Trajectory Synthesis for a UAV Swarm to Perform Resilient Requirement-Aware Surveillance: A Smart Grid-based Study

11/03/2019
by   M. Ashiqur Rahman, et al.
0

A smart grid is a widely distributed engineering system with overhead transmission lines. Physical damage to these power lines, from natural calamities or technical failures, will disrupt the functional integrity of the grid. To ensure the continuation of the grid's operational flow when those phenomena happen, the grid operator must immediately take steps to nullify the impacts and repair the problems, even if those occur in hardly-reachable remote areas. Emerging unmanned aerial vehicles (UAVs) show great potential to replace traditional human patrols for regularly monitoring critical situations involving the safety of the grid. The critical lines can be monitored by a fleet of UAVs to ensure a resilient surveillance system. The proposed approach considers the n-1 contingency analysis to find the criticality of a transmission line. We propose a formal framework that verifies whether a given set of UAVs (i.e., a UAV swarm) can perform continuous surveillance of the grid satisfying various requirements, particularly the monitoring and resiliency specifications. The verification process ultimately provides a trajectory plan for the UAVs, including the refueling schedules. The resiliency requirement of inspecting a point on a line is expressed in terms of a k-property specifying that if k UAVs fail or compromised still there is a UAV to collect the data at the point within on time. We evaluate the proposed framework on synthetic data based on various IEEE test bus systems.

READ FULL TEXT

page 1

page 3

research
08/25/2020

Automated Trajectory Synthesis for UAV Swarms Based on Resilient Data Collection Objectives

The use of Unmanned Aerial Vehicles (UAVs) for collecting data from remo...
research
09/07/2023

Fully Onboard SLAM for Distributed Mapping with a Swarm of Nano-Drones

The use of Unmanned Aerial Vehicles (UAVs) is rapidly increasing in appl...
research
05/25/2023

LLHR: Low Latency and High Reliability CNN Distributed Inference for Resource-Constrained UAV Swarms

Recently, Unmanned Aerial Vehicles (UAVs) have shown impressive performa...
research
12/19/2019

Online Path Generation and Navigation for Swarms of UAVs

With the growing popularity of Unmanned Aerial Vehicles (UAVs) for consu...
research
01/15/2022

Cooperative Multi-Agent Deep Reinforcement Learning for Reliable Surveillance via Autonomous Multi-UAV Control

CCTV-based surveillance using unmanned aerial vehicles (UAVs) is conside...
research
03/24/2018

Towards a New Paradigm of UAV Safety

With the rising popularity of UAVs in the civilian world, we are current...
research
11/28/2021

UAV-based Crowd Surveillance in Post COVID-19 Era

To cope with the current pandemic situation and reinstate pseudo-normal ...

Please sign up or login with your details

Forgot password? Click here to reset