Novel Information-theoretic Game-theoretical Insights to Broadcasting in Internet-of-UAVs

01/05/2022
by   Makan Zamanipour, et al.
0

For the Internet-of-unmanned aerial vehicles (UAVs) some challenges in broadcasting and from new points of view are explored. In this paper, first, we investigate a single broadcast transceiver. From a control of noisy-channel viewpoint, we consider: (i) Alice sends 𝒳 to Bob as more efficient as possible while she wishes Bob not to get access to the private message 𝒮 regarding the correlation between 𝒮 and 𝒳 - i.e., Alice purposefully sends a turbulent-flow of the information to Bob; and (ii) where (Θ_1;Θ_2 ) is the control-action-pair which actualise a pursuit-Evasion. We consider dissipativity in our system due to the memory effect relating to the previous states. We thus propose a federated-learning based Blahut-Arimoto algorithm while a 2-D dissipativity-theoretic continuous-Mean-Field-Game (MFG) is proposed with regard to (w.r.t.) a joint probability-distribution-function (PDF) of the population distribution - relating to a continuous-control-law. We also analyse what if Alice is owed to multiple Bobs in a multi-user scenario which we apply a bankruptcy based 3-level nested game for.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
10/17/2018

Game-Theoretic Approaches for Wireless Communications with Unmanned Aerial Vehicles

Wireless communications with unmanned aerial vehicles (UAVs) offer a pro...
research
07/08/2021

Federated Learning as a Mean-Field Game

We establish a connection between federated learning, a concept from mac...
research
03/08/2018

Massive UAV-to-Ground Communication and its Stable Movement Control: A Mean-Field Approach

This paper proposes a real-time movement control algorithm for massive u...
research
01/05/2022

A Game Theoretical Analysis on the Gray-Wyner System and Generalised Common Information

We analyse the common information problem for the generalised Gray-Wyner...
research
04/30/2019

On the Effect of Temporal Correlation on Joint Success Probability and Distribution of Number of Interferers in Mobile UAV Networks

Unmanned aerial vehicle (UAV)-aided terrestrial cellular networks is bei...
research
05/10/2019

Massive Autonomous UAV Path Planning: A Neural Network Based Mean-Field Game Theoretic Approach

This paper investigates the autonomous control of massive unmanned aeria...
research
01/05/2022

Adversarial Robustness in Cognitive Radio Networks

When an adversary gets access to the data sample in the adversarial robu...

Please sign up or login with your details

Forgot password? Click here to reset