UAV-based Visual Remote Sensing for Automated Building Inspection

09/27/2022
by   Kushagra Srivastava, et al.
7

Unmanned Aerial Vehicle (UAV) based remote sensing system incorporated with computer vision has demonstrated potential for assisting building construction and in disaster management like damage assessment during earthquakes. The vulnerability of a building to earthquake can be assessed through inspection that takes into account the expected damage progression of the associated component and the component's contribution to structural system performance. Most of these inspections are done manually, leading to high utilization of manpower, time, and cost. This paper proposes a methodology to automate these inspections through UAV-based image data collection and a software library for post-processing that helps in estimating the seismic structural parameters. The key parameters considered here are the distances between adjacent buildings, building plan-shape, building plan area, objects on the rooftop and rooftop layout. The accuracy of the proposed methodology in estimating the above-mentioned parameters is verified through field measurements taken using a distance measuring sensor and also from the data obtained through Google Earth. Additional details and code can be accessed from https://uvrsabi.github.io/ .

READ FULL TEXT

page 7

page 12

page 14

research
01/22/2021

A Review on Deep Learning in UAV Remote Sensing

Deep Neural Networks (DNNs) learn representation from data with an impre...
research
12/13/2018

Benchmark Dataset for Automatic Damaged Building Detection from Post-Hurricane Remotely Sensed Imagery

Rapid damage assessment is of crucial importance to emergency responders...
research
09/24/2018

Towards Automated Post-Earthquake Inspections with Deep Learning-based Condition-Aware Models

In the aftermath of an earthquake, rapid structural inspections are requ...
research
10/10/2021

Fast and Robust Structural Damage Analysis of Civil Infrastructure Using UAV Imagery

The usage of Unmanned Aerial Vehicles (UAVs) in the context of structura...
research
11/13/2021

Autonomous UAV for Building Monitoring, Detection and Localisation of Faults

Collapsing of structural buildings has been sighted commonly and the pre...
research
10/11/2022

Computer Vision based inspection on post-earthquake with UAV synthetic dataset

The area affected by the earthquake is vast and often difficult to entir...
research
02/24/2023

3D Trajectory Planning for UAV-based Search Missions: An Integrated Assessment and Search Planning Approach

The ability to efficiently plan and execute search missions in challengi...

Please sign up or login with your details

Forgot password? Click here to reset