Buzzing with Intelligence: Current Issues in Apiculture and the Role of Artificial Intelligence (AI) to Tackle It

被引:1
|
作者
Astuti, Putri Kusuma [1 ,2 ,3 ]
Hegedus, Bettina [1 ,2 ]
Oleksa, Andrzej [4 ]
Bagi, Zoltan [1 ]
Kusza, Szilvia [1 ]
机构
[1] Univ Debrecen, Fac Agr & Food Sci & Environm Management, Ctr Agr Genom & Biotechnol, H-4032 Debrecen, Hungary
[2] Univ Debrecen, Doctoral Sch Anim Sci, H-4032 Debrecen, Hungary
[3] Univ Gadjah Mada, Fac Anim Sci, Dept Anim Breeding & Reprod, Yogyakarta 55281, Indonesia
[4] Kazimierz Wielki Univ, Fac Biol Sci, Dept Genet, Bydgoszcz 85090, Poland
关键词
Apis mellifera; artificial intelligence; beekeeping; climate change; machine learning; HONEY-BEES; MONITORING-SYSTEM; NEURAL-NETWORKS; APIS-MELLIFERA; CLIMATE-CHANGE; CLASSIFICATION; SUITABILITY; IMPACT; MODEL;
D O I
10.3390/insects15060418
中图分类号
Q96 [昆虫学];
学科分类号
摘要
Honeybees (Apis mellifera L.) are important for agriculture and ecosystems; however, they are threatened by the changing climate. In order to adapt and respond to emerging difficulties, beekeepers require the ability to continuously monitor their beehives. To carry out this, the utilization of advanced machine learning techniques proves to be an exceptional tool. This review provides a comprehensive analysis of the available research on the different applications of artificial intelligence (AI) in beekeeping that are relevant to climate change. Presented studies have shown that AI can be used in various scientific aspects of beekeeping and can work with several data types (e.g., sound, sensor readings, images) to investigate, model, predict, and help make decisions in apiaries. Research articles related to various aspects of apiculture, e.g., managing hives, maintaining their health, detecting pests and diseases, and climate and habitat management, were analyzed. It was found that several environmental, behavioral, and physical attributes needed to be monitored in real-time to be able to understand and fully predict the state of the hives. Finally, it could be concluded that even if there is not yet a full-scale monitoring method for apiculture, the already available approaches (even with their identified shortcomings) can help maintain sustainability in the changing apiculture.
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页数:17
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