MosquIoT: A System Based on IoT and Machine Learning for the Monitoring of Aedes aegypti (Diptera: Culicidae)

被引:7
作者
Aira, Javier [1 ]
Olivares, Teresa [2 ]
Delicado, Francisco M. M. [3 ]
Vezzani, Dario [4 ]
机构
[1] Univ Castilla La Mancha, Int Doctoral Sch, Albacete 02071, Spain
[2] Univ Castilla La Mancha, Dept Comp Syst, Albacete 02071, Spain
[3] Univ Castilla La Mancha, Dept Comp Engn, Albacete 02071, Spain
[4] Natl Sci & Tech Res Council CONICET, Multidisciplinary Inst Ecosyst & Sustainable Dev U, B-7000 Tandil, Buenos Aires, Argentina
关键词
Aedes aegypti; entomological surveillance; Internet of Things (IoT); low-power wide-area network (LPWAN); machine learning; ovitraps; smart cities; tiny machine learning (TinyML); DENGUE-RISK AREAS; VECTOR; SURVEILLANCE;
D O I
10.1109/TIM.2023.3265119
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Millions of people around the world are infected with mosquito-borne diseases each year. One of the most dangerous species is Aedes aegypti, the main vector of viruses such as dengue, yellow fever, chikungunya, and Zika, among others. Mosquito prevention and eradication campaigns are essential to avoid major public health consequences. In this respect, entomological surveillance is an important tool. At present, this traditional monitoring tool is executed manually and requires digital transformation to help authorities make better decisions, improve their planning efforts, speed up execution, and better manage available resources. Therefore, new technological tools based on proven techniques need to be designed and developed. However, such tools should also be cost-effective, autonomous, reliable, and easy to implement, and should be enabled by connectivity and multi-platform software applications. This article presents the design, development, and testing of an innovative system named "MosquIoT. " It is based on traditional ovitraps with embedded Internet of Things (IoT) and tiny machine learning (TinyML) technologies, which enable the detection and quantification of Ae. aegypti eggs. This innovative and promising solution may help dynamically understand the behavior of Ae. aegypti populations in cities, shifting from the current reactive entomological monitoring model to a proactive and predictive digital one.
引用
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页数:13
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