Experiments related to things to do with SAR data that might be useful. Seeing some LLMs go with answers as a starting point - generally for things not boilerplate, not going to do too well. Even more so with science.

DO NOT assume any of the code here will run - any of it does, will note and put in a ROBOTWORKING folder. I will put anything I write into the src folder.

• Deriving Surface Resistivity from Polarimetric SARData Using Dual-Input UNet : https://arxiv.org/pdf/2207.01811.pdf

• AWS requester pays https://registry.opendata.aws/sentinel-1/
• US only https://scottyhq.github.io/sentinel1-rtc-stac/#/
• AWS catalogue https://github.com/awslabs/open-data-registry/blob/main/datasets/sentinel-1-rtc-indigo.yaml
• DEA only has a few isolated datasets - e.g. some NT ports etc.

• https://github.com/RichardScottOZ/open-data-api

• https://geoscience.data.qld.gov.au/data/report/cr124399
  • otherwise known as first survey I thought of online

• https://github.com/RichardScottOZ/openSAR
• https://github.com/Narayana-Rao/PolSAR-tools [QGIS plugin mentioned in paper]
  • https://step.esa.int/main/toolboxes/polsarpro-v6-0-biomass-edition-toolbox/
• https://github.com/Narayana-Rao/polsartools
• https://github.com/aalling93/Sentinel_1_python

• Can ChatGPT 3.5 lift an architecture out of a paper
  • likely yes
  • get it right, very little chance
  • 5 tries to correct an error to get an actual 'model'
    • Not a correct model, but a model that doesn't have actual errors

• Produces a different code version
  • Same result of course
  • Gets stuck in a loop trying to fix a different error
  • https://www.phind.com/search?cache=wlvfrv0bddld5xahaeyko2j1

• Perplexity free

• Would expect same things
• Produced a no-error 'model' first try
• https://www.perplexity.ai/search/Please-turn-this-SeRVbVKQTlWMcZQSRCcong
• Most robots can do things like turn text into tables and perplexity got this first go

• Asked for code there - get a generic requests request - as it doesn't actually know the api

• Vaguely understands this - but only in boilerplate requests fashion, as you would expect

This table summarizes the various polarimetric parameters and features used in the study, providing a quick reference for their short form descriptions and corresponding details.

• When asked about a dataloader, perplexity gave it a shot
  • Basically makes sense at a simple level