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
| Authors | 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. |
|---|---|
| Abstract | Spatial heterogeneity or non-stationarity has become a popular and necessary concern in exploring relationships between variables. In this regard, geographically weighted (GW) models provide a powerful collection of techniques in its quantitative description. We developed a user-friendly, high performance and systematic software, named GWmodelS, to promote better and broader usages of such models. Apart from a variety of GW models, including GW descriptive statistics, GW regression models, and GW principal components analysis, data management and mapping tools have also been incorporated with well-designed interfaces. |
| Keywords | Spatial heterogeneity; Spatio-temporal models; Visualization; High-performance; Local techniques |
| Year of Publication | 2023 |
| Journal | SoftwareX |
| Journal citation | 21, p. 101291 |
| Digital Object Identifier (DOI) | https://doi.org/10.1016/j.softx.2022.101291 |
| Open access | Published as ‘gold’ (paid) open access |
| Funder | National Natural Science Foundation of China |
| Publisher's version | |
| Output status | Published |
| Publication dates | |
| Online | 16 Dec 2022 |
| Publication process dates | |
| Accepted | 07 Dec 2022 |
| Publisher | Elsevier |
| ISSN | 2352-7110 |
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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
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