FOPID Control of Quadrotor Based on Neural Networks Optimization and Path Planning Through Machine Learning and PSO Algorithm

被引:0
作者
S. Abolfazl Mokhtari
机构
[1] Imam Ali University,Flight and Engineering Department
来源
International Journal of Aeronautical and Space Sciences | 2022年 / 23卷
关键词
Quadrotor; FOPID; Path planning; Machine learning; PSO;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, control of the nonlinear dynamics of quadrotor with the help of FOPID controllers was focused, moreover, this literature used neural networks method is used for tuning of the controller. In the next section, finding the optimal path which satisfies the constraints of speed and guarantees the safety and feasibility of the trajectory has been studied. For path planning, machine learning algorithm based on neural networks is used to emulate the controlled plant to raise the computational efficiency. For optimizing the path particle swarm optimization algorithm is considered. The results show the accurate and appropriate performance of the mentioned algorithm.
引用
收藏
页码:567 / 582
页数:15
相关论文
共 86 条
[21]  
Xue D(2016)System identification for quad-rotor parameters using neural network Evergreen 3 6-984
[22]  
Jesus IS(2006)Feedback linearization and linear observer for a quadrotor unmanned aerial vehicle Adv Robot 20 71-2462
[23]  
Barbosa RS(2019)Modification of landslide susceptibility mapping using optimized PSO-ANN technique Eng Comput 35 967-326
[24]  
Ou B(2019)A novel intelligent diagnosis method using optimal LS-SVM with improved PSO algorithm Soft Comput 23 2445-undefined
[25]  
Song L(2019)A new hybrid topology optimization method based on I-PR-PSO and ESO. Application to continuum structural mechanics Comput Struct 212 311-undefined
[26]  
Chang C(undefined)undefined undefined undefined undefined-undefined
[27]  
Efe MÖ(undefined)undefined undefined undefined undefined-undefined
[28]  
Ayad R(undefined)undefined undefined undefined undefined-undefined
[29]  
Nouibat W(undefined)undefined undefined undefined undefined-undefined
[30]  
Zareb M(undefined)undefined undefined undefined undefined-undefined