GWmodelS: a standalone software to train geographically weighted models

A - Papers appearing in refereed journals

Lua, B., Hu, Y., Yang, D., Liu, Y., Ou, G., Harris, P., Brunsdon, C., Comber, A. and Dong, G. 2024. GWmodelS: a standalone software to train geographically weighted models. Geo-spatial Information Science. https://doi.org/10.1080/10095020.2024.2343011

AuthorsLua, B., Hu, Y., Yang, D., Liu, Y., Ou, G., Harris, P., Brunsdon, C., Comber, A. and Dong, G.
Abstract

With the recent increase in studies on spatial heterogeneity, geographically weighted (GW) models have become an essential set of local techniques, attracting a wide range of users from different domains. In this study, we demonstrate a newly developed standalone GW software, GWmodelS using a community-level house price data set for Wuhan, China. In detail, a number of fundamental GW models are illustrated, including GW descriptive statistics, basic and multiscale GW regression, and GW principle component analysis. Additionally, functionality in spatial data management and batch mapping are presented as essential supplementary activities for GW modeling. The software provides significant advantages in terms of a user-friendly graphical user interface, operational efficiency, and accessibility, which facilitate its usage for users from a wide range of domains.

KeywordsSpatial heterogeneity; Spatial non-stationarity; Visualization; High-performance; Local techniques
Year of Publication2024
JournalGeo-spatial Information Science
Digital Object Identifier (DOI)https://doi.org/10.1080/10095020.2024.2343011
Open accessPublished as ‘gold’ (paid) open access
FunderNational Key Research and Development Program of China
National Natural Science Foundation of China
Publisher's version
Output statusPublished
Publication dates
Online01 May 2024
Publication process dates
Accepted09 Apr 2024
ISSN1009-5020
PublisherSpringer

Related outputs

Evaluating Urban Land Resource Carrying Capacity With Geographically Weighted Principal Component Analysis: A Case Study in Wuhan, China

A - Papers appearing in refereed journals
Lu, B., Shi, Y., Qin, S., Yue, P., Zheng, J. and Harris, P. 2024. Evaluating Urban Land Resource Carrying Capacity With Geographically Weighted Principal Component Analysis: A Case Study in Wuhan, China. Transactions in GIS. https://doi.org/10.1111/tgis.13241

Spatial and temporal measurement of soil moisture and nitrogen in a pasture field

N - Datasets
Wang, Q., Shan, Y., Morten, C., Hunt, J., Harris, P. and Wu, L. 2024. Spatial and temporal measurement of soil moisture and nitrogen in a pasture field. Rothamsted Research. https://doi.org/10.23637/rothamsted.9910x

Long-term monitoring of pasture dry matter production across fields with different pasture types, as assessed by rising plate meter

N - Datasets
Jones, A., Resendez-Sepulveda, M., Powe, C., Le-Grice, P., Irisarri, G., Griffith, B. A., Wyness, A. and Harris, P. 2024. Long-term monitoring of pasture dry matter production across fields with different pasture types, as assessed by rising plate meter. Rothamsted Research. https://doi.org/10.23637/rothamsted.99077

Potential unintended consequences of agricultural land use change driven by dietary transitions

A - Papers appearing in refereed journals
Blackwell, M. S. A., Takahashi, T., Cardenas, L. M., Collins, A. L., Enriquez, D., Griffith, B. A., Hunt, J., Lee, M. R. F., Misselbrook, T. H., Neal, A. L., Rivero, M. J., Shield, I. F., Storkey, J., Wu, L. and Harris, P. 2024. Potential unintended consequences of agricultural land use change driven by dietary transitions. npj sustainable agriculture. 2 (1). https://doi.org/10.1038/s44264-023-00008-8

Visits of housed cattle to GreenFeed units (2016-2023)

N - Datasets
Perez-Marquez, S., De-Meo-Filho, P., Le-Grice, P., Griffith, B. A., Harris, P., Cardenas, L. M., Lee, M. R. F., Misselbrook, T. H. and Rivero, M. J. 2024. Visits of housed cattle to GreenFeed units (2016-2023). Rothamsted Research. https://doi.org/10.23637/rothamsted.98zz6

Comparison of direct and indirect soil organic carbon prediction at farm field scale

A - Papers appearing in refereed journals
Segura, C., Neal, A. L., Castro-Sardina, L., Harris, P., Rivero, M. J., Cardenas, L. M. and Irisarri, G. 2024. Comparison of direct and indirect soil organic carbon prediction at farm field scale. Journal of Environmental Management. 365 (August), p. 121573. https://doi.org/10.1016/j.jenvman.2024.121573

Geosensor Network Optimisation to Support Decisions at Multiple Scales

B - Book chapters etc edited externally
Comber, L and Harris, P. 2023. Geosensor Network Optimisation to Support Decisions at Multiple Scales. in: Web and Wireless Geographical Information Systems

Multiscale spatially varying coefficient modelling using a Geographical Gaussian Process GAM

A - Papers appearing in refereed journals
Comber, A, Harris, P. and Brunsdon, C 2023. Multiscale spatially varying coefficient modelling using a Geographical Gaussian Process GAM. International Journal Of Geographical Information Science. 38 (1), pp. 27-47. https://doi.org/10.1080/13658816.2023.2270285

Multi-experiment assessment of soil nitrous oxide emissions in sugarcane

A - Papers appearing in refereed journals
Galdos, M. V., Soares, J. R., Lourenco, K. S., Harris, P., Zeri, M., Cunha-Zeri, G., Vargas, V. P., Degaspari, I. A. M. and Cantarella, H. 2023. Multi-experiment assessment of soil nitrous oxide emissions in sugarcane. Nutrient Cycling in Agroecosystems. 127, pp. 375-392. https://doi.org/10.1007/s10705-023-10321-w

The North Wyke Farm Platform: GreenFeed System Methane and Carbon Dioxide Data

D1 - Technical reports: non-confidential
De-Meo-Filho, P., Hawkins, J. M. B. and Harris, P. 2023. The North Wyke Farm Platform: GreenFeed System Methane and Carbon Dioxide Data. Rothamsted Research Rothamsted Research. https://doi.org/10.23637/rothamsted.98y53

The North Wyke Farm Platform: Eddy Covariance Greenhouse Gas Data

D1 - Technical reports: non-confidential
Olde, L., Hawkins, J. M. B. and Harris, P. 2023. The North Wyke Farm Platform: Eddy Covariance Greenhouse Gas Data. Rothamsted Research Rothamsted Research. https://doi.org/10.23637/rothamsted.98y52

The North Wyke Farm Platform: Field Survey Data

D1 - Technical reports: non-confidential
Hawkins, J. M. B., Beaumont, D. A., Sint, H. M. and Harris, P. 2023. The North Wyke Farm Platform: Field Survey Data. Rothamsted Research Rothamsted Research. https://doi.org/10.23637/rothamsted.98y51

