Related Experiment Video
Updated: Jun 6, 2025

10:09
Operation of the Collaborative Composite Manufacturing CCM System
Published on: October 1, 2019
6.6K
Multitask-Based Anti-Collision Trajectory Planning of Redundant Manipulators
Suping Zhao1, Yushuang Du1, Chaobo Chen1
1College of Electronic Information Engineering, Xi'an Technological University, Xi'an 710021, China.
Biomimetics (Basel, Switzerland)
|November 26, 2024
Summary
A new algorithm plans collision-free paths for robotic arms performing multiple tasks. This special encoding genetic algorithm (SEGA) optimizes task order and joint movements to avoid obstacles effectively.
Area of Science:
- Robotics
- Artificial Intelligence
- Computational Geometry
Background:
- Redundant manipulators face challenges in multi-task execution due to obstacles.
- Task sequencing and joint trajectories are significantly impacted by environmental constraints.
Purpose of the Study:
- To develop an effective anti-collision trajectory planning method for redundant manipulators performing multiple tasks.
- To optimize the sequential order of task areas and joint trajectories while ensuring obstacle avoidance.
Main Methods:
- A special encoding genetic algorithm (SEGA) was proposed for multitask-based anti-collision trajectory planning.
- Spatial occupancy and obstacle detection were modeled using spherical enclosing box and superposition theories.
- Joint trajectories were represented by sixth-degree polynomials, with optimization of the sixth-order coefficient.
Main Results:
- The problem was transformed into a parameter optimization problem by optimizing task area sequence, collision detection, and joint trajectories.
- The SEGA cost function balances end-effector path length and joint angle variation.
- Numerical simulations validated the efficacy of the proposed SEGA method.
Conclusions:
- The proposed SEGA effectively addresses multitask-based anti-collision trajectory planning for redundant manipulators.
- The method ensures smooth joint movements and optimal path planning in the presence of obstacles.
Related Concept Videos
Support Reactions in Three Dimensions
894
Support reactions in three dimensions help maintain the stability and equilibrium of various structures and systems. These reactions prevent the system from translating and rotating, ensuring the design can withstand external forces and perform its intended function efficiently and safely. Some of the supports providing support reactions in three dimensions are discussed below:
Ball and Socket Joint is one of the supports allowing free rotation about any axis. This freedom of rotation is...
Ball and Socket Joint is one of the supports allowing free rotation about any axis. This freedom of rotation is...
894
Collisions in Multiple Dimensions: Problem Solving
3.7K
In multiple dimensions, the conservation of momentum applies in each direction independently. Hence, to solve collisions in multiple dimensions, we should write down the momentum conservation in each direction separately. To help understand collisions in multiple dimensions, consider an example.
A small car of mass 1,200 kg traveling east at 60 km/h collides at an intersection with a truck of mass 3,000 kg traveling due north at 40 km/h. The two vehicles are locked together. What is the...
A small car of mass 1,200 kg traveling east at 60 km/h collides at an intersection with a truck of mass 3,000 kg traveling due north at 40 km/h. The two vehicles are locked together. What is the...
3.7K
Controller Configurations
85
Controller configurations are crucial in a car's cruise control system because they manage speed over time to maintain a consistent pace regardless of road conditions, thereby meeting design goals. In traditional control systems, fixed-configuration design involves predetermined controller placement. System performance modifications are known as compensation.
Control-system compensation involves various configurations, most commonly series or cascade compensation, in which the controller...
Control-system compensation involves various configurations, most commonly series or cascade compensation, in which the controller...
85
Simplification of a Force and Couple System: II
266
In a three-dimensional system, multiple forces can act on an object. These forces can be combined into a single equivalent force, known as the resultant force. Similarly, the moments generated by these forces can be combined into a single equivalent moment, the resultant couple moment. In certain situations, these two entities may not be mutually perpendicular, meaning they do not have a 90-degree angle between them. This unique condition requires a deeper understanding of the interplay between...
266

