FLOW-3D-Single-Track: LPBF Melt Pool Simulation Timesteps

LPBF melt pool simulation data generated using FLOW-3D software. Each row represents one timestep from a simulation case, containing process parameters, mesh metadata, per-timestep field volumes, and image previews. The dataset was created by user ppak10 and was last updated on Hugging Face in July 2026.

Use Cases

• Validate computational fluid dynamics models for LPBF based on simulated melt pool behavior.
• Analyze the relationship between process parameters and melt pool dynamics using the provided timestep data.
• Train machine learning models to predict melt pool characteristics from simulation inputs.
• Generate visual previews of simulation results for process monitoring or documentation.

Strengths

• Simulation data includes per-timestep field volumes, allowing for temporal analysis.
• Dataset offers multiple configs, such as 'temperature', for loading specific field data.
• Data originates from FLOW-3D, a specialized software for computational fluid dynamics.

Limitations

• Column-level documentation is absent; field semantics must be inferred after download.
• Row count, file formats, and dataset size are unknown, which may limit suitability assessment.
• License information is unavailable, restricting clarity on permissible use.

Provenance

Source

Hugging Face dataset uploaded by user ppak10.

Collection Method

Simulations performed using FLOW-3D software.

Freshness

Last updated 2026-07-09 18:10:11; freshness should be verified.