The problem
Unplanned downtime cuts revenue, yet inspection schedules are fixed rather than condition-based.
What to build
Create a model that predicts equipment faults from sensor logs and schedules maintenance before failure.
Success looks like
Faults predicted days ahead on a public benchmark dataset and a maintenance planner that reduces unnecessary visits.
Suggested technologies
- Predictive maintenance
- Sensor time series
- Survival analysis
- Scheduling
- Digital twin
An original, independent statement. It is not an official Smart India Hackathon problem statement, and Arventiq Labs is not affiliated with or endorsed by that programme. The scenario is illustrative and does not describe any specific organisation. Free to use with credit.