The North Wyke Farm Platform: Livestock Data

D1 - Technical reports: non-confidential
Hawkins, J. M. B., Griffith, B. A. and Harris, P. 2023. The North Wyke Farm Platform: Livestock Data. Rothamsted Research Rothamsted Research. https://doi.org/10.23637/rothamsted.98y50

The North Wyke Farm Platform: Field Events Data

D1 - Technical reports: non-confidential
Hawkins, J. M. B. and Harris, P. 2023. The North Wyke Farm Platform: Field Events Data. Rothamsted Research Rothamsted Research. https://doi.org/10.23637/rothamsted.98y4z

The North Wyke Farm Platform: Quality Control System (Data version 3; released on 01-12-2018)

D1 - Technical reports: non-confidential
Hawkins, J. M. B., Sint, H. M. and Harris, P. 2023. The North Wyke Farm Platform: Quality Control System (Data version 3; released on 01-12-2018). Rothamsted Research Rothamsted Research. https://doi.org/10.23637/rothamsted.98y4y

The North Wyke Farm Platform: Fine Resolution (15-minute) Soil Moisture Station Data

D1 - Technical reports: non-confidential
Hawkins, J. M. B. and Harris, P. 2023. The North Wyke Farm Platform: Fine Resolution (15-minute) Soil Moisture Station Data. Rothamsted Research Rothamsted Research. https://doi.org/10.23637/rothamsted.98y4x

The North Wyke Farm Platform: Fine Resolution (15-minute) Meteorological Data

D1 - Technical reports: non-confidential
Hawkins, J. M. B. and Harris, P. 2023. The North Wyke Farm Platform: Fine Resolution (15-minute) Meteorological Data. Rothamsted Research Rothamsted Research. https://doi.org/10.23637/rothamsted.98y4w

The North Wyke Farm Platform: Fine Resolution (15-Minute) Hydrology and Water Quality Data

D1 - Technical reports: non-confidential
Hawkins, J. M. B., Griffith, B. A. and Harris, P. 2023. The North Wyke Farm Platform: Fine Resolution (15-Minute) Hydrology and Water Quality Data. Rothamsted Research. https://doi.org/10.23637/rothamsted.98y34

The North Wyke Farm Platform: Design, Establishment and Development

D1 - Technical reports: non-confidential
Hawkins, J. M. B., Griffith, B. A., Sint, H. M. and Harris, P. 2023. The North Wyke Farm Platform: Design, Establishment and Development. Rothamsted Research. https://doi.org/10.23637/rothamsted.98y1x

Grazing livestock move by Levy walks: Implications for soil health and environment

A - Papers appearing in refereed journals
Romero-Ruiz, A., Rivero, M. J., Milne, A. E., Morgan, S., De-Meo-Filho, P., Pulley, S., Segura, C., Harris, P., Lee, M. R. F., Coleman, K., Cardenas, L. M. and Whitmore, A. P. 2023. Grazing livestock move by Levy walks: Implications for soil health and environment. Journal of Environmental Management. 345 (1), p. 118835. https://doi.org/10.1016/j.jenvman.2023.118835

Effect of pasture composition in cattle grazed systems on soil properties and nutrient cycling: impact on herbage, soil and cattle excreta

N - Datasets
Darch, T., McAuliffe, G., Le Cocq, K., Horrocks, C. A., Segura, C., Griffith, B. A., Harris, P., Hood, J., Joynes, A., Lopez, M., Takahashi, T., Lee, M. R. F. and Cardenas, L. M. 2023. Effect of pasture composition in cattle grazed systems on soil properties and nutrient cycling: impact on herbage, soil and cattle excreta. Rothamsted Research. https://doi.org/10.23637/rothamsted.98x4z

A linearization for stable and fast geographically weighted Poisson regression

A - Papers appearing in refereed journals
Yoshida, T., Nakaya, T., Lu, B. and Harris, P. 2023. A linearization for stable and fast geographically weighted Poisson regression. International Journal Of Geographical Information Science. 37 (8), pp. 1818-1839. https://doi.org/10.1080/13658816.2023.2209811

Impacts of measured soil hydraulic conductivity on the space-time simulations of water and nitrogen cycling

A - Papers appearing in refereed journals
Liu, C., Shan, Y., Wang, Q., Harris, P., Liu, Y. and Wu, L. 2023. Impacts of measured soil hydraulic conductivity on the space-time simulations of water and nitrogen cycling. Catena. 226, p. 107058. https://doi.org/10.1016/j.catena.2023.107058

Water chemistry of combined surface and subsurface runoff from the North Wyke Farm Platform, with hydrologically isolated catchments sown with different pasture types.

N - Datasets
Granger, S. J., Quincke, J. A., Carswell, A. M., Olde, L., Darch, T., Peukert, S., Horrocks, C. A., Dixon, E. R., Collins, A. L., Blackwell, M. S. A., Murray, P. J., Dungait, J. A. J. and Harris, P. 2023. Water chemistry of combined surface and subsurface runoff from the North Wyke Farm Platform, with hydrologically isolated catchments sown with different pasture types. Rothamsted Research. https://doi.org/10.23637/rothamsted.98v27

GWmodelS A software for geographically weighted models

A - Papers appearing in refereed journals
Lu, B., Hu, Y., Yang, D., Liu, Y., Liao, L., Yin, Z., Xia, T., Dong, Z., Harris, P., Brunsdon, C., Comber, A. and Dong, G. 2023. GWmodelS A software for geographically weighted models. SoftwareX. 21, p. 101291. https://doi.org/10.1016/j.softx.2022.101291

Uncovering drivers of community-level house price dynamics through multiscale geographically weighted regression: A case study of Wuhan, China

A - Papers appearing in refereed journals
Lu, B., Ge, Y., Shi, Y., Zheng, J. and Harris, P. 2023. Uncovering drivers of community-level house price dynamics through multiscale geographically weighted regression: A case study of Wuhan, China. Spatial Statistics. 53, p. 100723. https://doi.org/10.1016/j.spasta.2022.100723

A Rejoinder to the Commentaries on “A Route Map for Successful Applications of Geographically Weighted Regression” by Comber et al. (2022)

A - Papers appearing in refereed journals
Comber, A., Harris, P. and Brunsdon, C. 2022. A Rejoinder to the Commentaries on “A Route Map for Successful Applications of Geographically Weighted Regression” by Comber et al. (2022). Geographical Analysis . https://doi.org/10.1111/gean.12352

A review of models for simulating the soil-plant interface for different climatic conditions and land uses in the Loess Plateau, China

A - Papers appearing in refereed journals
Turkeltaub, T., Gongadze, K., Lu, Y., Huang, M., Jia, X., Yang, H., Shao, M., Binley, A., Harris, P. and Wu, L. 2022. A review of models for simulating the soil-plant interface for different climatic conditions and land uses in the Loess Plateau, China. Ecological Modelling. 474, p. 110173. https://doi.org/10.1016/j.ecolmodel.2022.110173

