Accuracy–simplicity trade-off for small-scale helicopter models: A comparative study based on flight data

Accuracy–simplicity trade-off for small-scale helicopter models: A comparative study based on... A good model is a trade-off between simplicity of the model structure and accuracy of the prediction. Higher accuracy is generally expected from more complex models, but at the cost of higher computational burden, more complex handling and potential identifiability issues. Depending on the targeted use, assumptions and simplifications are made to find the simplest model still capturing the important phenomena. These choices are not straightforward and, to this end, the paper gives a comparison of miniature helicopter models often found in the literature. The contribution of the paper is thus twofold. A time-domain identification procedure for parametric models of miniature helicopters is first described and applied to four different models with increasing complexity. The procedure is based on flight data obtained during a manual slow-speed flight. Secondly, the accuracies of these models are evaluated and compared, which highlights the main differences and improvements brought by the differences in the aerodynamic model equations and allows the selection of a relevant model structure depending on the target application. http://www.deepdyve.com/assets/images/DeepDyve-Logo-lg.png Control Engineering Practice Elsevier

Accuracy–simplicity trade-off for small-scale helicopter models: A comparative study based on flight data

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Publisher
Elsevier
Copyright
Copyright © 2018 Elsevier Ltd
ISSN
0967-0661
D.O.I.
10.1016/j.conengprac.2018.01.001
Publisher site
See Article on Publisher Site

Abstract

A good model is a trade-off between simplicity of the model structure and accuracy of the prediction. Higher accuracy is generally expected from more complex models, but at the cost of higher computational burden, more complex handling and potential identifiability issues. Depending on the targeted use, assumptions and simplifications are made to find the simplest model still capturing the important phenomena. These choices are not straightforward and, to this end, the paper gives a comparison of miniature helicopter models often found in the literature. The contribution of the paper is thus twofold. A time-domain identification procedure for parametric models of miniature helicopters is first described and applied to four different models with increasing complexity. The procedure is based on flight data obtained during a manual slow-speed flight. Secondly, the accuracies of these models are evaluated and compared, which highlights the main differences and improvements brought by the differences in the aerodynamic model equations and allows the selection of a relevant model structure depending on the target application.

Journal

Control Engineering PracticeElsevier

Published: Apr 1, 2018

References

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