RREAD ME File For SDF_GAN_Data

Dataset DOI: 10.5258/SOTON/D2212

Date that the file was created: 05, 2022

-------------------
GENERAL INFORMATION
-------------------

ReadMe Author: Tom Bamford, University of Southampton

Date of data collection: 05/2021 - 03/2022

Information about geographic location of data collection: 

	data created and collected on the IRIDIS HPC at University of Southampton

Related projects:
SDF_GAN

--------------------------
SHARING/ACCESS INFORMATION
-------------------------- 

Licenses/restrictions placed on the data, or limitations of reuse: CC-BY

Recommended citation for the data:

This dataset supports the publication:
AUTHORS: Tom Bamford, David Toal, Andy Keane
TITLE: SDF-GAN: Aerofoil shape parameterisation via an adversarial auto-encoder
JOURNAL:
PAPER DOI IF KNOWN:

Links to other publicly accessible locations of the data:

Links/relationships to ancillary or related data sets: 


--------------------
DATA & FILE OVERVIEW
--------------------

This dataset contains:

	Models directory, with interior directories containing epoch saves for AAE hyper-parameter survey models, alongside file showing hyper-parameter values and epoch performance statistics

	Synthetic_Data directory, containing coordinate, SDF and CST parameterisation coefficients for artificially created aerofoils using SVD sampling

	Validation_Data directory, containing coordinate, SDF and CST parameterisation coefficients for validation data aerofoils (artificially created aerofoils using SVD sampling)

	Synthetic_Data directory, containing coordinate, SDF and CST parameterisation coefficients for UIUC aerofoils

	Excel files, containing hyper-parameter survey results

Relationship between files, if important for context:  

Additional related data collected that was not included in the current data package:

If data was derived from another source, list source:

	UIUC aerofoil data: https://m-selig.ae.illinois.edu/ads/coord_database.html

If there are there multiple versions of the dataset, list the file updated, when and why update was made:



--------------------------
METHODOLOGICAL INFORMATION
--------------------------

Description of methods used for collection/generation of data: 

	find details of data collection in the associated SDF_GAN paper

Methods for processing the data: <describe how the submitted data were generated from the raw or collected data>

Software- or Instrument-specific information needed to interpret the data, including software and hardware version numbers:

	PyTorch needed to interpret .pt model files (alongside a coded-up framework of the model)

Standards and calibration information, if appropriate:

Environmental/experimental conditions:

Describe any quality-assurance procedures performed on the data:

People involved with sample collection, processing, analysis and/or submission:


--------------------------
DATA-SPECIFIC INFORMATION <Create sections for each datafile or set, as appropriate>
--------------------------

Number of variables:

Number of cases/rows: 

Variable list, defining any abbreviations, units of measure, codes or symbols used:
   
Missing data codes:

Specialized formats or other abbreviations used: