Bench prototype
Validate sensor readings and motor direction independently. Log failures and current draw before assembling the full mechanism.
Connect controllers, sensors, actuators, and feedback in practical inspection, mobile robotics, automation, and assistive projects.
A simplified learning model. Values describe the model, not a connected robot.
| Application | Sense | Compute and act | Measure success |
|---|---|---|---|
| Indoor delivery rover | Encoders + distance sensors; localization as needed | Planner → wheel speed loops → geared motors | Stopping distance, path error, runtime, and recovery. |
| Inspection station | Camera + presence trigger | Image processing → pass/reject decision → actuator | False accepts/rejects under varied lighting. |
| Small pick-and-place arm | Joint feedback + object detection | Pose estimate → limited trajectory → joint drives | Repeatability, cycle time, payload, and safe stops. |
| Greenhouse dosing | Calibrated environmental / flow sensors | State machine → pump driver with timeout | Delivered volume, leak detection, dry-run protection. |
| Assistive demonstration | User input + joint/force sensing | Constrained controller → low-force actuator | Predictable response and independent stop behavior. |
Replace “avoid obstacles” with “stop before the marked boundary at the chosen test speed, including sensor delay and braking distance.” For an illustrative speed of 0.30 m/s, 0.10 s reaction time, and 0.50 m/s² braking deceleration, the ideal stopping distance is v·t + v²/(2a) = 0.12 m. Real testing needs additional margin for uncertainty and surface conditions.
Validate sensor readings and motor direction independently. Log failures and current draw before assembling the full mechanism.
Connect the pipeline and test with low speeds and restrained loads. Change one parameter at a time so causes remain visible.
Write down the surface, load, battery condition, software version, and measurement method. Repeat trials and report spread, not just the best result.
Start with the obstacle-avoiding rover, extend it with validated distance measurements, and then add wheel feedback. For a stationary mechanism, begin with the joint motion lesson.
Manufacturer and project documentation. Reviewed 20 September 2026; check your exact board revision and software release.