~/talk

AI maintenance scheduling with OptaPlanner on Quarkus

Talkat Joker 2021 · 2021-10-25..10-28· [machine-learning, java]
slides:none on file

Live code builds a maintenance scheduler that runs on OptaPlanner on Quarkus using Java, Hibernate/Panache and H2; it models jobs as planning entities with crew conflict and ready/due date constraints, excludes weekends, and uses value ranges for crews and start dates. A solver manager runs asynchronously, saves incremental improvements to the DB, and the dev loop shows code changes in ~1s. Claim: constraint solving (e.g., vehicle routing) can cut operational time ~25% compared to manual planning.

AI-written summary · about

  1. 0:00Introduction to planning
  2. 3:45Meet OptaPlanner
  3. 11:28Road maintenance problem
  4. 17:48Quarkus setup and demo
  5. 29:24Quarkus dev mode magic
  6. 33:58Adding AI optimization
  7. 44:11Defining constraints
  8. 53:50Next steps and resources
  9. 54:31Q&A and closing
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