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

03/08/2018
by   Hyesung Kim, et al.
0

This paper proposes a real-time movement control algorithm for massive unmanned aerial vehicles (UAVs) that provide emergency cellular connections in an urban disaster site. While avoiding the inter-UAV collision under temporal wind dynamics, the proposed algorithm minimizes each UAV's energy consumption per unit downlink rate. By means of a mean-field game theoretic flocking approach, the velocity control of each UAV only requires its own location and channel states. Numerical results validate the performance of the algorithm in terms of the number of collision and energy consumption per data rate, under a realistic 3GPP UAV channel model.

READ FULL TEXT
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

Energy and Delay aware Physical Collision Avoidance in Unmanned Aerial Vehicles

Several solutions have been proposed in the literature to address the Un...
research
03/28/2021

Online Flocking Control of UAVs with Mean-Field Approximation

We present a novel approach to the formation controlling of aerial robot...
research
08/31/2023

Energy Efficient UAV-Assisted Emergency Communication with Reliable Connectivity and Collision Avoidance

Emergency communication is vital for search and rescue operations follow...
research
01/05/2022

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

For the Internet-of-unmanned aerial vehicles (UAVs) some challenges in b...
research
09/27/2022

Reducing safe UAV separation distances with U2U communication and new Remote ID formats

As the number of Unmanned Aerial Vehicles (UAVs) in the airspace grows, ...
research
09/21/2020

Mobile Cellular-Connected UAVs: Reinforcement Learning for Sky Limits

A cellular-connected unmanned aerial vehicle (UAV)faces several key chal...

Please sign up or login with your details

Forgot password? Click here to reset