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What causes singularities in multi-joint robotic manipulators?
Asked on Oct 25, 2025
Answer
Singularities in multi-joint robotic manipulators occur when the robot's end effector loses certain degrees of freedom, leading to a loss of control or infinite joint velocities. These are typically caused by specific configurations where the robot's Jacobian matrix becomes rank-deficient, meaning it cannot be inverted to solve for joint velocities from end-effector velocities.
Example Concept: In robotic kinematics, a singularity is a configuration where the manipulator's Jacobian matrix loses rank, resulting in a loss of one or more degrees of freedom. This can occur in various forms, such as wrist singularities in articulated arms where the wrist aligns with the elbow, or in parallel robots where certain links become collinear. Singularities can cause control issues, such as infinite joint velocities or reduced force transmission, and are often handled by avoiding these configurations through careful path planning or using redundancy resolution techniques.
Additional Comment:
- Singularities can be classified into two main types: workspace singularities and kinematic singularities.
- In practice, singularities are often avoided by implementing trajectory planning algorithms that steer clear of problematic configurations.
- Redundant manipulators can use their extra degrees of freedom to bypass singularities.
- Simulation tools can help visualize and analyze singularities before deploying in real-world applications.
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