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

المؤلفون المشاركون

Qi, Xinchen
Wu, Jianwei
Pan, Jiansheng

المصدر

Complexity

العدد

المجلد 2020، العدد 2020 (31 ديسمبر/كانون الأول 2020)، ص ص. 1-10، 10ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2020-12-04

دولة النشر

مصر

عدد الصفحات

10

التخصصات الرئيسية

الفلسفة

الملخص 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.

نمط استشهاد جمعية علماء النفس الأمريكية (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

نمط استشهاد الجمعية الأمريكية للغات الحديثة (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

نمط استشهاد الجمعية الطبية الأمريكية (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

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1145218