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 …
The rapid expansion in miniaturization, usability, energy efficiency, and affordability of Internet of Things (IoT) sensors, integrated with innovations in smart capability, is greatly …
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 …
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 …
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 …
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 …
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 …
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 …
The monitoring of environmental parameters is indispensable for controlling mosquito populations. The abundance of mosquitoes mainly depends on climate conditions, weather …