Water chemistry under low-flow conditions from grazed pastures seeded with different species

N - Datasets
Granger, S. J., Olde, L., Hodgson, C. J., Blackwell, M. S. A., Sint, H. M., Quincke, J. A. and Harris, P. 2022. Water chemistry under low-flow conditions from grazed pastures seeded with different species. Rothamsted Research. https://doi.org/10.23637/rothamsted.98q74

gwverse: A Template for a New Generic Geographically Weighted R Package

A - Papers appearing in refereed journals
Comber, A., Callaghan, M., Harris, P., Lu, B., Malleson, N. and Brunsdon, C. 2022. gwverse: A Template for a New Generic Geographically Weighted R Package. Geographical Analysis . 54 (3), pp. 685-709. https://doi.org/10.1111/gean.12337

Climate change impacts on crop yield of winter wheat (Triticum aestivum) and maize (Zea mays) and soil organic carbon stocks in northern China

A - Papers appearing in refereed journals
Liu, C., Yang, H., Gongadze, K., Harris, P., Huang, M. and Wu, L. 2022. Climate change impacts on crop yield of winter wheat (Triticum aestivum) and maize (Zea mays) and soil organic carbon stocks in northern China. Agriculture - Basel. 12 (5), p. 614. https://doi.org/10.3390/agriculture12050614

High-performance solutions of geographically weighted regression in R

A - Papers appearing in refereed journals
Lu, B., Hu, Y., Murakami, D., Brunsdon, C., Comber, A., Charlton, M. and Harris, P. 2022. High-performance solutions of geographically weighted regression in R. Geo-spatial Information Science. pp. 1-14. https://doi.org/10.1080/10095020.2022.2064244

The Importance of Scale and the MAUP for Robust Ecosystem Service Evaluations and Landscape Decisions

A - Papers appearing in refereed journals
Comber, A and Harris, P. 2022. The Importance of Scale and the MAUP for Robust Ecosystem Service Evaluations and Landscape Decisions. Land. 11 (3), p. 399. https://doi.org/10.3390/land11030399

CO2 fluxes from three different temperate grazed pastures using Eddy covariance measurements

A - Papers appearing in refereed journals
Cardenas, L. M., Olde, L., Loick, N., Griffith, B. A., Hill, T., Evans, J., Cowan, N., Segura, C., Sint, H. M., Harris, P., McCalmont, J., Zhu, S., Dobermann, A. and Lee, M. R. F. 2022. CO2 fluxes from three different temperate grazed pastures using Eddy covariance measurements. Science of the Total Environment. 831 (20 July), p. 154819. https://doi.org/10.1016/j.scitotenv.2022.154819

Simulating grazing beef and sheep systems

A - Papers appearing in refereed journals
Wu, L., Harris, P., Misselbrook, T. H. and Lee, M. R. F. 2022. Simulating grazing beef and sheep systems. Agricultural Systems. 195, p. 103307. https://doi.org/10.1016/j.agsy.2021.103307

Comparisons of commercially available NIRS-based analyte predictions of haylage quality for equid nutrition

A - Papers appearing in refereed journals
Le Cocq, K., Harris, P., Bell, N., Burden, F. A., Lee, M. R. F. and Davies, D. R. 2022. Comparisons of commercially available NIRS-based analyte predictions of haylage quality for equid nutrition. Animal Feed Science and Technology. 283, p. 115158. https://doi.org/10.1016/j.anifeedsci.2021.115158

A Route Map for Successful Applications of Geographically Weighted Regression

A - Papers appearing in refereed journals
Comber, A., Brunsdon, C., Charlton, M., Dong, G., Harris, R., Lu, B., Lu, Y., Murakami, D., Nakaya, T., Wang, Y. and Harris, P. 2021. A Route Map for Successful Applications of Geographically Weighted Regression. Geographical Analysis . https://doi.org/10.1111/gean.12316

Taking the steps toward sustainable livestock: our multidisciplinary global farm platform journey

A - Papers appearing in refereed journals
Rivero, M. J., Evans, A. C. O., Berndt, A., Cartmill, A., Dowsey, A., Farruggia, A., Mignolet, C., Enriquez, D., Chadwick, D. R., McCracken, D. I., Busch, D., Pereyra, F., Martin, G. B., Sanford, G. R., Sheridan, H., Wright, I., Brunet, L., Eisler, M. C., Lopez-Villalobos, N., Rovira, P., Harris, P., Murphy, P., Williams, A. P., Jackson, R. D., Machado, R., Suraj, P.T., Puech, T., Boland, T. M., Ayala, W. and Lee, M. R. F. 2021. Taking the steps toward sustainable livestock: our multidisciplinary global farm platform journey. Animal Frontiers. 115 (5), pp. 52-58. https://doi.org/10.1093/af/vfab048

A Sensitivity Analysis of the SPACSYS Model

A - Papers appearing in refereed journals
Shan, Y., Huang, M. B., Harris, P. and Wu, L. 2021. A Sensitivity Analysis of the SPACSYS Model. Agriculture - Basel. 11 (7), p. 624. https://doi.org/10.3390/agriculture11070624

The distribution of soil micro-nutrients and the effects on herbage micro-nutrient uptake and yield in three different pasture systems

A - Papers appearing in refereed journals
Thomas, C. L., Darch, T., Harris, P., Beaumont, D. A. and Haefele, S. M. 2021. The distribution of soil micro-nutrients and the effects on herbage micro-nutrient uptake and yield in three different pasture systems. Agronomy. 11 (9), p. 1731. https://doi.org/10.3390/agronomy11091731

Quantifying the value of on-farm measurements to inform the selection of key performance indicators for livestock production systems

A - Papers appearing in refereed journals
Jones, A. G., Takahashi, T., Fleming, H., Griffith, B. A., Harris, P. and Lee, M. R. F. 2021. Quantifying the value of on-farm measurements to inform the selection of key performance indicators for livestock production systems. Scientific Reports. 11 (1), p. 16874. https://doi.org/10.1038/s41598-021-96336-1

Inferring management and predicting sub-field scale C dynamics in UK grasslands using biogeochemical modelling and satellite-derived leaf area data

A - Papers appearing in refereed journals
Myrgiotis, V., Harris, P., Revill, A., Sint, H. M. and Williams, M. 2021. Inferring management and predicting sub-field scale C dynamics in UK grasslands using biogeochemical modelling and satellite-derived leaf area data. Agricultural and Forest Meteorology. 307, p. 108466. https://doi.org/10.1016/j.agrformet.2021.108466

Elucidating the performance of hybrid models for predicting extreme water flow events through variography and wavelet analyses

A - Papers appearing in refereed journals
Curceac, S., Milne, A. E., Atkinson, P. M., Wu, L. and Harris, P. 2021. Elucidating the performance of hybrid models for predicting extreme water flow events through variography and wavelet analyses. Journal of Hydrology. 598 (July), p. 126442. https://doi.org/10.1016/j.jhydrol.2021.126442

