Adaptive Neural-Network Based Fuzzy Logic (ANFIS) Based Trajectory Controller Design for One Leg of a Quadruped Robot

In this paper, a hybrid learning algorithm referred to as Adaptive Neuro Fuzzy Inference System (ANFIS) is used to obtain a neural-network based fuzzy logic (NNFL) controller to ensure walking in desired trajectory of the one leg of a quadruped robot. Firstly, Computer aided model drawing (CAD) model of system is converted into the Simulink/SimMechanics and PID controllers applied to the system Then, input and output data are obtained from PID controller set up training and checking data sets of the ANFIS. After trained network in the MATLAB/Fuzzy Logic Toolbox, NNFL controllers is acquired and applied to the system. PID controls and NNFL controllers are simulated in the MATLAB/Simulink and compared with each other according their performances in the trajectory tracking. The Simulation results are presented in graphical form to investigate the controllers.

[1]  Mustafa TINKIR,et al.  A new approach for interval type-2 by using adaptive network based fuzzy inference system , 2012 .

[2]  Jianhua Wang,et al.  A gait planning approach for locomotion stability of four-legged robots , 2012, 2012 7th IEEE Conference on Industrial Electronics and Applications (ICIEA).

[3]  Umit Onen,et al.  Application of adaptive neural network based interval type-2 fuzzy logic control on a nonlinear system , 2011, 2011 3rd International Conference on Computer Research and Development.

[4]  Jyh-Shing Roger Jang,et al.  ANFIS: adaptive-network-based fuzzy inference system , 1993, IEEE Trans. Syst. Man Cybern..

[5]  Jyh-Shing Roger Jang,et al.  Fuzzy Modeling Using Generalized Neural Networks and Kalman Filter Algorithm , 1991, AAAI.

[6]  References , 1971 .

[7]  Martin Brown,et al.  Neurofuzzy adaptive modelling and control , 1994 .

[8]  I.A. Mahmood,et al.  Vibration and Position Control of a Flexible Manipulator , 2007, 2007 Information, Decision and Control.

[9]  Kevin Blankespoor,et al.  BigDog, the Rough-Terrain Quadruped Robot , 2008 .

[10]  Claudio Semini HyQ - Design and Development of a Hydraulically Actuated Quadruped Robot , 2010 .

[11]  Arif Ankarali,et al.  Neuro-Fuzzy trajectory control of a scara robot , 2010, 2010 The 2nd International Conference on Computer and Automation Engineering (ICCAE).

[12]  Darwin G. Caldwell,et al.  Additive manufacturing for agile legged robots with hydraulic actuation , 2015, 2015 International Conference on Advanced Robotics (ICAR).