A Novel Multi-Layer Framework for BVLoS Drone Operation: A Preliminary Study

01/14/2023
by   Francesco Betti Sorbelli, et al.
0

Drones have become increasingly popular in a variety of fields, including agriculture, emergency response, and package delivery. However, most drone operations are currently limited to within Visual Line of Sight (vlos) due to safety concerns. Flying drones Beyond Visual Line of Sight (bvlos) presents new challenges and opportunities, but also requires new technologies and regulatory frameworks, not yet implemented, to ensure that the drone is constantly under the control of a remote operator. In this preliminary study, we assume to remotely control the drone using the available ground cellular network infrastructure. We propose to plan bvlos drone operations using a novel multi-layer framework that includes many layers of constraints that closely resemble real-world scenarios and challenges. These layers include information such as the potential ground risk in the event of a drone failure, the available ground cellular network infrastructure, and the presence of ground obstacles. From the multi-layer framework, a graph is constructed whose edges are weighted with a dependability score that takes into account the information of the multi-layer framework. Then, the planning of bvlos drone missions is equivalent to solving the Maximum Path Dependability Problem on the constructed graph, which turns out to be solvable by applying Dijkstra's algorithm.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
11/21/2019

Efficient Drone Mobility Support Using Reinforcement Learning

Flying drones can be used in a wide range of applications and services f...
research
10/31/2017

Reshaping Cellular Networks for the Sky: The Major Factors and Feasibility

In this paper, we investigate the feasibility of using the existing cell...
research
02/08/2020

Shipper Cooperation in Stochastic Drone Delivery: A Dynamic Bayesian Game Approach

With the recent technological innovation, unmanned aerial vehicles, know...
research
11/20/2017

Multi-tier Drone Architecture for 5G/B5G Cellular Networks: Challenges, Trends, and Prospects

Drones (or unmanned aerial vehicles [UAVs]) are expected to be an import...
research
05/31/2018

Towards Affective Drone Swarms: A Preliminary Crowd-Sourced Study

Drone swarms are teams of autonomous un-manned aerial vehicles that act ...
research
04/23/2018

CardKit: A Card-Based Programming Framework for Drones

Drones are being used in many industries for a variety of applications, ...
research
09/06/2021

Multi-layer network approach in modeling epidemics in an urban town

The last 2 years have been an extraordinary time with Covid-19 pandemic ...

Please sign up or login with your details

Forgot password? Click here to reset