Data · dataset · 2025
Surface Evolution Machine Learning Python Codes
Listed in Teesside University Research Data Repository
This depository contains Python codes of ANN, CNN, RF, and Regression models for forward surface evolution and ANN models for inverse problem, both with depth and width, and full profile inputs.
Description
It also contains the experimental dataset. ANN.ipynb: Forward surface evolution using ANN CNN.ipynb: Forward surface evolution using CNN Reg.ipynb: Forward surface evolution using Nonlinear Regression RF.ipynb: Forward surface evolution using Random Forest Inverse_Full_Profile.ipynb: Inverse surface evolution using full profiles of channels as inputs Inverse_depth_width.ipynb: Inverse surface evolution using depth and width of the channels as inputs Experimental_profiles_fitted.csv: Experimental Dataset
Links
Where it is published
- DOI doi.org/10.17632/6pf8ny2w8z.1 ↗
DOI / persistent id · from researchdata tees ac uk
Catalogue records · 1
- OAI-PMH record data.mendeley.com/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Adata… ↗
metadata API · from researchdata tees ac uk
Topics
- From keywords
- Computer Science & AI · Earth & Environmental Science
Provenance · 1 source records, 7 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Teesside University Research Data Repository | oai:data.mendeley.com/6pf8ny2w8z.1 | 14 h ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| description | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/description |
| license | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/rights |
| publication_date | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| title | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/title |