A case study on the effects of data temporal resolution on the simulation of water flux extremes using a process-based model at the grassland field scale

A - Papers appearing in refereed journals
Wu, L., Curceac, S., Atkinson, Peter, Milne, A. E. and Harris, P. 2021. A case study on the effects of data temporal resolution on the simulation of water flux extremes using a process-based model at the grassland field scale. Agricultural Water Management. 255, p. 107049. https://doi.org/10.1016/j.agwat.2021.107049

Nutritional value of suckler beef from temperate pasture systems

A - Papers appearing in refereed journals
Lee, M. R. F., McAuliffe, G., Tweed, J. K. S., Griffith, B. A., Morgan, S., Rivero, M. J., Harris, P., Takahashi, T. and Cardenas, L. M. 2021. Nutritional value of suckler beef from temperate pasture systems. Animal. 15 (7), p. 100257. https://doi.org/10.1016/j.animal.2021.100257

Within-field spatial variability of greenhouse gas fluxes from an extensive and intensive sheep-grazed pasture

A - Papers appearing in refereed journals
Charteris, A. F., Harris, P., Marsden, K. A., Harris, I. M., Guo, Z., Beaumont, D. A., Taylor, H., Sanfratello, G., Jones, D. L., Johnson, S. C. M., Whelan, M. J., Howden, N., Sint, H. M., Chadwick, D. R. and Cardenas, L. M. 2021. Within-field spatial variability of greenhouse gas fluxes from an extensive and intensive sheep-grazed pasture. Agriculture, Ecosystems & Environment. 312, p. 107355. https://doi.org/10.1016/j.agee.2021.107355

Data to identify key drivers of animal growth and carcass quality for temperate lowland sheep production systems

A - Papers appearing in refereed journals
Jones, A. G., Fleming, H., Griffith, B. A., Takahashi, T., Lee, M. R. F. and Harris, P. 2021. Data to identify key drivers of animal growth and carcass quality for temperate lowland sheep production systems. Data in Brief. 35, p. 106977. https://doi.org/10.1016/j.dib.2021.106977

Novel approaches to investigating spatial variability in channel bank total phosphorus at the catchment scale

A - Papers appearing in refereed journals
Granger, S. J., Harris, P., Upadhayay, H., Sint, H. M., Pulley, S., Stone, M., Krishnappan, B. G. and Collins, A. L. 2021. Novel approaches to investigating spatial variability in channel bank total phosphorus at the catchment scale. Catena. 202 (article), p. 105223. https://doi.org/10.1016/j.catena.2021.105223

Current advisory interventions for grazing ruminant farming cannot close exceedance of modern background sediment loss – Assessment using an instrumented farm platform and modelled scaling out

A - Papers appearing in refereed journals
Collins, A. L., Zhang, Y., Upadhayay, H., Pulley, S., Granger, S. J., Harris, P., Sint, H. M. and Griffith, B. A. 2021. Current advisory interventions for grazing ruminant farming cannot close exceedance of modern background sediment loss – Assessment using an instrumented farm platform and modelled scaling out. Environmental Science & Policy. 116 (2021), pp. 114-127. https://doi.org/10.1016/j.envsci.2020.11.004

Key traits for ruminant livestock across diverse production systems in the context of climate change: perspectives from a global platform of research farms

A - Papers appearing in refereed journals
Rivero, M. J., Lopez-Villalobos, N., Evans, A., Berndt, A., Cartmill, A., Neal, A. L., McLaren, A., Farruggia, A., Mignolet, C., Chadwick, D. R., Styles, D., McCracken, D., Busch, D., Martin, G. B., Fleming, H. R., Sheridan, H., Gibbons, J., Merbold, L., Eisler, M., Lambe, N., Rovira, P., Harris, P., Murphy, P., Vercoe, P. E., Williams, P., Machado, R., Takahashi, T., Puech, T., Boland, T., Ayala, W. and Lee, M. R. F. 2021. Key traits for ruminant livestock across diverse production systems in the context of climate change: perspectives from a global platform of research farms. Reproduction, Fertility and Development. 33 (2), pp. 1-19. https://doi.org/10.1071/RD20205

Using a lamb's early-life liveweight as a predictor of carcass quality

A - Papers appearing in refereed journals
Jones, A. G., Takahashi, T., Fleming, H., Griffith, B. A., Harris, P. and Lee, M. R. F. 2021. Using a lamb's early-life liveweight as a predictor of carcass quality. Animal. 15 (1), p. 100018. https://doi.org/10.1016/j.animal.2020.100018

Adjusting for conditional bias in process model simulations of hydrological extremes: an experiment using the North Wyke Farm Platform

A - Papers appearing in refereed journals
Curceac, S., Atkinson, P. M., Milne, A. E., Wu, L. and Harris, P. 2020. Adjusting for conditional bias in process model simulations of hydrological extremes: an experiment using the North Wyke Farm Platform. Frontiers in Artificial Intelligence. 3 (82). https://doi.org/10.3389/frai.2020.565859

Influence of Geographical Effects in Hedonic Pricing Models for Grass-Fed Cattle in Uruguay

A - Papers appearing in refereed journals
Harris, P., Lanfanco, B., Lu, B. and Comber, A. 2020. Influence of Geographical Effects in Hedonic Pricing Models for Grass-Fed Cattle in Uruguay. Agriculture - Basel. 10, p. 299. https://doi.org/10.3390/agriculture10070299

Sediment source fingerprinting: benchmarking recent outputs, remaining challenges and emerging themes

A - Papers appearing in refereed journals
Collins, A. L., Blackwell, M. S. A., Boeckx, P., Chivers, C-A., Emelko, M., Evrad, O., Foster, I., Gellis, A., Gholami, H., Granger, S. J., Harris, P., Horowitz, A. J., Laceby, J. P., Martinez-Carreras, N., Minella, J., Mol, L., Nosrati, K., Pulley, S., Silins, U., Da Silva, Y. J., Stone, M., Tiecher, T., Upadhayay, H. and Zhang, Y. 2020. Sediment source fingerprinting: benchmarking recent outputs, remaining challenges and emerging themes. Journal of Soils and Sediments. 20, pp. 4160-4193. https://doi.org/10.1007/s11368-020-02755-4

Satellite-derived bathymetry in optically complex waters using a model inversion approach and Sentinel-2 data

A - Papers appearing in refereed journals
Casal, G., Hedley, J. D., Monteys, X, Harris, P., Cahalane, C. and McCarthy, T 2020. Satellite-derived bathymetry in optically complex waters using a model inversion approach and Sentinel-2 data. Estuarine, Coastal and Shelf Science. 241, p. 106814. https://doi.org/10.1016/j.ecss.2020.106814

Elucidating three-way interactions between soil, pasture and animals that regulate nitrous oxide emissions from temperate grazing systems

