Structure · dataset · 2026
Training-Validation-Testing Dataset 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/pmem1cb9gu1ck8xz
This repository provides a comprehensive dataset for the development and evaluation of deep learning models aimed at real-time prediction of thermal history and resulting hardness in Laser Powder Bed Fusion (PBF-LB).
Description
The dataset comprises high-resolution, spatiotemporal thermal field data alongside corresponding hardness values, generated under varying process conditions. In addition, it includes engineered input features such as laser parameters, geometric descriptors, and distance-based measures to capture the local process state.
The dataset was created with the previously published multiscale FEM simulation model for the quenched and tempered steel 42CrMo4 / AISI 4140 (doi.org/10.1080/17452759.2023.2271455). Full-text publication: <added later> Code repository: doi.org/10.35097/dg39f4p0wxqdnfxy Trained model dataset: doi.org/10.35097/37da9d66y4t27q55 Full-text publication for the FEM simulation model: doi.org/10.1080/17452759.2023.2271455
Links
Where it is published
- DOI doi.org/10.35097/pmem1cb9gu1ck8xz ↗
DOI / persistent id · from radar service eu de
Catalogue records · 1
- OAI-PMH record radar-service.eu/oai/OAIHandler?verb=GetRecord&metadataPrefix=oai_dc&identifier… ↗
metadata API · from radar service eu de
Topics
- From keywords
- Additive manufacturing · Additive manufacturing · Computer Science & AI · Computer Science & AI · Deep learning · Deep learning · Earth & Environmental Science · Earth & Environmental Science · Engineering · Engineering · Humanities · Humanities · Materials Science · Materials Science
- Inferred from text
- Simulation 75%
Provenance · 2 source records, 20 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| RADAR | 10.35097/pmem1cb9gu1ck8xz | 12 d ago | JSON v1 |
| RADAR4Memory | 10.35097/pmem1cb9gu1ck8xz | 12 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · radar service eu de | connector:radar_service_eu_de@1.0.0 | |
| concepts[field].anzsrc:field:401401 | mapping · radar service eu de | vocabulary-mapper@1.0.0 | keywords['Additive Manufacturing'] |
| concepts[field].anzsrc:field:401401 | mapping · radar4memory radar service eu | vocabulary-mapper@1.0.0 | keywords['Additive Manufacturing'] |
| concepts[field].anzsrc:field:461103 | mapping · radar service eu de | vocabulary-mapper@1.0.0 | keywords['Deep Learning'] |
| concepts[field].anzsrc:field:461103 | mapping · radar4memory radar service eu | vocabulary-mapper@1.0.0 | keywords['Deep Learning'] |
| concepts[field].local:field:computer-science-ai | mapping · radar service eu de | connector:radar_service_eu_de@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · radar4memory radar service eu | connector:radar4memory_radar_service_eu@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · radar service eu de | connector:radar_service_eu_de@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · radar4memory radar service eu | connector:radar4memory_radar_service_eu@1.0.0 | |
| concepts[field].local:field:engineering | mapping · radar4memory radar service eu | connector:radar4memory_radar_service_eu@1.0.0 | |
| concepts[field].local:field:engineering | mapping · radar service eu de | connector:radar_service_eu_de@1.0.0 | |
| concepts[field].local:field:humanities | mapping · radar service eu de | connector:radar_service_eu_de@1.0.0 | |
| concepts[field].local:field:humanities | mapping · radar4memory radar service eu | connector:radar4memory_radar_service_eu@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · radar service eu de | connector:radar_service_eu_de@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · radar4memory radar service eu | connector:radar4memory_radar_service_eu@1.0.0 | |
| concepts[method].local:method:simulation | enrichment · radar service eu de | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · radar service eu de | connector:radar_service_eu_de@1.0.0 | /metadata/dc/description |
| license_text | source · radar service eu de | connector:radar_service_eu_de@1.0.0 | |
| publication_date | source · radar service eu de | connector:radar_service_eu_de@1.0.0 | |
| title | source · radar service eu de | connector:radar_service_eu_de@1.0.0 | /metadata/dc/title |