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Structure · dataset · 2026

Trained LSTM Ensemble Models for "Real-Time Prediction of Thermal History and Hardness in Laser Powder Bed Fusion Using Deep Learning"

Listed in RADAR and RADAR4Memory — shown once because both records carry DOI 10.35097/37da9d66y4t27q55

This archive contains three sets of trained LSTM ensemble models for surrogate-based thermal history prediction during laser powder bed fusion (PBF-LB/M) of 42CrMo4 steel.

Description

Each ensemble consists of five independently seeded models trained with a six-stage curriculum that incrementally expands the training data selection. The three ensembles differ only in LSTM architecture depth and width, enabling a systematic comparison of model complexity.

The trained weights are consumed by the companion framework via its inference and testing entry points. Full-text publication: <added later> Code-Repository: doi.org/10.35097/dg39f4p0wxqdnfxy Training-Validation-Testing Dataset: doi.org/10.35097/pmem1cb9gu1ck8xz

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Where it is published

Catalogue records · 1

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Provenance · 2 source records, 19 field assertions
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RADAR10.35097/37da9d66y4t27q5513 d agoJSON v1
RADAR4Memory10.35097/37da9d66y4t27q5513 d agoJSON v1
FieldAssertionExtractorEvidence
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