A - Papers appearing in refereed journals
McAuliffe, G., Lopez, M., Blackwell, M. S. A., Castellano-Hinojosa, A., Darch, T., Evans, J., Horrocks, C. A., Le Cocq, K., Takahashi, T., Harris, P., Lee, M. R. F. and Cardenas, L. M. 2020. Elucidating three-way interactions between soil, pasture and animals that regulate nitrous oxide emissions from temperate grazing systems. Agriculture, Ecosystems & Environment. 300, p. 106978. https://doi.org/10.1016/j.agee.2020.106978

An evaluation of automated GPD threshold selection methods for hydrological extremes across different scales

A - Papers appearing in refereed journals
Curceac, S., Atkinson, P. M., Milne, A. E., Wu, L. and Harris, P. 2020. An evaluation of automated GPD threshold selection methods for hydrological extremes across different scales. Journal of Hydrology. 585, p. 124845. https://doi.org/10.1016/j.jhydrol.2020.124845

The ‘Palo a Pique’ Long-Term Research Platform: First 25 years of a Crop-Livestock Experiment in Uruguay

A - Papers appearing in refereed journals
Rovira, P., Ayala, W., Terra, J., Garcia-Prechac, F, Harris, P., Lee, M. R. F. and Rivero, M. J. 2020. The ‘Palo a Pique’ Long-Term Research Platform: First 25 years of a Crop-Livestock Experiment in Uruguay. Agronomy. 10 (3), p. 441. https://doi.org/10.3390/agronomy10030441

Understanding satellite-derived bathymetry using Sentinel 2 imagery and spatial prediction models

A - Papers appearing in refereed journals
Casal, G., Harris, P., Monteys, X., Hedley, J., Cahalane, C. and McCarthy, T. 2019. Understanding satellite-derived bathymetry using Sentinel 2 imagery and spatial prediction models. GIScience & Remote Sensing. https://doi.org/10.1080/15481603.2019.1685198

A comparison of Landsat 8, RapidEye and Pleiades products for improving empirical predictions of satellite-derived bathymetry

A - Papers appearing in refereed journals
Cahalane, C, Magee, A, Monteys, X, Casal, G, Hanafin, J and Harris, P. 2019. A comparison of Landsat 8, RapidEye and Pleiades products for improving empirical predictions of satellite-derived bathymetry. Remote Sensing of Environment. 233, p. 111414. https://doi.org/10.1016/j.rse.2019.111414

GWmodel

J - Computer programs
Lu, B., Harris, P., Charlton, M., Brunsdon, C, Nakaya, T. and Gollini, I. 2019. GWmodel.

A response to “A comment on Geographically weighted regression with parameter-specific distance metrics.”

A - Papers appearing in refereed journals
Lu, B., Brunsdon, C., Charlton, M. and Harris, P. 2019. A response to “A comment on Geographically weighted regression with parameter-specific distance metrics.” . International Journal Of Geographical Information Science. 33 (7), pp. 1300-1312. https://doi.org/10.1080/13658816.2019.1585541

The forgotten semantics of regression modelling in Geography

A - Papers appearing in refereed journals
Comber, L., Harris, P., Lu, Y., Wu, L. and Atkinson, P. M. 2019. The forgotten semantics of regression modelling in Geography. Geographical Analysis . pp. 1-22. https://doi.org/10.1111/gean.12199

Spatially explicit simulation of land use/land cover changes: Current coverage and future prospects

A - Papers appearing in refereed journals
Ren, Y., Lu, Y., Comber, A., Fu, B., Harris, P. and Wu, L. 2019. Spatially explicit simulation of land use/land cover changes: Current coverage and future prospects. Earth-Science Reviews. 190, pp. 398-415. https://doi.org/10.1016/j.earscirev.2019.01.001

A framework for the regional critical zone classification: the case of the Chinese Loess Plateau

A - Papers appearing in refereed journals
Lu, Y, Hu, J, Fu, B., Harris, P., Wu, L., Tong, X., Bai, Y. and Comber, A. J. 2019. A framework for the regional critical zone classification: the case of the Chinese Loess Plateau . National Science Review. 16 (1), pp. 14-18. https://doi.org/10.1093/nsr/nwy147

Field scale temporal and spatial variability of δ13C, δ15N, TC and TN soil properties : Implications for sediment source tracing

A - Papers appearing in refereed journals
Collins, A. L., Burak, E., Harris, P., Pulley, S., Cardenas, L. M. and Tang, Q. 2019. Field scale temporal and spatial variability of δ13C, δ15N, TC and TN soil properties : Implications for sediment source tracing. Geoderma. 333 (1 January), pp. 108-122. https://doi.org/10.1016/j.geoderma.2018.07.019

Assessment of empirical algorithms for bathymetry extraction using Sentinel-2 data

A - Papers appearing in refereed journals
Casal, G., Monteys, X., Hedley, J., Harris, P., Cahalane, C. and McCarthy, T. 2019. Assessment of empirical algorithms for bathymetry extraction using Sentinel-2 data. International Journal Of Remote Sensing. https://doi.org/10.1080/01431161.2018.1533660

Quantifying the spatio-temporal drivers of planned vegetation restoration on ecosystem services at a large regional scale

A - Papers appearing in refereed journals
Liu, Y., Lu, Y., Fu, B-J., Harris, P. and Wu, L. 2019. Quantifying the spatio-temporal drivers of planned vegetation restoration on ecosystem services at a large regional scale. Science of the Total Environment. 650 (1), pp. 1029-1040. https://doi.org/10.1016/j.scitotenv.2018.09.082

Distance metric choice can both reduce and induce collinearity in geographically weighted regression

A - Papers appearing in refereed journals
Comber, A., Chi, K., Huy, M. Q., Nguyen, Q., Lu, B., Phe, H. H. and Harris, P. 2019. Distance metric choice can both reduce and induce collinearity in geographically weighted regression. Environment and Planning B: Urban Analytics and City Science. https://doi.org/10.1177/2399808318784017

A simulation study on specifying a regression model for spatial data: choosing between heterogeneity and autocorrelation effects

A - Papers appearing in refereed journals
Harris, P. 2019. A simulation study on specifying a regression model for spatial data: choosing between heterogeneity and autocorrelation effects. Geographical Analysis . 51 (2), pp. 151-181. https://doi.org/10.1111/gean.12163

The importance of scale in spatially varying coefficient modelling

A - Papers appearing in refereed journals
Murakami, D., Lu, B., Harris, P., Brunsdon, C., Charlton, M., Nakaya, T. and Griffith, D. A. 2019. The importance of scale in spatially varying coefficient modelling. Annals of the American Association of Geographers. 109 (1), pp. 50-70. https://doi.org/10.1080/24694452.2018.1462691

When multi-functional landscape meets critical zone science: advancing multi-disciplinary research for sustainable human well-being

A - Papers appearing in refereed journals
Luo, Y., Lu, Y., Fu, B., Harris, P., Wu, L. and Comber, A. 2019. When multi-functional landscape meets critical zone science: advancing multi-disciplinary research for sustainable human well-being. National Science Review. https://doi.org/10.1093/nsr/nwy003

