An approach to forecast grain crop yield using multi-layered, multi-farm data sets and machine learning P Filippi, EJ Jones, NS Wimalathunge, PDSN Somarathna, LE Pozza, ... Precision Agriculture 20, 1015-1029, 2019 | 195 | 2019 |
In search of an optimum sampling algorithm for prediction of soil properties from infrared spectra W Ng, B Minasny, B Malone, P Filippi PeerJ 6, e5722, 2018 | 48 | 2018 |
Mapping the depth-to-soil pH constraint, and the relationship with cotton and grain yield at the within-field scale P Filippi, EJ Jones, BJ Ginns, BM Whelan, GW Roth, TFA Bishop Agronomy 9 (5), 251, 2019 | 44 | 2019 |
Mid-season empirical cotton yield forecasts at fine resolutions using large yield mapping datasets and diverse spatial covariates P Filippi, BM Whelan, RW Vervoort, TFA Bishop Agricultural Systems 184, 102894, 2020 | 40 | 2020 |
Digital soil monitoring of top-and sub-soil pH with bivariate linear mixed models P Filippi, SR Cattle, TFA Bishop, IOA Odeh, MJ Pringle Geoderma 322, 149-162, 2018 | 33 | 2018 |
Identifying causes of crop yield variability with interpretive machine learning EJ Jones, TFA Bishop, BP Malone, PJ Hulme, BM Whelan, P Filippi Computers and Electronics in Agriculture 192, 106632, 2022 | 29 | 2022 |
Machine learning optimised hyperspectral remote sensing retrieves cotton nitrogen status IJ Marang, P Filippi, TB Weaver, BJ Evans, BM Whelan, TFA Bishop, ... Remote Sensing 13 (8), 1428, 2021 | 29 | 2021 |
Mapping of cotton fields within-season using phenology-based metrics derived from a time series of landsat imagery D Al-Shammari, I Fuentes, B M. Whelan, P Filippi, T FA Bishop Remote Sensing 12 (18), 3038, 2020 | 23 | 2020 |
Monitoring and modeling soil change: the influence of human activity and climatic shifts on aspects of soil spatiotemporally P Filippi, B Minasny, SR Cattle, TFA Bishop Advances in agronomy 139, 153-214, 2016 | 21 | 2016 |
Monitoring changes in soil salinity and sodicity to depth, at a decadal scale, in a semiarid irrigated region of Australia P Filippi, SR Cattle, TFA Bishop, MJ Pringle, EJ Jones Soil Research 56 (7), 696-711, 2018 | 19 | 2018 |
A two-step modelling approach to map the occurrence and quantity of soil inorganic carbon P Filippi, SR Cattle, MJ Pringle, TFA Bishop Geoderma 371, 114382, 2020 | 18 | 2020 |
Mapping soil slaking index and assessing the impact of management in a mixed agricultural landscape EJ Jones, P Filippi, R Wittig, M Fajardo, V Pino, AB McBratney SOIL Discussions 2020, 1-22, 2020 | 17 | 2020 |
Catchment-scale 3D mapping of depth to soil sodicity constraints through combining public and on-farm soil databases–A potential tool for on-farm management P Filippi, EJ Jones, TFA Bishop Geoderma 374, 114396, 2020 | 16 | 2020 |
Combining ancillary soil data with VisNIR spectra to improve predictions of organic and inorganic carbon content of soils P Filippi, SR Cattle, TFA Bishop, EJ Jones, B Minasny MethodsX 5, 551-560, 2018 | 15 | 2018 |
The relationship between satellite-derived vegetation indices and live weight changes of beef cattle in extensive grazing conditions C Pearson, P Filippi, LA González Remote Sensing 13 (20), 4132, 2021 | 12 | 2021 |
Data-driven, early-season forecasts of block sugarcane yield for precision agriculture SY Han, TFA Bishop, P Filippi Field Crops Research 276, 108360, 2022 | 11 | 2022 |
Space-time monitoring of soil organic carbon content across a semi-arid region of Australia P Filippi, SR Cattle, MJ Pringle, TFA Bishop Geoderma Regional 24, e00367, 2021 | 7 | 2021 |
Assessment of Global, national and regional‐level digital soil mapping products at different spatial supports SY Han, P Filippi, K Singh, BM Whelan, TFA Bishop European Journal of Soil Science 73 (5), e13300, 2022 | 5 | 2022 |
Wheat yield forecast using contextual spatial information M Fajardo, B Whelan, P Filippi, T Bishop Precision agriculture'19, 713-719, 2019 | 5 | 2019 |
Mapping cotton fields using phenology-based metrics derived from a time series of Landsat imagery DJ Al-Shammari, TFA Bishop, I Fuentes, P Filippi 19th Australian Agronomy Conference 2019, Australia: Australian Society of …, 2019 | 5 | 2019 |