Trends in Intelligent Robotics, Automation, and Manufacturing

This paper addresses the development and application of heuristic control strategy to plan collision free configurations of a 5 D.O.F. planar robot manipulator, to position its end effector at the desired target with minimal error and convergence time, while avoiding the obstacles in the workspace. Four variants of Particle Swarm Optimization (PSO) technique is used as the heuristic approaches to solve the above problem. The efficiency and performance of the proposed approaches is investigated through both simulation and experimental studies. It is found out that the variant of PSO-W produces better results in terms of convergence and positional in scenarios such movements in environment with free obstacles, with one obstacle and two obstacle respectively with error less than 2.3% overall. Results revealed that the heuristic methods based on the search algorithms is a viable alternative over the traditional approaches for solving redundant manipulator problems constrained with nonlinearities and obstacles.

[1]  Kotoji Ando,et al.  Crack-Healing Behavior of Liquid-Phase-Sintered Silicon Carbide Ceramics , 2003 .

[2]  Kotoji Ando,et al.  Crack‐Healing Behavior of Si3N4/SiC Ceramics under Cyclic Stress and Resultant Fatigue Strength at the Healing Temperature , 2002 .

[3]  K. Ishii,et al.  Locomotion of a quadruped robot using CPG , 2004, 2004 IEEE International Joint Conference on Neural Networks (IEEE Cat. No.04CH37541).

[4]  Jing-Fu Liu,et al.  Development of an Interactive Lane Keeping Control System for Vehicle , 2007, 2007 IEEE Vehicle Power and Propulsion Conference.

[5]  Chengju Liu,et al.  Locomotion control of quadruped robots based on central pattern generators , 2011, 2011 9th World Congress on Intelligent Control and Automation.

[6]  Kunikatsu Takase,et al.  Biologically inspired neural controller for quadruped , 2007, 2007 IEEE International Conference on Robotics and Biomimetics (ROBIO).

[7]  Kotoji Ando,et al.  Crack-healing behavior and resultant strength properties of silicon carbide ceramic , 2005 .

[8]  Saïd Mammar,et al.  Time to line crossing for lane departure avoidance: a theoretical study and an experimental setting , 2006, IEEE Transactions on Intelligent Transportation Systems.

[9]  Lakhmi C. Jain,et al.  Introduction to Bayesian Networks , 2008 .

[10]  Shigemi Sato,et al.  Strengthening of Mullite by Dispersion of Carbide Ceramics Particles , 1996 .

[11]  Richard S. Sutton,et al.  Reinforcement Learning: An Introduction , 1998, IEEE Trans. Neural Networks.

[12]  E. Tolman Cognitive maps in rats and men. , 1948, Psychological review.

[13]  Ludovic Righetti,et al.  Pattern generators with sensory feedback for the control of quadruped locomotion , 2008, 2008 IEEE International Conference on Robotics and Automation.

[14]  Kotoji Ando,et al.  Self‐Crack‐Healing Behavior of Mullite/SiC Particle/SiC Whisker Multi‐Composites and Potential Use for Ceramic Springs , 2006 .

[15]  Edwin Hou,et al.  Lateral control for vehicles' automatic steering with front sensor and GPS , 2010, ICCAS 2010.

[16]  Stuart J. Russell,et al.  Dynamic bayesian networks: representation, inference and learning , 2002 .

[17]  Max Donath,et al.  Evaluation of in-vehicle GPS-based lane position sensing for preventing road departure , 1997, Proceedings of Conference on Intelligent Transportation Systems.

[18]  Jiaqi Zhang,et al.  Coupled Van Der Pol oscillators utilised as Central pattern generators for quadruped locomotion , 2009, 2009 Chinese Control and Decision Conference.

[19]  Xiuli Zhang,et al.  The CPG-based bionic quadruped system , 2003, SMC'03 Conference Proceedings. 2003 IEEE International Conference on Systems, Man and Cybernetics. Conference Theme - System Security and Assurance (Cat. No.03CH37483).

[20]  Kotoji Ando,et al.  Crack-Healing Behavior of Al 2 O 3 Toughened by SiC Whiskers , 2003 .

[21]  Jin Wang,et al.  Lane keeping based on location technology , 2005, IEEE Transactions on Intelligent Transportation Systems.

[22]  Liu,et al.  Dynamic Walking of AIBO with Hopf Oscillators , 2011 .

[23]  Shigemi Sato,et al.  Crack healing behaviour and high-temperature strength of mullite/SiC composite ceramics , 2002 .

[24]  Shanyi Du,et al.  Preoxidation and Crack‐Healing Behavior of ZrB2–SiC Ceramic Composite , 2008 .

[25]  Hiroshi Kimura,et al.  Biologically-inspired adaptive dynamic walking of the quadruped on irregular terrain , 1999, Proceedings of the 1999 IEEE International Conference on Control Applications (Cat. No.99CH36328).

[26]  B. Lusetti,et al.  Driver steering assistance for lane departure avoidance , 2009 .