New Strategies for Time Delay Estimation during System Calibration for UAV-Based GNSS/INS-Assisted Imaging Systems

The need for accurate 3D spatial information is growing rapidly in many of today’s key industries, such as precision agriculture, emergency management, infrastructure monitoring, and defense. Unmanned aerial vehicles (UAVs) equipped with global navigation satellite systems/inertial navigat...

Full description

Bibliographic Details
Main Authors: Lisa LaForest, Seyyed Meghdad Hasheminasab, Tian Zhou, John Evan Flatt, Ayman Habib
Format: Article
Language:English
Published: MDPI AG 2019-08-01
Series:Remote Sensing
Subjects:
Online Access:https://www.mdpi.com/2072-4292/11/15/1811
id doaj-075a15d5fe2248bd85af22ce3dca7f5f
record_format Article
spelling doaj-075a15d5fe2248bd85af22ce3dca7f5f2020-11-25T02:20:27ZengMDPI AGRemote Sensing2072-42922019-08-011115181110.3390/rs11151811rs11151811New Strategies for Time Delay Estimation during System Calibration for UAV-Based GNSS/INS-Assisted Imaging SystemsLisa LaForest0Seyyed Meghdad Hasheminasab1Tian Zhou2John Evan Flatt3Ayman Habib4Lyles School of Civil Engineering, Purdue University, West Lafayette, IN 47909, USALyles School of Civil Engineering, Purdue University, West Lafayette, IN 47909, USALyles School of Civil Engineering, Purdue University, West Lafayette, IN 47909, USALyles School of Civil Engineering, Purdue University, West Lafayette, IN 47909, USALyles School of Civil Engineering, Purdue University, West Lafayette, IN 47909, USAThe need for accurate 3D spatial information is growing rapidly in many of today’s key industries, such as precision agriculture, emergency management, infrastructure monitoring, and defense. Unmanned aerial vehicles (UAVs) equipped with global navigation satellite systems/inertial navigation systems (GNSS/INS) and consumer-grade digital imaging sensors are capable of providing accurate 3D spatial information at a relatively low cost. However, with the use of consumer-grade sensors, system calibration is critical for accurate 3D reconstruction. In this study, ‘consumer-grade’ refers to cameras that require system calibration by the user instead of by the manufacturer or other high-end laboratory settings, as well as relatively low-cost GNSS/INS units. In addition to classical spatial system calibration, many consumer-grade sensors also need temporal calibration for accurate 3D reconstruction. This study examines the accuracy impact of time delay in the synchronization between the GNSS/INS unit and cameras on-board UAV-based mapping systems. After reviewing existing strategies, this study presents two approaches (direct and indirect) to correct for time delay between GNSS/INS recorded event markers and actual time of image exposure. Our results show that both approaches are capable of handling and correcting this time delay, with the direct approach being more rigorous. When a time delay exists and the direct or indirect approach is applied, horizontal accuracy of 1−3 times the ground sampling distance (GSD) can be achieved without either the use of any ground control points (GCPs) or adjusting the original GNSS/INS trajectory information.https://www.mdpi.com/2072-4292/11/15/1811time synchronizationunmanned aerial vehicles (UAVs), system calibrationGNSS/INS-assisted mappingbundle adjustment
collection DOAJ
language English
format Article
sources DOAJ
author Lisa LaForest
Seyyed Meghdad Hasheminasab
Tian Zhou
John Evan Flatt
Ayman Habib
spellingShingle Lisa LaForest
Seyyed Meghdad Hasheminasab
Tian Zhou
John Evan Flatt
Ayman Habib
New Strategies for Time Delay Estimation during System Calibration for UAV-Based GNSS/INS-Assisted Imaging Systems
Remote Sensing
time synchronization
unmanned aerial vehicles (UAVs), system calibration
GNSS/INS-assisted mapping
bundle adjustment
author_facet Lisa LaForest
Seyyed Meghdad Hasheminasab
Tian Zhou
John Evan Flatt
Ayman Habib
author_sort Lisa LaForest
title New Strategies for Time Delay Estimation during System Calibration for UAV-Based GNSS/INS-Assisted Imaging Systems
title_short New Strategies for Time Delay Estimation during System Calibration for UAV-Based GNSS/INS-Assisted Imaging Systems
title_full New Strategies for Time Delay Estimation during System Calibration for UAV-Based GNSS/INS-Assisted Imaging Systems
title_fullStr New Strategies for Time Delay Estimation during System Calibration for UAV-Based GNSS/INS-Assisted Imaging Systems
title_full_unstemmed New Strategies for Time Delay Estimation during System Calibration for UAV-Based GNSS/INS-Assisted Imaging Systems
title_sort new strategies for time delay estimation during system calibration for uav-based gnss/ins-assisted imaging systems
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2019-08-01
description The need for accurate 3D spatial information is growing rapidly in many of today’s key industries, such as precision agriculture, emergency management, infrastructure monitoring, and defense. Unmanned aerial vehicles (UAVs) equipped with global navigation satellite systems/inertial navigation systems (GNSS/INS) and consumer-grade digital imaging sensors are capable of providing accurate 3D spatial information at a relatively low cost. However, with the use of consumer-grade sensors, system calibration is critical for accurate 3D reconstruction. In this study, ‘consumer-grade’ refers to cameras that require system calibration by the user instead of by the manufacturer or other high-end laboratory settings, as well as relatively low-cost GNSS/INS units. In addition to classical spatial system calibration, many consumer-grade sensors also need temporal calibration for accurate 3D reconstruction. This study examines the accuracy impact of time delay in the synchronization between the GNSS/INS unit and cameras on-board UAV-based mapping systems. After reviewing existing strategies, this study presents two approaches (direct and indirect) to correct for time delay between GNSS/INS recorded event markers and actual time of image exposure. Our results show that both approaches are capable of handling and correcting this time delay, with the direct approach being more rigorous. When a time delay exists and the direct or indirect approach is applied, horizontal accuracy of 1−3 times the ground sampling distance (GSD) can be achieved without either the use of any ground control points (GCPs) or adjusting the original GNSS/INS trajectory information.
topic time synchronization
unmanned aerial vehicles (UAVs), system calibration
GNSS/INS-assisted mapping
bundle adjustment
url https://www.mdpi.com/2072-4292/11/15/1811
work_keys_str_mv AT lisalaforest newstrategiesfortimedelayestimationduringsystemcalibrationforuavbasedgnssinsassistedimagingsystems
AT seyyedmeghdadhasheminasab newstrategiesfortimedelayestimationduringsystemcalibrationforuavbasedgnssinsassistedimagingsystems
AT tianzhou newstrategiesfortimedelayestimationduringsystemcalibrationforuavbasedgnssinsassistedimagingsystems
AT johnevanflatt newstrategiesfortimedelayestimationduringsystemcalibrationforuavbasedgnssinsassistedimagingsystems
AT aymanhabib newstrategiesfortimedelayestimationduringsystemcalibrationforuavbasedgnssinsassistedimagingsystems
_version_ 1724871201833091072