Abstract:
To assist redundant manipulator to complete complex repetitive trajectory in a presented time, this article provides a solution to the kinematic assignment and presents a...Show MoreMetadata
Abstract:
To assist redundant manipulator to complete complex repetitive trajectory in a presented time, this article provides a solution to the kinematic assignment and presents a predefined time fuzzy zeroing neural network with event-triggered mechanism (ETM-PTFZNN). The repetitive kinematics of the redundant manipulator is originally formulated as a time-varying quadratic programming (TVQP) problem, and the ETM-PTFZNN is engaged to solve the corresponding TVQP, where the fuzzy predefined time (PT) convergence is obtained by the fuzzy system and PT activation function simultaneously. Furthermore, event-triggered mechanism is introduced to update the fuzzy parameters of the ETM-PTFZNN orderly, which greatly alleviates the calculation burden of the ETM-PTFZNN. Theoretical analyses and simulative profiles reveal that the ETM-PTFZNN model can realize PT characteristic, robustness, adaptive stability, and repetitive trajectory for the TVQP problem of kinematic planning for manipulators.
Published in: IEEE Transactions on Fuzzy Systems ( Volume: 32, Issue: 12, December 2024)
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- IEEE Keywords
- Index Terms
- Physical Constraints ,
- Pre-defined Time ,
- Event-triggered Mechanism ,
- Kinematic Planning ,
- Neural Network ,
- Activation Function ,
- Theoretical Analysis ,
- Computational Burden ,
- Fuzzy System ,
- Fuzzy Parameters ,
- Artificial Neural Network ,
- Neural Model ,
- Physical Limitations ,
- Residual Error ,
- Finite Time ,
- Fuzzy Logic ,
- Fuzzy Set ,
- Joint Angles ,
- Joint Position ,
- Convergence Time ,
- Fuzzy Values ,
- Joint Velocity ,
- Periodic Noise ,
- Linear Activation Function ,
- Gaussian Membership Function ,
- Obstacle Avoidance ,
- Noise Resistance ,
- Triggering Condition ,
- Fuzzy Control ,
- Joint Limits
- Author Keywords
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Physical Constraints ,
- Pre-defined Time ,
- Event-triggered Mechanism ,
- Kinematic Planning ,
- Neural Network ,
- Activation Function ,
- Theoretical Analysis ,
- Computational Burden ,
- Fuzzy System ,
- Fuzzy Parameters ,
- Artificial Neural Network ,
- Neural Model ,
- Physical Limitations ,
- Residual Error ,
- Finite Time ,
- Fuzzy Logic ,
- Fuzzy Set ,
- Joint Angles ,
- Joint Position ,
- Convergence Time ,
- Fuzzy Values ,
- Joint Velocity ,
- Periodic Noise ,
- Linear Activation Function ,
- Gaussian Membership Function ,
- Obstacle Avoidance ,
- Noise Resistance ,
- Triggering Condition ,
- Fuzzy Control ,
- Joint Limits
- Author Keywords