TY - GEN
T1 - Applications of Gaussian Process Regression in the Aero-Thermo-Servo-Elastic Analysis Towards Integrated Hypersonic Flight Dynamic Analysis
AU - Huang, Daning
N1 - Publisher Copyright:
© 2021 IEEE.
PY - 2021
Y1 - 2021
N2 - This tutorial paper presents the surrogate modeling based on Gaussian process regression (GPR) and its application in the hypersonic aero-thermo-servo-elastic analysis, a key ingredient in the design of hypersonic vehicles as well as its guidance, navigation and control. First, the basic formulations of GPR and practices of model training are presented. Next, the existing applications of GPR in hypersonic problems are reviewed. Subsequently, a pedagogical example and an applied example of GPR are presented. Finally, the pros and cons of the GPR modeling approach for general and hypersonic-specific applications are summarized.
AB - This tutorial paper presents the surrogate modeling based on Gaussian process regression (GPR) and its application in the hypersonic aero-thermo-servo-elastic analysis, a key ingredient in the design of hypersonic vehicles as well as its guidance, navigation and control. First, the basic formulations of GPR and practices of model training are presented. Next, the existing applications of GPR in hypersonic problems are reviewed. Subsequently, a pedagogical example and an applied example of GPR are presented. Finally, the pros and cons of the GPR modeling approach for general and hypersonic-specific applications are summarized.
UR - http://www.scopus.com/inward/record.url?scp=85126036842&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85126036842&partnerID=8YFLogxK
U2 - 10.1109/CDC45484.2021.9683576
DO - 10.1109/CDC45484.2021.9683576
M3 - Conference contribution
AN - SCOPUS:85126036842
T3 - Proceedings of the IEEE Conference on Decision and Control
SP - 6
EP - 15
BT - 60th IEEE Conference on Decision and Control, CDC 2021
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 60th IEEE Conference on Decision and Control, CDC 2021
Y2 - 13 December 2021 through 17 December 2021
ER -