TY - JOUR
T1 - Common Data Fusion Framework
T2 - an open-source common data fusion framework for space robotics
AU - Dominguez, Raul
AU - Post, Mark
AU - Fabisch, Alexander
AU - Michalec, Romain
AU - Bissonnette, Vincent
AU - Govindaraj, Shashank
PY - 2020/3/19
Y1 - 2020/3/19
N2 - Multisensor data fusion plays a vital role in providing autonomous systems with environmental information crucial for reliable functioning. In this article, we summarize the modular structure of the newly developed and released Common Data Fusion Framework and explain how it is used. Sensor data are registered and fused within the Common Data Fusion Framework to produce comprehensive 3D environment representations and pose estimations. The proposed software components to model this process in a reusable manner are presented through a complete overview of the framework, then the provided data fusion algorithms are listed, and through the case of 3D reconstruction from 2D images, the Common Data Fusion Framework approach is exemplified. The Common Data Fusion Framework has been deployed and tested in various scenarios that include robots performing operations of planetary rover exploration and tracking of orbiting satellites.
AB - Multisensor data fusion plays a vital role in providing autonomous systems with environmental information crucial for reliable functioning. In this article, we summarize the modular structure of the newly developed and released Common Data Fusion Framework and explain how it is used. Sensor data are registered and fused within the Common Data Fusion Framework to produce comprehensive 3D environment representations and pose estimations. The proposed software components to model this process in a reusable manner are presented through a complete overview of the framework, then the provided data fusion algorithms are listed, and through the case of 3D reconstruction from 2D images, the Common Data Fusion Framework approach is exemplified. The Common Data Fusion Framework has been deployed and tested in various scenarios that include robots performing operations of planetary rover exploration and tracking of orbiting satellites.
KW - sensor data fusion
KW - orbital robotics
KW - planetary robotics
KW - robotics software frameworks
KW - space robotics
UR - http://www.scopus.com/inward/record.url?scp=85082448291&partnerID=8YFLogxK
U2 - 10.1177/1729881420911767
DO - 10.1177/1729881420911767
M3 - Article
AN - SCOPUS:85082448291
SN - 1729-8806
VL - 17
SP - 1
EP - 15
JO - International Journal of Advanced Robotic Systems
JF - International Journal of Advanced Robotic Systems
IS - 2
ER -