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Patrick Filippi

The University of Sydney

University of Sydney

Sydney, 2006

Australia

  • The University of Sydney

SCHOLARLY PAPERS

6

DOWNLOADS

403

TOTAL CITATIONS

2

Scholarly Papers (6)

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1.

Explainable Machine Learning to Map the Impact of Weather and Soil on Wheat Yield and Revenue Across the Eastern Australian Grain Belt

Downloads 124 (588,531)

Explainable Machine Learning to Map the Impact of Weather and Soil on Wheat Yield and Revenue Across the Eastern Australian Grain Belt

Number of pages: 28 Posted: 16 Feb 2022
Patrick Filippi, Brett M. Whelan and Thomas Francis Aloysious Bishop
The University of Sydney, The University of Sydney and The University of Sydney
Downloads 83 (798,777)

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Yield modelling, empirical, data-driven, soil constraints, Precision Agriculture.

Explainable Machine Learning to Map the Impact of Weather and Soil on Wheat Yield and Revenue Across the Eastern Australian Grain Belt

Number of pages: 32 Posted: 17 Nov 2023
Patrick Filippi, Brett M. Whelan and Thomas Francis Aloysious Bishop
The University of Sydney, The University of Sydney and The University of Sydney
Downloads 41 (1,210,354)

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Yield modelling, empirical, data-driven, soil constraints, extreme weather.

2.

Identifying Winter Crop Harvest Dates with Machine Learning and Sentinel Time-Series Imagery

Downloads 109 (659,652)

Identifying Winter Crop Harvest Dates with Machine Learning and Sentinel Time-Series Imagery

Number of pages: 23 Posted: 28 Mar 2023
Si Yang Han, Patrick Filippi and Thomas Francis Aloysious Bishop
The University of Sydney, The University of Sydney and The University of Sydney
Downloads 60 (986,385)

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yield monitor data, random forest model, broadacre cropping, winter crops

Identifying Winter Crop Harvest Dates with Machine Learning and Sentinel Time-Series Imagery

Number of pages: 23 Posted: 30 Jan 2025
Si Yang Han, Patrick Filippi and Thomas Francis Aloysious Bishop
The University of Sydney, The University of Sydney and The University of Sydney
Downloads 49 (1,119,531)

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yield monitor data, random forest model, broadacre cropping, winter crops

3.

Gaussian Process Regression for 3d Soil Mapping Over Multiple Spatial Supports

Number of pages: 21 Posted: 15 Dec 2023
Jie Wang, Patrick Filippi, Sebastian Haan, Liana E. Pozza, Brett M. Whelan and Thomas Francis Aloysious Bishop
The University of Sydney, The University of Sydney, The University of Sydney, The University of Sydney, The University of Sydney and The University of Sydney
Downloads 53 (1,041,696)

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Block predictions, Kriging, Soil horizons, Model uncertainty

4.

Space-time modelling of soil dynamics across Australian grain belt regions from 40 years legacy data

Number of pages: 33 Posted: 24 Nov 2025
Jie Wang, Patrick Filippi, Nikolas Hoskin, Yuxi Zhang, Dhahi Al-Shammari and Thomas Francis Aloysious Bishop
The University of Sydney, The University of Sydney, The University of Sydney, The University of Sydney, The University of Sydney and The University of Sydney
Downloads 51 (1,074,648)

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Spatiotemporal, Landsat, Soil organic carbon, soil constraints, Digital soil mapping

5.

Depth to Sodicity Constraint Mapping of the Murray-Darling Basin, Australia

Number of pages: 43 Posted: 28 Mar 2022
Liana E. Pozza, Patrick Filippi, Brett M. Whelan, Niranjan S. Wimalathunge, Edward J. Jones and Thomas Francis Aloysious Bishop
The University of Sydney, The University of Sydney, The University of Sydney, The University of Sydney, The University of Sydney and The University of Sydney
Downloads 51 (1,052,702)
Citation 2

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digital soil mapping, area of applicability, Random Forest, soil constraints

6.

Self-Supervised Multi-View Neural Network for Estimating Soil Organic Carbon from Spectral Data

Number of pages: 37 Posted: 08 Jun 2026
Wenhua Wu, James Patrick Moloney, Kun Hu, Patrick Filippi, Uta Stockmann, Zhiyong Wang and Thomas Francis Aloysious Bishop
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, The University of Sydney, affiliation not provided to SSRN, The University of Sydney and The University of Sydney
Downloads 15

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Precision Farming, Self-Supervised Learning, Soil organic carbon, VIS-NIR Soil Spectroscopy, Deep Learning