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Nav2 Controller Selection Guide

Source: ros2-copilot-skills controller comparison skill

Why This Matters

The controller is where a path turns into robot motion. That makes controller choice highly visible to operators: smoothness, confidence in tight spaces, CPU load, and recovery behavior all show up here.

Distilled Takeaways

  • MPPI offers the strongest path quality and obstacle negotiation at higher CPU cost.
  • DWB remains a practical middle ground for many robots and environments.
  • RPP is lightweight and predictable when the environment and task are simpler.
  • Controller choice should reflect CPU budget and obstacle environment, not just desired elegance.
  • The planner-controller pairing matters as much as either choice in isolation.

Practical Guidance

  • Start simple, then earn your way to higher controller complexity.
  • Measure compute budget honestly, especially on SBC-class hardware.
  • Use controller switching strategically for different behaviors if the task warrants it.
  • Revisit controller choice when your robot or environment changes, not just when tuning gets annoying.

Corroborating References

When to Read the Original Source

Go to the original skill when you want the comparison tables, CPU-budget estimates, migration path, and cross-reference between MPPI, DWB, and RPP parameter concepts.