1. Introduction
The demand for poultry meat due for the low price and the nutritional properties projects a continuous expansion of the poultry market [
1,
2]. In recent years, genetic selection has been performed to increase the growth rate in the shortest possible time [
3] in the context of the poultry meat industry [
4]. Furthermore, the welfare of animals has become an important societal factor in many countries. According to the World Animal Protection Organisation [
5], farm animals raised humanely are healthier. This fact, together with the automation of most of the animal monitoring processes, can support the farmer in the care of their animals.
Following this idea, bioacoustics studies the biological significance and the characteristics of sounds emitted by living organisms [
6], and can be a relevant issue to complement the traditional measurements of the farm. Threat signals [
7], information about feeding [
8] or sexual selection [
9] are only some examples of the possible applications of this field. More particularly, birds are one of the few groups of animals known to exhibit vocal learning for communication [
10]. The birds’ vocalization is a useful tool to improve the state of health and well-being. The sound produced by the animals is a biological signal that can be easily measured from distance and therefore will not cause any additional stress to them [
11].
In this study, a comparative analysis in acoustic terms of , , Peak Frequency (PF), has been performed between two production cycle over winter and summer season in a Spanish farm. Results show the variations and stability of the acoustic descriptions over seasons where different animal lots are grown in opposite climates.
This paper is structured as follows. The recording campaigns design required to obtain the data is detailed in
Section 2. The results of the comparison of the two campaigns are available in
Section 3. Finally, the discussion of the key aspects of the comparative is found in
Section 4.
2. Recording Campaigns Design
A broiler Ross 308 takes approximately 44 days to complete the production cycle [
12]. In a natural year, a farm can hold on average six different bird lots. The recording campaigns of this study are held in Spain over 2020. The climate between summer and winter is the opposite and it is an ideal scenario for a comparative study. In summer, the farm is exposed to an external temperature of 31–14
C and a humidity of 4–55%; meanwhile, in winter, it is 13–1
C with a humidity of 0% (data obtained in average climate searcher
https://es.weatherspark.com (accessed on 15 September 2020)).
2.1. Time Schedule Required
The two campaigns of acoustic data recording have been performed in the same house farm, maintaining the deployed equipment and the species of birds. The first campaign (C1) was scheduled during January and February 2020. The second campaign (C2) was scheduled during July and August 2020. Both cycles had a standard performance in terms of conversion index.
2.2. Farm and Equipment Description
The acoustic analysis has been performed in a Mediterranean farm of the BonArea Agrupa corporation (BonArea Agrupa
www.bonarea-agrupa.com (accessed on 15 September 2020)) of approximately 42,000 commercial chicken farming of Ross 308 [
13]. The characteristics of this farm provide a suitable environment for this study, because the automation reduces the human factor in farm management, and therefore, the man-made noise. So, the acoustic environment of the farm allows us to obtain suitable animals vocalization metrics.
A professional handheld recorder (Zoom H5) [
14] was used, connected to a directional microphone Behringer ultravoice XM1800S with a frequency response of 80–15 kHz and a sensibility of 2.5 mV/Pa [
15]. The sounds emitted by birds were recorded with one microphone, deployed at one meter high from the ground and at the center to the house. The system captured data 24/7 throughout the entire cycle with some technical resets, due to performing restrictions of the recorders.
More details about the farm and equipment description can be found in the former article of the same authors [
16], which was devoted to the analysis of the first recorded cycle.
3. Results
In this section, we present the results of the first comparison between the two recording campaigns, in which we map both the value each 30 min for both campaigns, and also the variation. We also map the PF every 30 min for both campaigns, and its variation values.
Figure 1 and
Figure 2 shows a map of
. Values below 40 dB correspond to moments without or with less birds in the farm. In general,
do not present variations in age related. Even so, the winter campaign has an increase of value measured during daylight; meanwhile, in summer, this pattern is not found but more peaks of high values are found.
Figure 3 and
Figure 4 show a map of the metric
. In both campaigns, the highest variations corresponds to the arrival of the birds. Furthermore, the value is reduced the first 20 days. From then on, an increase of level variation can be observed during daylight.
Figure 5 and
Figure 6 show a map of PF where the highest and long-lasting frequency are observed the first days of bird’s life. The summer campaign presents more sporadic peak values than the winter one.
Figure 7 and
Figure 8 show a map of the
. The highest variations are observed in both campaigns at the end of the production cycle (last 5 days) and an increase of PF variation according with the birds’ age is also a pattern found in both campaigns.
4. Discussion
The captured at the arrival of the birds is the highest and long-lasting (around 5 h) period of the analysis and has the same pattern in both campaigns. While in winter there is an increase of the metrics during the daylight, the summer season does not show this pattern metric and more peaks are detected without any rule. Studying the variation of , it also has the highest and long-lasting variations during the first two days of birds’ life. After the 20th day of life, we observe the same pattern between campaigns, a greater increase of during daylight.
The PF captured the first fourth days of life indicates high values of frequency vocalisations in newborns. These days, the birds’ calls are due to their transport, stress and lack of familiar contact. The PF is on average lower during the winter campaign than in the summer. Furthermore, the C2 has more sporadic peaks of high frequencies than in winter. The has the major increase the last three days of the production cycle where the birds are bigger in age and volume and more problems of coexistence can appear. There is also a pattern in the variation of PF of both campaigns, where increases in function of the age of the animal.
This preliminary comparison results encourage us to study deeply the relationship between the several parameters measured in [
16], in order to detail the time-evolution of the several metrics that have shown relevant for the birds welfare evaluation.
Author Contributions
G.-J.G.-P. led the field work collecting the audio data, labelling, processing the dataset and participated in writing the entire paper. R.M.A.-P. has supported the signal processing part and participated in writing and reviewing of the entire paper. T.P.M. has supported the field work and reviewing the entire paper. All authors have read and agreed to the published version of the manuscript.
Funding
This research has been co-financed by Cealvet SLu and Ministry of Education. Gerardo Ginovart-Panisello would like to thank Administration of the Generalitat of Catalunya for the grant Collaboration scholarships for students in university departments for the academic year 2019–2020 (BOE núm. 156, 7 January 2019).
Acknowledgments
The authors would like to thank BonArea Agrupa carries out and controls all the feeding, breeding and feeding of the animals, the production of products, the logistics and direct sales up to the final consumer; all without any intermediary and with a complete and unique vertical integration model in the world. Furthermore, we would like to thank Vicenç Reñé Siuraneta for his knowledge and allowing us to study his commercial chicken farm, and for all the help during the process.
Conflicts of Interest
The authors declare no conflict of interest.
Abbreviations
The following abbreviations are used in this manuscript:
| Equivalent pressure level |
C1 | Campaign One |
C2 | Campaign Two |
PF | Peak Frequency |
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