Supplementary Data for Size-Dependent Thermoelastic Vibration of Nanobeams

Supplementary material for a 2026 research paper titled 'Size-Dependent Thermoelastic Vibration of Nanobeams under Localized Heating: A Hybrid Analytical–ANN Approach'. The data was authored by Phạm Văn Vinh and is hosted on figshare. The associated ANN architecture follows a feed-forward configuration with three hidden layers.

Use Cases

• Training or validating a feed-forward artificial neural network (ANN) based on the three-hidden-layer architecture described.
• Reproducing results from the hybrid analytical-ANN approach for thermoelastic vibration analysis.
• Benchmarking ANN performance on size-dependent mechanical vibration problems under thermal loading.
• Analyzing the relationship between nanobeam size and its thermoelastic vibration response.

Strengths

• Data is directly linked to a specific, peer-reviewed research methodology described in the paper title.
• The ANN architecture is explicitly defined as feed-forward with three hidden layers.
• Released under a permissive CC-BY-4.0 license for reuse and modification.

Limitations

• Description metadata is limited; actual data quality requires manual inspection after download.
• Column-level documentation is absent; field semantics must be inferred after download.
• Row count is unknown, which may limit suitability assessment.

Provenance

Source

Phạm Văn Vinh

Collection Method

Likely generated as supplementary material for a computational research paper.

Time Range

Associated with research published or submitted around 2026.

Freshness

Last updated 2026-04-09 10:15:48; freshness should be verified.

Geography

null