A Compound Controller of an Aerial Manipulator Based on Maxout Fuzzy Neural Network

Joint Authors

Qi, Xinchen
Wu, Jianwei
Pan, Jiansheng

Source

Complexity

Issue

Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-10, 10 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2020-12-04

Country of Publication

Egypt

No. of Pages

10

Main Subjects

Philosophy

Abstract EN

The aerial manipulator is a complex system with high coupling and instability.

The motion of the robotic arm will affect the self-stabilizing accuracy of the unmanned aerial vehicles (UAVs).

To enhance the stability of the aerial manipulator, a composite controller combining conventional proportion integration differentiation (PID) control, fuzzy theory, and neural network algorithm is proposed.

By blurring the attitude error signal of UAV as the input of the neural network, the anti-interference ability and stability of UAV is improved.

At the same time, a neural network model identifier based on Maxout activation function is built to realize accurate recognition of the controlled model.

The simulation results show that, compared with the conventional PID controller, the composite controller combined with fuzzy neural network can improve the anti-interference ability and stability of UAV greatly.

American Psychological Association (APA)

Qi, Xinchen& Wu, Jianwei& Pan, Jiansheng. 2020. A Compound Controller of an Aerial Manipulator Based on Maxout Fuzzy Neural Network. Complexity،Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1145218

Modern Language Association (MLA)

Qi, Xinchen…[et al.]. A Compound Controller of an Aerial Manipulator Based on Maxout Fuzzy Neural Network. Complexity No. 2020 (2020), pp.1-10.
https://search.emarefa.net/detail/BIM-1145218

American Medical Association (AMA)

Qi, Xinchen& Wu, Jianwei& Pan, Jiansheng. A Compound Controller of an Aerial Manipulator Based on Maxout Fuzzy Neural Network. Complexity. 2020. Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1145218

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1145218