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Digital archive of theses discussed at the University of Pisa

 

Thesis etd-11122024-120103


Thesis type
Tesi di laurea magistrale
URN
etd-11122024-120103
Thesis title
Federated Learning in Drone Networks with Digital Twin Modeling: A Simulation Study on Battery Usage
Department
INFORMATICA
Course of study
INFORMATICA E NETWORKING
Supervisors
.
relatore Prof. Adami, Davide
relatore Ing. Borgianni, Luca
Keywords
  • digital twin
  • Internet of Drones(IoD)
  • network
  • network simulator 3(ns-3)
  • simulator
Graduation session start date
29/11/2024
Availability
Withheld
Release date
29/11/2027
Abstract (Inglese)
Abstract (Italiano)
Development of a Digital Twin model in C++ in the field of Internet of Drones. This work aims to simulate and evaluate the energy consumption of a Federated Learning task in energy constrained devices such as UAVs. The implementation of the code is done with the aid of the NS-3 C++ library.
Reasoning on the datas gathered are made by simulating real-life use cases where a swarm of drones need to complete a Federated Learning task.
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