The University of Adelaide
Browse

File request access

Reason: UA Roseworthy data collection. Please contact Rhiannon Schilling (PIRSA-SARDI) Rhiannon.Schilling@sa.gov.au to request access.

8

month(s)

9

day(s)

until file(s) become available

Machine learning to extract maximum value from soil and crop variability, Paddocks pre-processed ML input datasets

Version 2 2024-02-20, 05:08
Version 1 2022-02-28, 00:49
dataset
posted on 2024-02-20, 05:08 authored by Rakesh DavidRakesh David, Rhiannon SchillingRhiannon Schilling, Glenn McDonaldGlenn McDonald
Pre-processed ML input data for 4 Roseworthy paddocks, B4, B3, E2, E5. Files suffixed with paddock names, includes read me file for all paddock data

The collection includes 4 paddocks with data including paddock boundaries, crop yield, EM38 geophysics, elevation, yield associated moisture percentage. The data accessible from the paddocks and has been acquired between 2005 and 2020. Pre-processed data for machine learning analytics. Pre-processed data was converted to standard csv machine-readable format with CRS included for all measurements. Includes processed paddock measurements, pre-processed Remote Sensing time-series data (Landsat, resampled to 5-m resolution using bilinear interpolation) and pre-processed climate time-series data (SILO database). Readme metadata documents of processed files to assist for ML purposes. Measurements re-scaled and spatially aligned using ordinary block kriging method using locally estimated variograms. The value at each grid point represents an average interpolated value within a 5-m block, centred at the grid point.

Funding

GRDC: UOA2002-007RTX

History

GRDC contract code

GRDC: UOA2002-007RTX

GRDC project title

Machine learning to extract maximum value from soil and crop variability

Contact email address

library@adelaide.edu.au

Start date for this data collection

2005-01-01

End date for this data collection

2020-12-31

Spatial coverage

Roseworthy, South Australia

Access rights type

  • Embargoed

Usage metrics

    Grains Research and Development Corporation Supported Research

    Exports

    RefWorks
    BibTeX
    Ref. manager
    Endnote
    DataCite
    NLM
    DC