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Papers Benchmarks Datasets Tasks

Remaining Useful Life Estimation research benchmarks · SOTA2 Research

Remaining Useful Life Estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

C-MAPSS FD002 (test)

12.34RMSE

44

Jun 2, 2026

C-MAPSS FD004 (test)

12.1RMSE

21

Jun 1, 2026

C-MAPSS FD003 (test)

8.29RMSE

21

Jun 1, 2026

PRONOSTIA 100Hz4.2kN

0.005MSE

21

Feb 26, 2026

PRONOSTIA 100Hz4kN

multimodal-RUL framework

0.001MSE

21

Feb 26, 2026

9.23RUL Error (DS01→DS02)

16

Mar 18, 2026

PRONOSTIA 100Hz5kN

0.002MSE

9

Feb 26, 2026

Device B Industrial sensor datasets (Nokia) (test)

64MAE

8

Jun 11, 2026

Device A Industrial sensor datasets (Nokia) (test)

44MAE

8

Jun 11, 2026

Popular datasets

PRONOSTIA C-MAPSS Device N-CMAPSS Device A

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