Trajectory Planning of Rotor Welding Manipulator Based on an Improved Particle Swarm Optimization Algorithm
DOI: 10.23977/acss.2024.080617 | Downloads: 35 | Views: 776
Author(s)
An Zhu 1, Zhongmin Wang 1
Affiliation(s)
1 School of Mechanical Engineering, Tianjin University of Technology and Education, Tianjin, China
Corresponding Author
An ZhuABSTRACT
The rotor is the main core component of the powder separator, and the processing quality of the rotor directly affects the working efficiency of the separator and the operation safety of the separator, for the problems of unprotected welding quality of the rotor of the separator and high labor intensity of manual labor, for the problem of time-optimal trajectory planning of the welding robot, the welding robotic arm as the object of the study, using the D-H method of modeling and forward and inverse kinematics analysis. An improved particle swarm algorithm is proposed to optimize the trajectory of a spin-welding robot arm due to the inefficiency of traditional robot trajectory planning and unstable operation. The method effectively combines the 3-5-3 polynomial interpolation function with the improved algorithm using time as the fitness function. By comparing the traditional particle swarm algorithm, it is shown that the improved algorithm can be better applied to the time-optimal trajectory planning of the welding robot arm.
KEYWORDS
Rotor welding robot; D-H method; Particle swarm algorithm; Polynomial interpolation function; Trajectory planningCITE THIS PAPER
An Zhu, Zhongmin Wang, Trajectory Planning of Rotor Welding Manipulator Based on an Improved Particle Swarm Optimization Algorithm. Advances in Computer, Signals and Systems (2024) Vol. 8: 122-129. DOI: http://dx.doi.org/10.23977/acss.2024.080617.
REFERENCES
[1] YUAN Xuhua, LIU Yu, LIN Xihui. Spline curve fitting and intelligent planning for time-optimal trajectories of robotic arms[J]. Mechanical Design and Manufacturing,2022,(09):162-167.
[2] LI Li, SHANG Junyun, FENG Yanli, et al. A review of research on trajectory planning for articulated industrial robots[J]. Computer Engineering and Application,2018,54(05):36-50.
[3] WANG Yongqi,JIANG Xiaoxia. Robot path planning based on hybrid gray wolf algorithm[J]. Computer Engineering and Science,2020,42(07):1294-1301.
[4] LAMINI C, BENHLIMA S, ELBEKRI A. Genetic algorithm based approach for autonomous mobile robot path planning[J]. Procedia Computer Science, 2018,127: 180-189.
[5] ZHEN ZHANG, QUN FANG, JINFENG SONG, et al. Research on dynamic path planning algorithm for spacecraft cluster based on cooperative particle swarm algorithm[J]. Journal of Northwestern Polytechnical University, 2021, 39(06): 1222-1232.
[6] LUO Q, WANG H B, ZHENG Y, et al. Research on path planning of mobile robot based on improved ant colony algorithm[J]. Neural Computing and Applications,2020, 32(6): 1555-1566.
[7] X. H. Tian,J. H. Zhang,Y. Li. Adaptive annealing particle swarm algorithm based on chaotic mapping[J]. Complex Systems and Complexity Science,2020,17(01):45-54.
[8] Chen Bo,Liu Youyu. Research on time-optimal trajectory planning by two-population particle swarm algorithm[J]. Mechanical Science and Technology,2022,41(10):1530-1535.
[9] HUANG Chao, MAO Jian, MA Li, et al. Time-optimal robotic arm trajectory planning based on improved particle swarm algorithm[J]. Journal of Shanghai University of Engineering and Technology,2020,34(03):238-246.
[10] LI Xiaowei,HU Likun,WANG Kun. Time-optimal trajectory planning of six-degree-of-freedom robotic arm with PSO under velocity constraint[J]. Journal of Intelligent Systems,2015,10(03):393-398.
[11] KENNEDYJ, EBERHARTR. particle swarmoptimization [C] //Proceedings of ICNN'95-International Conference on NeuralNetworks, IEEE, Perth, WA. Australia, 1995.
[12] Feng B, Liu F, Zheng Yimo. Optimal motion trajectory planning in robot joint space based on particle swarm algorithm[J]. Combined Machine Tools and Automated Machining Technology,2018,(05):1-4.
[13] MA Bin,WU Zezhong. Solving supply chain network equilibrium problem based on improved particle swarm algorithm[J]. Operations Research and Management,2020,29(02):122-128.
[14] LONG Zhang,LI Xiantao,SHUAITO,et al. A review of the current status of industrial robot trajectory planning research[J]. Mechanical Science and Technology,2021,40(06):853-862.
[15] GUO Xinxin, BO Ruifeng, JIA Junchen, et al. Time-optimal trajectory planning of robotic arm based on improved firefly algorithm[J]. Mechanical Design and Research,2021,37(03):55-59.
Downloads: | 38553 |
---|---|
Visits: | 697937 |
Sponsors, Associates, and Links
-
Power Systems Computation
-
Internet of Things (IoT) and Engineering Applications
-
Computing, Performance and Communication Systems
-
Journal of Artificial Intelligence Practice
-
Journal of Network Computing and Applications
-
Journal of Web Systems and Applications
-
Journal of Electrotechnology, Electrical Engineering and Management
-
Journal of Wireless Sensors and Sensor Networks
-
Journal of Image Processing Theory and Applications
-
Mobile Computing and Networking
-
Vehicle Power and Propulsion
-
Frontiers in Computer Vision and Pattern Recognition
-
Knowledge Discovery and Data Mining Letters
-
Big Data Analysis and Cloud Computing
-
Electrical Insulation and Dielectrics
-
Crypto and Information Security
-
Journal of Neural Information Processing
-
Collaborative and Social Computing
-
International Journal of Network and Communication Technology
-
File and Storage Technologies
-
Frontiers in Genetic and Evolutionary Computation
-
Optical Network Design and Modeling
-
Journal of Virtual Reality and Artificial Intelligence
-
Natural Language Processing and Speech Recognition
-
Journal of High-Voltage
-
Programming Languages and Operating Systems
-
Visual Communications and Image Processing
-
Journal of Systems Analysis and Integration
-
Knowledge Representation and Automated Reasoning
-
Review of Information Display Techniques
-
Data and Knowledge Engineering
-
Journal of Database Systems
-
Journal of Cluster and Grid Computing
-
Cloud and Service-Oriented Computing
-
Journal of Networking, Architecture and Storage
-
Journal of Software Engineering and Metrics
-
Visualization Techniques
-
Journal of Parallel and Distributed Processing
-
Journal of Modeling, Analysis and Simulation
-
Journal of Privacy, Trust and Security
-
Journal of Cognitive Informatics and Cognitive Computing
-
Lecture Notes on Wireless Networks and Communications
-
International Journal of Computer and Communications Security
-
Journal of Multimedia Techniques
-
Automation and Machine Learning
-
Computational Linguistics Letters
-
Journal of Computer Architecture and Design
-
Journal of Ubiquitous and Future Networks