posted an update

Here is UBC Solar’s Race Strategy Team’s progress update on Hack the Track so far!

Some of our Strategy Team’s Progress:

  • Frameworks selected + tested
  • Telemetry DB created
  • Real-time sim tool built. Like a “replayer”
  • Cars now updating live in UI
  • Decided to focus on the “Driver Insights” category!

Our Strategy Team’s Next Steps:

  • Finish off Physics + ML model
    • Physics → predict next state
    • NN → learn residual
  • Consider our submission pitch → trustworthy / interpretable physics + ML? Need to think of more ideas.
  • Continue working on our frontend.

Some Ideas when we Pitch our Submission

  • Physics-grounded; ML fills in the gaps.
  • Real-time + production-aligned tooling that is also end to end. Meaning, as raw data comes in live we act on it.
  • Similar technical workflows to TRD pipelines.
  • Actionable + interpretable outputs. Taking conclusions and displaying them on our UI.

Team Split

  • Rifana → data prep + ML
  • Josh → physics + timestamp cleanup
  • Jonah + Marwan → UI + backend

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