Robotic arm trajectory planning based on COA optimization algorithm
DOI: 10.23977/autml.2024.050109 | Downloads: 0 | Views: 52
Author(s)
Guangyu Du 1, Su Xu 1, Chuande Xu 1, Wenxuan Cui 2
Affiliation(s)
1 School of Electronic Engineering, Jiangsu Ocean University, Lianyungang, Jiangsu, 222000, China
2 School of Mechanical Engineering, Jiangsu Ocean University, Lianyungang, Jiangsu, 222000, China
Corresponding Author
Su XuABSTRACT
A trajectory planning method for a robotic arm in orchard picking is proposed, utilizing the COA optimization algorithm. The study focuses on a six-joint tandem robotic arm, establishing its mathematical model. Smooth motion trajectories are planned in joint space using the fifth-degree polynomial interpolation method, with constraints on angular displacements, velocities, and accelerations. The COA algorithm is analyzed and optimized, implemented through MATLAB for robotic arm trajectory planning. Experimental results indicate that trajectory planning with the COA algorithm yields a shorter search time for optimal paths compared to traditional methods, and it is more adept at avoiding local optima issues, thus enhancing efficiency in orchard picking with robotic arms.
KEYWORDS
COA optimization algorithm, Trajectory planning, Fifth degree polynomial interpolation, MATLABCITE THIS PAPER
Guangyu Du, Su Xu, Chuande Xu, Wenxuan Cui, Robotic arm trajectory planning based on COA optimization algorithm. Automation and Machine Learning (2024) Vol. 5: 69-79. DOI: http://dx.doi.org/10.23977/autml.2024.050109.
REFERENCES
[1] Savsani P, Jhala R L, Savsani V J. Comparative study of different metaheuristics for the trajectory planning of a robotic arm[J]. IEEE Systems Journal, 2014, 10(2): 697-708.
[2] Hao W G, Leck Y Y, Hun L C. 6-DOF PC-Based Robotic Arm (PC-ROBOARM) with efficient trajectory planning and speed control[C]//2011 4th international conference on mechatronics (ICOM). IEEE, 2011: 1-7.
[3] Jia H, Rao H, Wen C, et al. Crayfish optimization algorithm[J]. Artificial Intelligence Review, 2023, 56(Suppl 2): 1919-1979.
[4] Gasparetto A, Boscariol P, Lanzutti A, et al. Path planning and trajectory planning algorithms: A general overview [J]. Motion and Operation Planning of Robotic Systems: Background and Practical Approaches, 2015: 3-27.
[5] Shin K, McKay N. A dynamic programming approach to trajectory planning of robotic manipulators [J]. IEEE Transactions on Automatic Control, 1986, 31(6): 491-500.
[6] Rajan V. Minimum time trajectory planning[C]//Proceedings. 1985 IEEE International Conference on Robotics and Automation. IEEE, 1985, 2: 759-764.
[7] Gasparetto A, Zanotto V. Optimal trajectory planning for industrial robots [J]. Advances in Engineering Software, 2010, 41(4): 548-556.
[8] Roy R, Mahadevappa M, Kumar C S. Trajectory path planning of EEG controlled robotic arm using GA [J]. Procedia Computer Science, 2016, 84: 147-151.
[9] Dubowsky S, Norris M, Shiller Z. Time optimal trajectory planning for robotic manipulators with obstacle avoidance: a CAD approach[C]//Proceedings. 1986 IEEE International Conference on Robotics and Automation. IEEE, 1986, 3: 1906-1912.
[10] Tian L, Collins C. An effective robot trajectory planning method using a genetic algorithm[J]. Mechatronics, 2004, 14(5): 455-470.
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