Back to Search
Start Over
The Manipulator Path Planning of Bolt Disassembly Based on Improved Genetic Algorithm and A* Algorithm
- Source :
- ICSAI
- Publication Year :
- 2019
- Publisher :
- IEEE, 2019.
-
Abstract
- The manipulator is widely applied in bolt disassembly in the field of remanufacturing. The intelligent manipulator with the ability of generating suitable operating path is increasingly required. To improve the path planning ability of manipulator in bolt disassembly, a strategy of dual path planning using a hybrid algorithm which combines an improved genetic algorithm (GA) and A* algorithm is proposed in this paper. The model of bolt disassembly sequence and algorithm are first established to find out the shortest disassembly path. The improvement of selecting and crossing operators are designed to enhance the stability and efficiency of basic GA. Both basic GA and improved GA are used and compared in the simulation of path planning with MATLAB. Then, the A* algorithm is adopted to accomplish the obstacle avoidance based on the path obtained with improved GA. Last, the experiment focusing on the bolt disassembly of a specific reduction gearbox is performed, and the correctness and feasibility of the hybrid algorithm are verified in the simulation and experiment.
- Subjects :
- 0209 industrial biotechnology
Correctness
Stability (learning theory)
A* search algorithm
02 engineering and technology
Hybrid algorithm
law.invention
020901 industrial engineering & automation
law
Control theory
Genetic algorithm
Obstacle avoidance
Path (graph theory)
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Motion planning
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- 2019 6th International Conference on Systems and Informatics (ICSAI)
- Accession number :
- edsair.doi...........6fd3cc48622edb68d10a2cf14a7842ff