The impact of varying semantics in spatial statistics

C2 - Non-edited contributions to conferences
Comber, A., Harris, P. and Atkinson, P. M. 2018. The impact of varying semantics in spatial statistics. GISRUK 2018. Leicester

Investigating Spatial Error Structures in Continuous Raster Data

A - Papers appearing in refereed journals
Tsutsumida, N, Rodríguez-Veiga, P, Harris, P., Baltzer, H and Comber, A 2018. Investigating Spatial Error Structures in Continuous Raster Data. International Journal of Applied Earth Observation and Geoinformation. 74 (February), pp. 259-268. https://doi.org/10.1016/j.jag.2018.09.020

Geographically weighted elastic net logistic regression

A - Papers appearing in refereed journals
Comber, A. and Harris, P. 2018. Geographically weighted elastic net logistic regression. Journal of Geographical Systems. 20 (4), pp. 317-341. https://doi.org/10.1007/s10109-018-0280-7

shp2graph: tools to convert a spatial network into an igraph in R

A - Papers appearing in refereed journals
Lu, B., Sun, H., Harris, P., Xu, M. and Charlton, M 2018. shp2graph: tools to convert a spatial network into an igraph in R. ISPRS International Journal of Geo-Information. 7 (8), p. 293. https://doi.org/10.3390/ijgi7080293

Hyper-local geographically weighted regression: extending GWR through local model selection and local bandwidth optimization

A - Papers appearing in refereed journals
Comber, A., Wang, Y., Lu, Y., Zhang, X. and Harris, P. 2018. Hyper-local geographically weighted regression: extending GWR through local model selection and local bandwidth optimization. Journal of Spatial Information Science. 17, pp. 63-84. https://doi.org/10.5311/JOSIS.2018.17.422

Improvements to the calibration of a Geographically Weighted Regression with Parameter-Specific Distance Metrics and Bandwidths

A - Papers appearing in refereed journals
Lu, B, Wang, W, Ge, Y and Harris, P. 2018. Improvements to the calibration of a Geographically Weighted Regression with Parameter-Specific Distance Metrics and Bandwidths. Computers, Environment and Urban Systems. 71, pp. 41-57. https://doi.org/10.1016/j.compenvurbsys.2018.03.012

Effect of long‐term drainage on plant community, soil carbon and nitrogen contents and stable isotopic (δ13C, δ15N) composition of a permanent grassland

A - Papers appearing in refereed journals
Harris, P., Bol, R., Evans, J., Hawkins, J. M. B., Dixon, E. R., Wolf, K., Dungait, J. A. J., Griffith, B. A., Herbst, M., Dhanoa, M. S., Beaumont, D. A., Dunn, R. M. and Weisenberg, G. L. B. 2018. Effect of long‐term drainage on plant community, soil carbon and nitrogen contents and stable isotopic (δ13C, δ15N) composition of a permanent grassland. European Journal of Soil Science. 69 (1), pp. 48-68. https://doi.org/10.1111/ejss.12504

Data to calculate emissions intensity for individual beef cattle reared on pasture-based production systems

A - Papers appearing in refereed journals
McAuliffe, G. A., Takahashi, T., Orr, R. J., Harris, P. and Lee, M. R. F. 2018. Data to calculate emissions intensity for individual beef cattle reared on pasture-based production systems. Data in Brief. 17, pp. 570-574. https://doi.org/10.1016/j.dib.2018.01.075

Roles of instrumented farm-scale trials in trade-off assessments of pasture-based ruminant production systems

A - Papers appearing in refereed journals
Takahashi, T., Harris, P., Blackwell, M. S. A., Cardenas, L. M., Collins, A. L., Dungait, J. A. J., Hawkins, J. M. B., Misselbrook, T. H., McAuliffe, G. A., McFadzean, J. N., Murray, P. J., Orr, R. J., Rivero, M. J., Wu, L. and Lee, M. R. F. 2018. Roles of instrumented farm-scale trials in trade-off assessments of pasture-based ruminant production systems. Animal. 12 (8), pp. 1766-1776. https://doi.org/10.1017/S1751731118000502

Peri-urbanization may vary with vegetation restoration: A large scale regional analysis

A - Papers appearing in refereed journals
Fu, W., Lu, Y., Harris, P., Comber, A. and Wu, L. 2018. Peri-urbanization may vary with vegetation restoration: A large scale regional analysis. Urban Forestry and Urban Greening. 29, pp. 77-87. https://doi.org/10.1016/j.ufug.2017.11.006

Distributions of emissions intensity for individual beef cattle reared on pasture-based production systems

A - Papers appearing in refereed journals
McAuliffe, G. A., Takahashi, T., Orr, R. J., Harris, P. and Lee, M. R. F. 2018. Distributions of emissions intensity for individual beef cattle reared on pasture-based production systems. Journal of Cleaner Production. 171, pp. 1672-1680. https://doi.org/10.1016/j.jclepro.2017.10.113

Modelling field scale spatial variation in water run-off, soil moisture, N2O emissions and herbage biomass of a grazed pasture using the SPACSYS model

A - Papers appearing in refereed journals
Liu, Y., Li, Y., Harris, P., Cardenas, L. M., Dunn, R. M., Sint, H. M., Murray, P. J., Lee, M. R. F. and Wu, L. 2018. Modelling field scale spatial variation in water run-off, soil moisture, N2O emissions and herbage biomass of a grazed pasture using the SPACSYS model. Geoderma. 315, pp. 49-58. https://doi.org/10.1016/j.geoderma.2017.11.029

Geographically Weighted Structural Equation Models: understanding the spatial variation of latent variables and drivers of environmental restoration effectiveness

B - Book chapters etc edited externally
Comber, A. J., Li, T., Lu, Y., Fu, B. and Harris, P. 2017. Geographically Weighted Structural Equation Models: understanding the spatial variation of latent variables and drivers of environmental restoration effectiveness. in: Bregt, A., Sarjakoski, T., Van Lammeren, R. and Rip, F. (ed.) Societal Geo-innovation: selected papers of the 20th Agile conference on geographic information science. (Lecture notes in geoinformation and cartography) Springer.

