A deep learning-based pipeline for mosquito detection and classification from wingbeat sounds

MS Yin, P Haddawy, T Ziemer, F Wetjen… - Multimedia Tools and …, 2023 - Springer
Mosquito vector-borne diseases such as malaria and dengue constitute some of the most
serious public health burdens in tropical and sub-tropical countries. Effective targeting of …

[HTML][HTML] Embedded federated learning over a LoRa mesh network

NL Giménez, JM Solé, F Freitag - Pervasive and Mobile Computing, 2023 - Elsevier
In on-device training of machine learning models on microcontrollers a neural network is
trained on the device. A specific approach for collaborative on-device training is federated …

A low-cost multi-purpose IoT sensor for biologging and soundscape activities

D Vasconcelos, NJ Nunes - Sensors, 2022 - mdpi.com
The rapid expansion in miniaturization, usability, energy efficiency, and affordability of
Internet of Things (IoT) sensors, integrated with innovations in smart capability, is greatly …

The effects of weight quantization on online federated learning for the IoT: a case study

NL Giménez, JK Lee, F Freitag… - IEEE access, 2024 - ieeexplore.ieee.org
Many weight quantization approaches were explored to save the communication bandwidth
between the clients and the server in federated learning using high-end computing …

[HTML][HTML] Optimal 2D audio features estimation for a lightweight application in mosquitoes species: Ecoacoustics detection and classification purposes

D Vasconcelos, NJ Nunes, A Förster… - Computers in Biology and …, 2024 - Elsevier
Mosquitoes are the vector of diseases that kill more than one million people per year
worldwide. Surveillance systems are essential for understanding their complex ecology and …

MM4Drone: A multi-spectral image and mmwave radar approach for identifying mosquito breeding grounds via aerial drones

KTY Mahima, M Weerasekara, KD Zoysa… - … on Pervasive Computing …, 2022 - Springer
Mosquitoes spread disases such as Dengue and Zika that affect a significant portion of the
world population. One approach to hamper the spread of the disases is to identify the …

The antenna base plays a crucial role in mosquito courtship behavior

T Ziemer, F Wetjen, A Herbst - Frontiers in Tropical Diseases, 2022 - frontiersin.org
Mosquitoes are vectors of pathogens that cause diseases like malaria, dengue fever, yellow
fever, chikungunya and Zika. For mosquito control it is crucial to understand their hearing …

[HTML][HTML] Semi-supervised water tank detection to support vector control of emerging infectious diseases transmitted by Aedes Aegypti

S Knoblauch, H Li, S Lautenbach, Y Elshiaty… - International Journal of …, 2023 - Elsevier
The disease transmitting mosquito Aedes Aegypti is an increasing global threat. It breeds in
small artificial containers such as rainwater tanks and can be characterized by a short flight …

Towards a Library of Deep Neural Networks for Experimenting with on-Device Training on Microcontrollers

S Aatab, F Freitag - 2023 IEEE 9th World Forum on Internet of …, 2023 - ieeexplore.ieee.org
Despite the limited computing capacity of microcontrollers, there is a growing interest in
training neural networks on these devices for tiny machine learning applications. The …

Mosquito Ovitraps IoT Sensing System (MOISS): Internet of Things-based System for Continuous, Real-Time and Autonomous Environment Monitoring

A Aldosery, D Vasconcelos, M Ribeiro… - 2022 IEEE 8th World …, 2022 - ieeexplore.ieee.org
The monitoring of environmental parameters is indispensable for controlling mosquito
populations. The abundance of mosquitoes mainly depends on climate conditions, weather …