Globally Optimal Boresight Alignment of UAV-LiDAR Systems

02/28/2022
by   Smitha Gopinath, et al.
0

In airborne light detection and ranging (LiDAR) systems, misalignments between the LiDAR-scanner and the inertial navigation system (INS) mounted on an unmanned aerial vehicle (UAV)'s frame can lead to inaccurate 3D point clouds. Determining the orientation offset, or boresight error is key to many LiDAR-based applications. In this work, we introduce a mixed-integer quadratically constrained quadratic program (MIQCQP) that can globally solve this misalignment problem. We also propose a nested spatial branch and bound (nsBB) algorithm that improves computational performance. The nsBB relies on novel preprocessing steps that progressively reduce the problem size. In addition, an adaptive grid search (aGS) allowing us to obtain quick heuristic solutions is presented. Our algorithms are open-source, multi-threaded and multi-machine compatible.

READ FULL TEXT
research
10/21/2020

UAV LiDAR Point Cloud Segmentation of A Stack Interchange with Deep Neural Networks

Stack interchanges are essential components of transportation systems. M...
research
10/30/2019

Crop Height and Plot Estimation from Unmanned Aerial Vehicles using 3D LiDAR

In this paper, we present techniques to measure crop heights using a 3D ...
research
06/30/2023

Fusion of Visual-Inertial Odometry with LiDAR Relative Localization for Cooperative Guidance of a Micro-Scale Aerial Vehicle

A novel relative localization approach for cooperative guidance of a mic...
research
07/13/2023

FF-LINS: A Consistent Frame-to-Frame Solid-State-LiDAR-Inertial State Estimator

Most of the existing LiDAR-inertial navigation systems are based on fram...
research
05/26/2023

Semantic segmentation of sparse irregular point clouds for leaf/wood discrimination

LiDAR (Light Detection and Ranging) has become an essential part of the ...
research
02/12/2020

A Visual-inertial Navigation Method for High-Speed Unmanned Aerial Vehicles

This paper investigates the localization problem of high-speed high-alti...

Please sign up or login with your details

Forgot password? Click here to reset