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ResearchFormerly WizWand

Engine Sensor Predictive Maintenance on NASA

10.25RMSEMSTN-Transformer
9.396415.158220.9226.6818Nov 25, 2025
Updated 6mo ago

Evaluation results

MethodLinks
MSTN-TransformerA.Block=Transf., Size=3.62, Inference time=3.102025.1110.25
MSTN-TransformerA.Block=Transf., Size=3.62, I.Time=3.102025.1110.25
MSTN-BiLSTMA.Block=BiLSTM, Size=1.12, Inference time=2.252025.1111.68
MSTN-BiLSTMA.Block=BiLSTM, Size=1.12, I.Time=2.252025.1111.68
TimesNetInference time=4.522025.1115.56
TimesNetI.Time=4.522025.1115.56
PatchTSTInference time=2.312025.1131.59
PatchTSTI.Time=2.312025.1131.59