Research question

How can documented run-to-failure data support a reproducible condition-monitoring baseline?

Approach

Begin with a documented public dataset, define the task and labels, split by complete experimental run, and compare simple baselines with candidate prognostic models.

Contribution

A proposed extension of IIMEEE into mechanical reliability and maintenance research.

Evidence & limitations

This is a new concept for the expanded portfolio. No experiments, remaining-life accuracy or industrial validation are claimed.

Next step

Select and inspect a dataset, then agree the benchmark protocol before training.

Methodology stages

01 / Documented dataset

02 / Task & baseline

03 / Run-level evaluation

04 / Transfer validation