Bioacoustic Dataset of Sudden Queen Loss in an Apis mellifera L. Honeybee Colony

  • Ícaro de Lima Rodrigues UFC
  • Davyd B. de Melo UFC
  • Danielo G. Gomes UFC

Resumo


The queen bee plays a crucial role in maintaining colony well-being. However, traditionally determining her presence within a hive requires invasive methods, causing stress among the bees and potential nest damage. Audio monitoring offers a simpler, cost-effective, and non-invasive approach to detect various conditions using colony bioacoustics. In this study, we recorded an Africanized honeybee colony for six days, removing the queen on the final day. From these recordings, we sampled 300 frames of 3 seconds each, extracting three time-domain features, five spectral features, and 13 Mel-Frequency Cepstral Coefficients (MFCCs). This resulted in a dataset of 5,400 samples capable of distinguishing queen presence or absence, even with class imbalance.

Referências

Abdollahi, M., Giovenazzo, P., and Falk, T. H. (2022). Automated beehive acoustics monitoring: A comprehensive review of the literature and recommendations for future work. Applied Sciences, 12(8).

Giannakopoulos, T. (2015). pyaudioanalysis: An open-source python library for audio signal analysis. PLOS ONE, 10(12):1–17.

Lima Rodrigues, Í., Melo, D. B., and Gomes, D. G. (2024a). Queen loss event in africanized honeybee colony. DOI: 10.34740/kaggle/ds/5070495.

Lima Rodrigues, Í., Melo, D. B., and Gomes, D. G. (2024b). Sudden queen loss event in an africanized honeybee colony. Mendeley Data. DOI: 10.17632/j97khfj656.1.

Pimentel, M. A., Clifton, D. A., Clifton, L., and Tarassenko, L. (2014). A review of novelty detection. Signal processing, 99:215–249.

Rodrigues, Í. L., Melo, D., Silva, D., Rybarczyk, Y., and Gomes, D. (2022). Padrões bioacústicos como identificadores precisos da presença de rainha em colmeias de abelhas melíferas. In Anais do XIII Workshop de Computação Aplicada à Gestão do Meio Ambiente e Recursos Naturais, pages 11–20. SBC.
Publicado
21/07/2024
RODRIGUES, Ícaro de Lima; MELO, Davyd B. de; GOMES, Danielo G.. Bioacoustic Dataset of Sudden Queen Loss in an Apis mellifera L. Honeybee Colony. In: WORKSHOP DE COMPUTAÇÃO APLICADA À GESTÃO DO MEIO AMBIENTE E RECURSOS NATURAIS (WCAMA), 15. , 2024, Brasília/DF. Anais [...]. Porto Alegre: Sociedade Brasileira de Computação, 2024 . p. 215-218. ISSN 2595-6124. DOI: https://doi.org/10.5753/wcama.2024.3128.