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Kiru Lab  /  Embodied Control: Kinematics and the Inverse Jacobian

The Jacobian

Differentiate the forward map and you get the matrix that relates joint velocity to hand velocity.

In this module you will

  • Derive the manipulator Jacobian analytically and numerically
  • Interpret its columns and its rank
  • Diagnose a singularity from its singular values
The Velocity Jacobian
The same object you met in track two, now with physical units: how fast the hand moves per unit of joint rate.
Code Walkthrough · 40m
Singularities and Conditioning
When the Jacobian loses rank, an entire direction of motion becomes unreachable and naive inversion explodes.
Concept · 30m
← Embodied Control: Kinematics and the Inverse Jacobian

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