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Equation 1 · Part 4 · How Embodied AI Actually Works

Symbol q

τ=Kp(qd−q)+Kd(q˙d−q˙)+τff\tau = K_p (q_d - q) + K_d (\dot{q}_d - \dot{q}) + \tau_{ff}
qq

What this part means

the measured joint position.

Its job in the formula

q is one of the signed contributions combined to compute the quantity on the left.

Where the article explains it

Here qdq_d and q are the desired and measured joint positions, KpK_p and KdK_d set how stiff and how damped that virtual spring-and-damper is, and τff\tau_{ff} is a feedforward term — gravity compensation, or a reaction-force term handed down from a higher-level controller — added on top.

The passage around this formula

…torque to fight the very contact it should be responding to. An impedance controller instead makes the joint behave like a programmable spring and damper around the commanded target: τ=Kp(qd−q)+Kd(q˙d−q˙)+τff\tau = K_p (q_d - q) + K_d (\dot{q}_d - \dot{q}) + \tau_{ff}. Here qdq_d and q are the desired and measured joint positions, KpK_p and KdK_d set how stiff and how damped that virtual spring-and-damper is, and τff\tau_{ff} is a feedforward term — gravity compensation, or a reaction-force term handed down from a higher-level controller — added on top. The learned policy’s…

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Learn the underlying idea

A variable is a named place for a value. Its letter is a local label: x can mean position in one formula and a data point in another.

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See this notation across published equations →

Sources cited in the article section

These citations provide research context; check each source for the exact claim it supports.