An improved PSO algorithm for time-optimal trajectory planning of Delta robot in intelligent packaging

With the advancement of the times, robotics technology is also developing rapidly. Some large enterprises in China use robots to work in manufacturing and handling positions, and also make robots more and more widely used. This paper focuses on the trajectory planning strategy for three-degree-of-fr...

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Published inInternational journal of advanced manufacturing technology Vol. 107; no. 3-4; pp. 1091 - 1099
Main Authors LIU, Cheng, CAO, Guo-Hua, QU, Yong-Yin, CHENG, Yan-Ming
Format Journal Article
LanguageEnglish
Published London Springer London 01.03.2020
Springer Nature B.V
Subjects
Online AccessGet full text
ISSN0268-3768
1433-3015
DOI10.1007/s00170-019-04421-7

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Abstract With the advancement of the times, robotics technology is also developing rapidly. Some large enterprises in China use robots to work in manufacturing and handling positions, and also make robots more and more widely used. This paper focuses on the trajectory planning strategy for three-degree-of-freedom high-speed parallel manipulator of Delta robot in Cartesian space under high-speed operation handling, the point-to-point “door” type handling operation trajectory under the condition of ensuring control accuracy and increasing productivity in intelligent packaging is established based on the inverse kinematics model of the manipulator. The 4–3–3-4 degree polynomial interpolation is presented to control height of obstacle avoidance and trajectory length, on this basis, the mapping relationship between the motion features in operation space and those in joint space is established. Taking into account the complexity of trajectory optimization due to multiple constraints, in order to reduce the difficulty of trajectory optimization, it is necessary to ensure smoothness and constrains of angular displacement, angular velocity and angular acceleration of each joint in space, an improved particle swarm optimization algorithm is proposed to optimize trajectory running time of the 4–3–3-4 degree polynomial interpolation. The simulation results by using Matlab indicate that the accurate and stable time-optimal trajectory planning of 4–3–3-4 degree polynomial interpolation can be achieved by means of the improved particle swarm optimization algorithm. Compared with other trajectory planning algorithms, the proposed algorithm is easier to implement, which not only improves the local convergence of particle swarm optimization algorithm, achieves the time optimal trajectory planning of Delta robot, but also realizes the controllability of obstacle avoidance height, therefore which realizes the fast, accurate and safe operation in intelligent packaging.
AbstractList With the advancement of the times, robotics technology is also developing rapidly. Some large enterprises in China use robots to work in manufacturing and handling positions, and also make robots more and more widely used. This paper focuses on the trajectory planning strategy for three-degree-of-freedom high-speed parallel manipulator of Delta robot in Cartesian space under high-speed operation handling, the point-to-point “door” type handling operation trajectory under the condition of ensuring control accuracy and increasing productivity in intelligent packaging is established based on the inverse kinematics model of the manipulator. The 4–3–3-4 degree polynomial interpolation is presented to control height of obstacle avoidance and trajectory length, on this basis, the mapping relationship between the motion features in operation space and those in joint space is established. Taking into account the complexity of trajectory optimization due to multiple constraints, in order to reduce the difficulty of trajectory optimization, it is necessary to ensure smoothness and constrains of angular displacement, angular velocity and angular acceleration of each joint in space, an improved particle swarm optimization algorithm is proposed to optimize trajectory running time of the 4–3–3-4 degree polynomial interpolation. The simulation results by using Matlab indicate that the accurate and stable time-optimal trajectory planning of 4–3–3-4 degree polynomial interpolation can be achieved by means of the improved particle swarm optimization algorithm. Compared with other trajectory planning algorithms, the proposed algorithm is easier to implement, which not only improves the local convergence of particle swarm optimization algorithm, achieves the time optimal trajectory planning of Delta robot, but also realizes the controllability of obstacle avoidance height, therefore which realizes the fast, accurate and safe operation in intelligent packaging.
Author CHENG, Yan-Ming
QU, Yong-Yin
CAO, Guo-Hua
LIU, Cheng
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4–3–3-4 degree polynomial
Trajectory planning
Time-optimal
Intelligent manufacturing
Particle swarm optimization
Intelligent packaging
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Snippet With the advancement of the times, robotics technology is also developing rapidly. Some large enterprises in China use robots to work in manufacturing and...
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SubjectTerms Algorithms
Angular acceleration
Angular velocity
Automation
CAE) and Design
Cartesian coordinates
Computer simulation
Computer-Aided Engineering (CAD
Controllability
Engineering
Handling
High speed
Industrial and Production Engineering
Interpolation
Inverse kinematics
Manipulators
Manufacturing engineering
Mapping
Mechanical Engineering
Media Management
Obstacle avoidance
Optimization algorithms
Original Article
Packaging
Parallel degrees of freedom
Particle swarm optimization
Polynomials
Robot arms
Robotics
Robots
Smoothness
Stability
Trajectory optimization
Trajectory planning
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Title An improved PSO algorithm for time-optimal trajectory planning of Delta robot in intelligent packaging
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