← Robotics Test Bench

Experiment #02 · Resolved

Multi-DOF coupling

Drive a shoulder, leave an elbow passive, and observe the mechanism instead of assuming two independent pendulums.

01 · Question

What changes at joint 2 when only joint 1 is driven?

Can a two-link arm be understood as two isolated pendulums, or does the motion of the full mechanism matter?

02 · Prediction

A passive elbow should wave loosely.

With the shoulder driven, the initial expectation was a janky arm with an elbow that trailed or moved without an explicit elbow command. With gravity off, the staged motion should look cleaner because the motors would not be opposing gravitational load.

03 · Experiment · explorable evidence

Scrub the recorded MuJoCo trajectories.

These are precomputed samples from the canonical two-link MuJoCo experiment, rendered in-browser from exported state—not browser-simulated physics. Switch a condition or scrub time to compare the mechanism, command, and acceleration.

Recorded two-link arm trajectoryA two-link arm rendered from recorded MuJoCo joint states. Use the controls to change experiment condition and time.joint 1 · commandedjoint 2 · zero command
Passive elbow / gravity onPhysical coupling evidence: joint 2 moves while its command remains zero.

Manual scrubbing remains available when reduced motion is preferred.

qpos
qvel
ctrl
qacc

Data: headless export from the canonical MuJoCo experiment ↗, sampled at 60 fps. The renderer only draws the recorded state.

04 · What happened

The passive elbow moved with zero elbow command.

In the passive, elbow-down run with normal gravity, joint 2 visibly moved while only joint 1 was commanded. Scrub the passive condition: ctrl[1] stays at 0.0 even as joint 2’s position, velocity, and acceleration change.

05 · Model update

The independent-joint model is insufficient.

Behavior depends on the state and motion of the full mechanism, not only on each joint’s local command. The held condition changes the motion; gravity-off makes the staged coordination cleaner. A target cross-feed can create controller-imposed coordination, but that is not evidence for the passive physical coupling shown here.

06 · Stop boundary

Do not optimize the waveform past the question.

Exact wave tuning was abandoned once it stopped testing the multi-DOF mental model. The gravity-off staged coordination is included as a comparison, not as proof of physical coupling.

Source

Canonical evidence