Gauging policy-driven large-scale vegetation restoration programmes under a changing environment: their effectiveness and socioeconomic relationships

A - Papers appearing in refereed journals
Li, T., Lu, Y., Fu, B., Comber, A. J., Harris, P. and Wu, L. 2017. Gauging policy-driven large-scale vegetation restoration programmes under a changing environment: their effectiveness and socioeconomic relationships. Science of the Total Environment. 607-8, pp. 911-919. https://doi.org/10.1016/j.scitotenv.2017.07.044

Assessment of soil water, carbon and nitrogen cycling in reseeded grassland on the North Wyke Farm Platform using a process-based model

A - Papers appearing in refereed journals
Li, Y., Liu, Y., Harris, P., Sint, H., Murray, P. J., Lee, M. R. F. and Wu, L. 2017. Assessment of soil water, carbon and nitrogen cycling in reseeded grassland on the North Wyke Farm Platform using a process-based model. Science of the Total Environment. 603-604 (Supplement C), pp. 27-37. https://doi.org/10.1016/j.scitotenv.2017.06.012

Geographically weighted correspondence matrices for local error reporting and change analyses: mapping the spatial distribution of errors and change

A - Papers appearing in refereed journals
Comber, A., Brunsdon, C., Charlton, M. and Harris, P. 2017. Geographically weighted correspondence matrices for local error reporting and change analyses: mapping the spatial distribution of errors and change. Remote Sensing Letters. 8 (3), pp. 234-243. https://doi.org/10.1080/2150704X.2016.1258126

Phosphate stable oxygen isotope variability within a temperate agricultural soil

A - Papers appearing in refereed journals
Granger, S. J., Harris, P., Peukert, S., Guo, R., Tamburini, F., Blackwell, M. S. A., Howden, N. J. K. and McGrath, S. P. 2017. Phosphate stable oxygen isotope variability within a temperate agricultural soil. Geoderma. 285 (1 January), pp. 64-75. https://doi.org/10.1016/j.geoderma.2016.09.020

Quantifying the effect of ecological restoration on runoff and sediment yields: A meta-analysis for the Loess Plateau of China

A - Papers appearing in refereed journals
Hu, J., Lu, Y., Fu, B., Comber, A. J. and Harris, P. 2017. Quantifying the effect of ecological restoration on runoff and sediment yields: A meta-analysis for the Loess Plateau of China. Progress In Physical Geography. 41 (6), pp. 753-774. https://doi.org/10.1177/0309133317738710

Introducing bootstrap methods to investigate coefficient non-stationarity in spatial regression models

A - Papers appearing in refereed journals
Harris, P., Brunsdon, C., Lu, B., Nakaya, T. and Charlton, M. 2017. Introducing bootstrap methods to investigate coefficient non-stationarity in spatial regression models. Spatial Statistics. 21, pp. 241-261. https://doi.org/10.1016/j.spasta.2017.07.006

The application of a geographically weighted principal components analysis for exploring twenty-three years of goat population change across Mongolia

A - Papers appearing in refereed journals
Tsutsumida, N, Harris, P. and Comber, A. 2017. The application of a geographically weighted principal components analysis for exploring twenty-three years of goat population change across Mongolia. Annals of the American Association of Geographers. 107 (5), pp. 1060-1074. https://doi.org/10.1080/24694452.2017.1309968

Spatial mathematics: Theory and practice through mapping : Book review

A - Papers appearing in refereed journals
Harris, P. 2016. Spatial mathematics: Theory and practice through mapping : Book review. Environment and Planning B-Planning & Design. 43 (5), pp. 963-964. https://doi.org/10.1177/0265813515621423

Geographically weighted regression with parameter-specific distance metrics

A - Papers appearing in refereed journals
Lu, B., Charlton, M., Brunsdon, C. and Harris, P. 2016. Geographically weighted regression with parameter-specific distance metrics. International Journal Of Geographical Information Science. 31 (5), pp. 982-998. https://doi.org/10.1080/13658816.2016.1263731

Improving land cover classification using input variables derived from a geographically weighted principal components analysis

A - Papers appearing in refereed journals
Comber, A. J., Harris, P. and Tsutsumida, N. 2016. Improving land cover classification using input variables derived from a geographically weighted principal components analysis. ISPRS Journal of Photogrammetry and Remote Sensing. 119 (September), pp. 347-360. https://doi.org/10.1016/j.isprsjprs.2016.06.014

Geographically weighted evidence combination approaches for combining discordant and inconsistent volunteered geographical information

A - Papers appearing in refereed journals
Comber, A., Fonte, C., Foody, G., Fritz, S., Harris, P., Olteanu-Raimond, A. M. and See, L. 2016. Geographically weighted evidence combination approaches for combining discordant and inconsistent volunteered geographical information. Geoinformatica. 20 (3), pp. 503-527. https://doi.org/10.1007/s10707-016-0248-z

The North Wyke Farm Platform: effect of temperate grassland farming systems on soil moisture contents, runoff and associated water quality dynamics

A - Papers appearing in refereed journals
Orr, R. J., Murray, P. J., Eyles, C. J., Blackwell, M. S. A., Cardenas, L. M., Collins, A. L., Dungait, J. A. J., Goulding, K. W. T., Griffith, B. A., Gurr, S. J., Harris, P., Hawkins, J. M. B., Misselbrook, T. H., Rawlings, C. J., Shepherd, A., Sint, H. M., Takahashi, T., Tozer, K. N., Whitmore, A. P., Wu, L. and Lee, M. R. F. 2016. The North Wyke Farm Platform: effect of temperate grassland farming systems on soil moisture contents, runoff and associated water quality dynamics. European Journal of Soil Science. 67 (4), pp. 374-385. https://doi.org/10.1111/ejss.12350

The Minkowski approach for choosing the distance metric in geographically weighted regression

A - Papers appearing in refereed journals
Lu, B., Charlton, M., Brunsdon, C. and Harris, P. 2016. The Minkowski approach for choosing the distance metric in geographically weighted regression. International Journal Of Geographical Information Science. 30 (2), pp. 351-368. https://doi.org/10.1080/13658816.2015.1087001

Data mining the North Wyke Farm Platform data sets

C2 - Non-edited contributions to conferences
Harris, P., Griffith, B. A., Sint, H. M., Cardenas, L. M., Dungait, J. A. J., Orr, R. J. and Lee, M. R. F. 2016. Data mining the North Wyke Farm Platform data sets. Abstracts International Conference on Steps to Sustainable Livestock, Bristol, 12-15 January 2016 .

Contextualized geographically weighted principal components analysis for investigating baseline soils data on the North Wyke Farm Platform

C1 - Edited contributions to conferences/learned societies
Harris, P., Howden, N. J. K., Peukert, S., Noacco, V., Ramezani, K., Tuominen, E., Eludoyin, B., Brazier, R., Shepherd, A., Griffith, B. A., Orr, R. J. and Murray, P. J. 2016. Contextualized geographically weighted principal components analysis for investigating baseline soils data on the North Wyke Farm Platform. Raju, N. J. (ed.) Geostatistical and Geospatial Approaches for the Characterization of Natural Resources in the Environment: Proceedings 16th Annual Conference of the International Association for Mathematical Geosciences, New Delhi, 17-20 October 2014 . Springer, Cham. pp. 651-655 https://doi.org/10.1007/978-3-319-18663-4_99

Spatial prediction of coastal bathymetry based on multispectral satellite imagery and multibeam data

A - Papers appearing in refereed journals
Monteys, X., Harris, P., Caloca, S. and Cahalane, C. 2015. Spatial prediction of coastal bathymetry based on multispectral satellite imagery and multibeam data. Remote Sensing. 7 (10), pp. 13782-13806. https://doi.org/10.3390/rs71013782

