PulseNet RUL Forecasting

ICS/OT equipment Remaining Useful Life prediction · NASA C-MAPSS benchmarks · ATT&CK v19 ICS sub-techniques · Source repo ↗
Static benchmark data. F1=0.54 on NASA C-MAPSS FD001. This is a research prototype for ICS/OT anomaly detection, not a production monitoring system. 13 new MITRE ATT&CK v19 ICS sub-techniques are mapped (T1691–T1695 subs, T0843/0873/0846 subs). The ICS sub-technique mapping is the primary contribution; the RUL forecasting F1 is modest.
0.54
F1 score
NASA C-MAPSS FD001
0ms
P99 inference
500-sample benchmark
13
New ICS sub-techs
T1691–T1695 subs
4
C-MAPSS datasets
FD001–FD004
FD001 measured validation metrics
ICS ATT&CK v19 sub-technique mapping
T1691 subs mapped
2
T1692 subs mapped
2
T1693 subs mapped
2
T0843/0873/0846 subs
3+

13 sub-techniques total. First ICS-specific v19 sub-technique mapping published.