Pressure Measurement of the Flexible Pipe Algorithm in Aerial Refueling based on SVR with Parameter Optimization

DOI

10.2991/iiicec-15.2015.459How to use a DOI?

Keywords

aerial refueling; flexible pipe pressure; SVR; parameter optimization

Abstract

With the problem that the pressure of the flexible pipe in aerial refueling was hard to be measured directly by sensors, a pressure measurement algorithm based on support vector regression (SVR) with parameter optimization was proposed in this paper. First, a data model with a large amount of historical data based on SVR was set up. Then the parameters of the model were optimized by cross-validation and grid-search method. Experimental results show that the method has a high prediction precision and good generalization ability comparing with BP neural network.

Copyright

© 2015, the Authors. Published by Atlantis Press.

Open Access

This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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TY  - CONF
AU  - Wanxu Zhang
AU  - Xiangnan Li
AU  - Lin Wang
PY  - 2015/03
DA  - 2015/03
TI  - Pressure Measurement of the Flexible Pipe Algorithm in Aerial Refueling based on SVR with Parameter Optimization
BT  - Proceedings of the 2015 International Industrial Informatics and Computer Engineering Conference
PB  - Atlantis Press
SP  - 2109
EP  - 2112
SN  - 2352-538X
UR  - https://doi.org/10.2991/iiicec-15.2015.459
DO  - 10.2991/iiicec-15.2015.459
ID  - Zhang2015/03
ER  -