Calibrating a geographically weighted regression model with parameter-specific distance metrics

A - Papers appearing in refereed journals
Lu, B., Harris, P., Charlton, M. and Brunsdon, C. 2015. Calibrating a geographically weighted regression model with parameter-specific distance metrics. Procedia Environmental Sciences. 26, pp. 109-114. https://doi.org/10.1016/j.proenv.2015.05.011

Using bootstrap methods to investigate coefficient non-stationarity in regression models: an empirical case study

A - Papers appearing in refereed journals
Harris, P., Brunsdon, C., Gollini, I., Nakaya, T. and Charlton, M. 2015. Using bootstrap methods to investigate coefficient non-stationarity in regression models: an empirical case study. Procedia Environmental Sciences. 27, pp. 112-115. https://doi.org/10.1016/j.proenv.2015.07.106

The use of geographically weighted PCA to classify land cover from multispectral image data

C2 - Non-edited contributions to conferences
Harris, P., Tsutsumida, N. and Comber, A. J. 2015. The use of geographically weighted PCA to classify land cover from multispectral image data. Abstracts 36th International Symposium on Remote Sensing of Environment ISRSE36, Berlin, 11-15 May 2015 .

The North Wyke Farm Platform, a UK national capability for research into sustainability of temperate agricultural grassland management: progress and developments

C2 - Non-edited contributions to conferences
Harris, P., Dungait, J. A. J., Griffith, B. A., Shepherd, A., Sint, H. M., Blackwell, M. S. A., Cardenas, L. M., Collins, A. L., Goulding, K. W. T., Lee, M. R. F. and Orr, R. J. 2015. The North Wyke Farm Platform, a UK national capability for research into sustainability of temperate agricultural grassland management: progress and developments. EGU.

Capturing the spatial variability of N2O emissions on grazed grasslands

C2 - Non-edited contributions to conferences
Cardenas, L. M., Dunn, R. M., Shepherd, A., Misselbrook, T. H., Orr, R. J., Griffith, B. A., Velazquez, A., Burak, E., Chen, K., Harris, P., Repullo, M. and Collins, A. L. 2015. Capturing the spatial variability of N2O emissions on grazed grasslands. Abstracts ASA/CSSA/SSSA International Annual Meeting Synergy in Science: Partnering for Solutions, Minneapolis, 15-18 November 2015 .

Enhancements to a geographically weighted principal component analysis in the context of an application to an environmental data set

A - Papers appearing in refereed journals
Harris, P., Clarke, A., Juggins, S., Brunsdon, C. and Charlton, M. 2015. Enhancements to a geographically weighted principal component analysis in the context of an application to an environmental data set. Geographical Analysis . 47 (2), pp. 146-172. https://doi.org/10.1111/gean.12048

GWmodel: an R package for exploring spatial heterogeneity using geographically weighted models

A - Papers appearing in refereed journals
Gollini, I., Lu, B., Charlton, M., Brunsdon, C. and Harris, P. 2015. GWmodel: an R package for exploring spatial heterogeneity using geographically weighted models. Journal of Statistical Software. 63 (17). https://doi.org/10.18637/jss.v063.i17

The North Wyke Farm Platform, a national capability for research into sustainability of temperate agricultural grassland management: data and modelling opportunities

C2 - Non-edited contributions to conferences
Harris, P., Griffith, B. A., Shepherd, A., Peukert, S., Hawkins, J. M. B., Elyes, C., Whitmore, A. P., Blackwell, M. S. A., Brazier, R. E., Cardenas, L. M., Wu, L., Dungait, J. A. J., Collins, A. L., Gurr, S. J., Murray, P. J., Goulding, K. W. T. and Orr, R. J. 2014. The North Wyke Farm Platform, a national capability for research into sustainability of temperate agricultural grassland management: data and modelling opportunities. Abstracts Tereno International Conference: from Observation to Prediction in Terrestrial Systems, Bonn, 29 September-2 October 2014 . pp. P2-07

Spatial soil variation on the North Wyke Farm Platform

C2 - Non-edited contributions to conferences
Shepherd, A., Harris, P., Griffith, B. A., Noacco, V., Ramezani, K., Tuominen, E. and Eludoyin, A. 2014. Spatial soil variation on the North Wyke Farm Platform. Hopkins, A. (ed.) EGF at 50: the Future of European Grasslands. Proceedings 25th General Meeting of the European Grassland Federation, Aberystwyth, 7-11 September 2014 . pp. 239-241

Applications and issues of remote sensing by UAV to pasture agri-research on the North Wyke Farm Platform

C2 - Non-edited contributions to conferences
Shepherd, A., Harris, P., Orr, R. J., Griffith, B. A. and Jarman, M. 2014. Applications and issues of remote sensing by UAV to pasture agri-research on the North Wyke Farm Platform. Abstracts Annual Conference of the Remote Sensing and Photogrammetry Society (RSPSoc 2014), Aberystwyth, 2-5 September 2014 .

Geographically weighted principal components analysis for understanding spatial structure in data for sustainable grassland agriculture

C2 - Non-edited contributions to conferences
Harris, P., Shepherd, A., Orr, R. J., Griffith, B. A. and Murray, P. J. 2014. Geographically weighted principal components analysis for understanding spatial structure in data for sustainable grassland agriculture. Abstracts 16th Annual Conference of the International Association for Mathematical Geosciences (IAMG), New Delhi, 17-20 October 2014 .

Applications of high resolution remote sensing with spatial modelling for sustainable grassland agriculture

C2 - Non-edited contributions to conferences
Shepherd, A., Harris, P., Orr, R. J., Griffith, B. A. and Murray, P. J. 2014. Applications of high resolution remote sensing with spatial modelling for sustainable grassland agriculture. Abstracts 16th Annual Conference of the International Association for Mathematical Geosciences (IAMG), New Delhi, 17-20 October 2014 .

The GWmodel R package: further topics for exploring spatial heterogeneity using geographically weighted models

A - Papers appearing in refereed journals
Lu, B., Harris, P., Charlton, M. and Brunsdon, C. 2014. The GWmodel R package: further topics for exploring spatial heterogeneity using geographically weighted models. Geo-spatial Information Science. 17, pp. 85-101. https://doi.org/10.1080/10095020.2014.917453

Geographically weighted methods and their use in network re-designs for environmental monitoring

A - Papers appearing in refereed journals
Harris, P., Clarke, A., Juggins, S., Brunsdon, C. and Charlton, M. 2014. Geographically weighted methods and their use in network re-designs for environmental monitoring. Stochastic Environmental Research and Risk Assessment. 28 (7), pp. 1869-1887. https://doi.org/10.1007/s00477-014-0851-1

Permalink - https://repository.rothamsted.ac.uk/item/99046/gwmodels-a-standalone-software-to-train-geographically-weighted-models

Log in to edit

51 total views
74 total downloads
7 views this month
6 downloads this month
Download files as zip