootécnicos nas fases de gesta??o e maternidade na suinocultura. Revista Brasileira de Zootecnia 2011, 40, 676–681, doi:10.1590/S1516-35982011000300028.
[13]
Fayyad, U.; Piatetsky-Shapiro, G.; Smyth, P. From data mining to knowledge discovery: An overview. Artif. Intell. Mag. 1996, 17, 37–54.
[14]
Curtis, S.E. Responses of the Piglet to Perinatal Stressors. J. Anim. Sci. 1974, 38, 1031–1036.
[15]
Hall, M.; Frank, E.; Holmes, G.; Pfahringer, B.; Reutemann, P.; Witten, I.H. The WEKA Data Mining Software: An Update. SIGKDD Explorations. 2009. Available online: http://www.cs.waikato.ac.nz (accessed on 10 June 2012).
[16]
Han, J.; Kamber, M.; Pei, J. Data Mining: Concepts and Techniques; Morgan Kaufmann Publishers: San Francisco, CA, USA, 2011.
[17]
Landis, J.R.; Koch, G.G. The measurement of observer agreement for categorical data. Biometrics 1977, 33, 159–175, doi:10.2307/2529310.
[18]
Leidig, M.S.; Hertrampf, B.; Failing, K.; Schumann, A.; Reiner, G. Pain and discomfort in male piglets during surgical castration with and without local anesthesia as determined by vocalization and defence behaviour. Appl. Anim. Behav. Sci. 2009, 116, 174–178, doi:10.1016/j.applanim.2008.10.004.
[19]
Risi, N. Uso da vocaliza??o como indicador patológico em leit?es na fase de maternidade. M.S. Thesis, Escola Superior de Agricultura “Luiz de Queiroz”, Piracicaba, Brazil, 2010.
[20]
Dupjan, S.; Sch?n, P.C.; Puppe, B.; Tuchscherer, A.; Manteuffel, G. Differential vocal responses to physical and mental stressors in domestic pigs (Sus scrofa). Appl. Anim. Behav. Sci. 2008, 114, 105–115, doi:10.1016/j.applanim.2007.12.005.
[21]
Ikeda, Y.; Ishii, Y. Recognition of two psychological conditions of a single cow by her voice. Comput. Electron. Agric. 2008, 62, 62–72.
[22]
Manteuffel, G.; Sch?n, P.C. STREMODO, an innovative technique for continuous stress assessment of pigs in housing and transport. Archiv Tierzucht 2004, 47, 173–181.
[23]
Caldara, F.R.; Rosa, P.S.G.; Ferreira, R.A.; Reis, N.M.O.; N??s, I.A.; Paz, I.C.L.A.; Garcia, R.G.; Ferreira, V.M.O.S. Behavior, performance and physiological parameters of pigs reared in deep bedding. Engenharia Agrícola 2012, 32, 38–46, doi:10.1590/S0100-69162012000100005.
[24]
Santana, A.P.; Murata, L.S.; Mc Manus, C.P.; Bernal, F.E.M. Dosagem de cortisol sanguíneo em suínos submetidos ao manejo pré-abate e insensibiliza??o elétrica. Arch. Zootecnia 2009, 58, 149–152.
[25]
Dalla Costa, O.A.; Ludke, J.V.; Coldebella, A.; Kich, J.D.; Costa, J.R.P.; Faucitano, L.; Peloso, J.V.; Roza, D.D. Efeito do manejo pré-abate sobre alguns parametros fisiológicos em fêmeas suínas pesadas. Ciência Rural 2009, 39, 852–858, doi:10.1590/S0103-84782009000300033.