Sistemas de suporte à decisão nas fazendas inteligentes: um mapeamento sistemático
Resumo
Este trabalho apresenta um mapeamento sistemático relacionado a Sistemas de Suporte à Decisão (SSD) na agricultura e pecuária de precisão, no contexto da agricultura inteligente. Por meio desse mapeamento sistemático, buscamos investigar soluções que são usadas para dar suporte à integração de dados de sensores IoT. Os resultados apontam para a utilização de base de conhecimento e aprendizado de máquina para enriquecimento de dados para tomada de decisão. Além disso, existem poucos trabalhos que utilizam a semântica como forma de enriquecer a tomada de decisão no contexto da pecuária de precisão.
Palavras-chave:
Mapeamento, pecuária de precisão, sistemas de suporte à decisão
Referências
Bahlo, C., Dahlhaus, P., Thompson, H., Trotter, M. (2019) “The role of interoperable data standards in precision livestock farming in extensive livestock systems: A review”. Computers and electronics in agriculture. Vol. 156, pp. 459-466. DOI: https://doi.org/10.1016/j.compag.2018.12.007
Budgen, D., Turner, M., Brereton P., Kitchenham, B. (2008) “Using mapping studies in software engineering,” in Proceedings of PPIG.
Helfer, G. A., Barbosa, J. L., Costa, A. B. D., Martini, B. G., Santos, R. D. (2019) “A model for productivity and soil fertility prediction oriented to ubiquitous agriculture”. In Proceedings of the 25th Brazillian Symposium on Multimedia and the Web, pp.489–492. DOI: https://doi.org/10.1145/3323503.3360637
Karthick, G. S., Sridhar, M., Pankajavalli, P. B. (2020) “Internet of things in animal healthcare (IoTAH): review of recent advancements in architecture, sensing technologies and real-time monitoring”. SN Computer Science, 1(5). DOI: https://doi.org/10.1007/s42979-020-00310-z
Kitchenham B. (2004) “Procedures for performing systematic review”. Vol. 33, Keele University, Keele, UK.
Kitchenham, B., Charters S. (2007) “Guidelines for performing Systematic Literature Reviews in Software Engineering”. Keele University and University of Durham, EBSE Technical Report Version 2.3.
Mourão E., Kalinowski M., Murta L., Mendes E., Wohlin C. (2017) "Investigating the Use of a Hybrid Search Strategy for Systematic Reviews," 2017 ACM/IEEE International Symposium on Empirical Software Engineering and Measurement (ESEM), pp. 193-198. DOI: https://doi.org/10.1109/ESEM.2017.30
Villa-Henriksen, A., Edwards, G. T., Pesonen, L. A., Green, O., Sørensen, C. A. G. (2020) “Internet of Things in arable farming: Implementation, applications, challenges and potential”. Biosystems Engineering, Volume 191, pp. 60-84. DOI: https://doi.org/10.1016/j.biosystemseng.2019.12.013
Webster, J., Watson, R. T. (2002). “Analyzing the past to prepare for the future: Writing a literature review”. MIS quarterly, Vol. 26, No.2, pp. xiii-xxiii. DOI: https://doi.org/http://www.jstor.org/stable/413231
Zhai Z., Martínez F. J., Beltran V., Martínez L. N. (2020) “Decision support systems for agriculture 4.0: Survey and challenges”. Computers and Electronics in Agriculture, Volume 170, March 2020, 105256. DOI: https://doi.org/10.1016/j.compag.2020.105256.
Budgen, D., Turner, M., Brereton P., Kitchenham, B. (2008) “Using mapping studies in software engineering,” in Proceedings of PPIG.
Helfer, G. A., Barbosa, J. L., Costa, A. B. D., Martini, B. G., Santos, R. D. (2019) “A model for productivity and soil fertility prediction oriented to ubiquitous agriculture”. In Proceedings of the 25th Brazillian Symposium on Multimedia and the Web, pp.489–492. DOI: https://doi.org/10.1145/3323503.3360637
Karthick, G. S., Sridhar, M., Pankajavalli, P. B. (2020) “Internet of things in animal healthcare (IoTAH): review of recent advancements in architecture, sensing technologies and real-time monitoring”. SN Computer Science, 1(5). DOI: https://doi.org/10.1007/s42979-020-00310-z
Kitchenham B. (2004) “Procedures for performing systematic review”. Vol. 33, Keele University, Keele, UK.
Kitchenham, B., Charters S. (2007) “Guidelines for performing Systematic Literature Reviews in Software Engineering”. Keele University and University of Durham, EBSE Technical Report Version 2.3.
Mourão E., Kalinowski M., Murta L., Mendes E., Wohlin C. (2017) "Investigating the Use of a Hybrid Search Strategy for Systematic Reviews," 2017 ACM/IEEE International Symposium on Empirical Software Engineering and Measurement (ESEM), pp. 193-198. DOI: https://doi.org/10.1109/ESEM.2017.30
Villa-Henriksen, A., Edwards, G. T., Pesonen, L. A., Green, O., Sørensen, C. A. G. (2020) “Internet of Things in arable farming: Implementation, applications, challenges and potential”. Biosystems Engineering, Volume 191, pp. 60-84. DOI: https://doi.org/10.1016/j.biosystemseng.2019.12.013
Webster, J., Watson, R. T. (2002). “Analyzing the past to prepare for the future: Writing a literature review”. MIS quarterly, Vol. 26, No.2, pp. xiii-xxiii. DOI: https://doi.org/http://www.jstor.org/stable/413231
Zhai Z., Martínez F. J., Beltran V., Martínez L. N. (2020) “Decision support systems for agriculture 4.0: Survey and challenges”. Computers and Electronics in Agriculture, Volume 170, March 2020, 105256. DOI: https://doi.org/10.1016/j.compag.2020.105256.
Publicado
10/11/2021
Como Citar
GOMES, Jonas S.; DAVID, José Maria N.; BRAGA, Regina; ARBEX, Wagner; BARBOSA, Bryan; GOMES, Wneiton Luiz; FONSECA, Leonardo M. Gravina.
Sistemas de suporte à decisão nas fazendas inteligentes: um mapeamento sistemático. In: CONGRESSO BRASILEIRO DE AGROINFORMÁTICA (SBIAGRO), 13. , 2021, Evento Online.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2021
.
p. 301-310.
ISSN 2177-9724.
DOI: https://doi.org/10.5753/sbiagro.2021.18402.
