Articles | Volume 8, issue 10
https://doi.org/10.5194/gmd-8-3215-2015
© Author(s) 2015. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
https://doi.org/10.5194/gmd-8-3215-2015
© Author(s) 2015. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
Model description paper
| 
09 Oct 2015
Model description paper |
| 09 Oct 2015
An open and extensible framework for spatially explicit land use change modelling: the lulcc R package
S. Moulds
CORRESPONDING AUTHOR
Department of Civil and Environmental Engineering, Imperial College London, London, UK
Grantham Institute for Climate Change, Imperial College London, London, UK
W. Buytaert
Department of Civil and Environmental Engineering, Imperial College London, London, UK
Grantham Institute for Climate Change, Imperial College London, London, UK
Department of Civil and Environmental Engineering, Imperial College London, London, UK
Viewed
Total article views: 9,835 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 29 Apr 2015)
| HTML | XML | Total | Supplement | BibTeX | EndNote | |
|---|---|---|---|---|---|---|
| 4,552 | 5,027 | 256 | 9,835 | 485 | 156 | 181 |
- HTML: 4,552
- PDF: 5,027
- XML: 256
- Total: 9,835
- Supplement: 485
- BibTeX: 156
- EndNote: 181
Total article views: 8,540 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 09 Oct 2015)
| HTML | XML | Total | Supplement | BibTeX | EndNote | |
|---|---|---|---|---|---|---|
| 4,079 | 4,221 | 240 | 8,540 | 383 | 143 | 166 |
- HTML: 4,079
- PDF: 4,221
- XML: 240
- Total: 8,540
- Supplement: 383
- BibTeX: 143
- EndNote: 166
Total article views: 1,295 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 29 Apr 2015)
| HTML | XML | Total | Supplement | BibTeX | EndNote | |
|---|---|---|---|---|---|---|
| 473 | 806 | 16 | 1,295 | 102 | 13 | 15 |
- HTML: 473
- PDF: 806
- XML: 16
- Total: 1,295
- Supplement: 102
- BibTeX: 13
- EndNote: 15
Cited
47 citations as recorded by crossref.
- Validating models of one-way land change: an example case of forest insect disturbance S. Harati et al. 10.1007/s10980-021-01272-0
- Predicting Sugar Balance as the Impact of Land-Use/Land-Cover Change Dynamics in a Sugarcane Producing Regency in East Java, Indonesia S. Artikanur et al. 10.3389/fenvs.2022.787207
- Is irrigation water an overlooked source of nitrogen in agriculture? J. Serra et al. 10.1016/j.agwat.2023.108147
- Gaining prediction accuracy in land use modeling by integrating modeled hydrologic variables P. Wagner & N. Fohrer 10.1016/j.envsoft.2019.02.011
- Intensity Analysis and the Figure of Merit’s components for assessment of a Cellular Automata – Markov simulation model O. Varga et al. 10.1016/j.ecolind.2019.01.057
- Improving the predictive performance of CLUE-S by extending demand to land transitions: The trans-CLUE-S model D. Kiziridis et al. 10.1016/j.ecolmodel.2023.110307
- Predicting Land Use/Land Cover Changes Using a CA-Markov Model under Two Different Scenarios R. Hamad et al. 10.3390/su10103421
- Land use and land cover scenarios: An interdisciplinary approach integrating local conditions and the global shared socioeconomic pathways L. Gomes et al. 10.1016/j.landusepol.2020.104723
- Mapping the dynamics of urban land creation from hilltop removing and gully filling Projects in the river-valley city of Lanzhou, China Q. Niu et al. 10.1007/s12524-022-01565-0
- Effect of the Grain‐for‐Green Program on forest fragmentation M. Zhang et al. 10.1002/ldr.4678
- High-resolution land use/cover forecasts for Switzerland in the 21st century L. Bütikofer et al. 10.1038/s41597-024-03055-z
- Future land use conflicts: Comparing spatial scenarios for urban-regional planning C. Henríquez et al. 10.1177/23998083221111404
- Land Management Drifted: Land Use Scenario Modeling of Trancura River Basin, Araucanía, Chile A. Díaz-Jara et al. 10.3390/land13020157
- Investigation of Future Land Use Change and Implications for Cropland Quality: The Case of China M. Wang et al. 10.3390/su11123327
- Deriving spatially explicit water uses from land use change modelling results in four river basins across Europe V. Huber García et al. 10.1016/j.scitotenv.2018.02.051
- Simulating Future Land Use and Cover of a Mediterranean Mountainous Area: The Effect of Socioeconomic Demands and Climatic Changes D. Kiziridis et al. 10.3390/land12010253
- A fractional land use change model for ecological applications S. Kapitza et al. 10.1016/j.envsoft.2021.105258
- Assessment of the Morphological Pattern of the Lebanon Cedar under Changing Climate: The Mediterranean Case A. Özcan et al. 10.3390/land11060802
- Assessing biophysical and socio-economic impacts of climate change on regional avian biodiversity S. Kapitza et al. 10.1038/s41598-021-82474-z
- Evaluating the potential impacts of land use changes on ecosystem service value under multiple scenarios in support of SDG reporting: A case study of the Wuhan urban agglomeration K. Peng et al. 10.1016/j.jclepro.2021.127321
- A user-friendly assessment of six commonly used urban growth models Y. Zhang et al. 10.1016/j.compenvurbsys.2023.102004
- Evaluation of future wetland changes under optimal scenarios and land degradation neutrality analysis in the Guangdong-Hong Kong-Macao Greater Bay Area K. Peng et al. 10.1016/j.scitotenv.2023.163111
- Spatial structure optimization of mountainous abandoned mine land reuse based on system dynamics model and CLUE-S model L. Cheng et al. 10.1007/s40789-019-0241-x
- Spatially explicit simulation of land use/land cover changes: Current coverage and future prospects Y. Ren et al. 10.1016/j.earscirev.2019.01.001
- A spatio-temporal land use and land cover reconstruction for India from 1960–2010 S. Moulds et al. 10.1038/sdata.2018.159
- Urban Growth Patterns and Forest Carbon Dynamics in the Metropolitan Twin Cities of Islamabad and Rawalpindi, Pakistan A. Mannan et al. 10.3390/su132212842
- Hybrid forecasting: blending climate predictions with AI models L. Slater et al. 10.5194/hess-27-1865-2023
- Integration of qualitative and quantitative methods for land‐use‐change modeling in a deforestation frontier K. Siegel et al. 10.1111/cobi.13924
- Effects of Category Aggregation on Land Change Simulation Based on Corine Land Cover Data O. Varga et al. 10.3390/rs12081314
- Comparing spatial patterns J. Long & C. Robertson 10.1111/gec3.12356
- Genetic viability and habitat suitability of the critically endangered southern muriqui (Brachyteles arachnoides) in the Atlantic Forest's fragmented landscapes under land use and climate change scenarios J. Pompeu & R. de Oliveira Portella 10.1016/j.ecochg.2023.100065
- Spatio-Temporal Simulation of Mangrove Forests under Different Scenarios: A Case Study of Mangrove Protected Areas, Hainan Island, China B. Zhu et al. 10.3390/rs13204059
- Simulating wetland changes under different scenarios based on integrating the random forest and CLUE-S models: A case study of Wuhan Urban Agglomeration K. Peng et al. 10.1016/j.ecolind.2020.106671
- The resilience of soil erosion rates under historical land use change in agroecosystems of Southern Spain F. Milazzo et al. 10.1016/j.scitotenv.2022.153672
- An ensemble of spatially explicit land-cover model projections: prospects and challenges to retrospectively evaluate deforestation policy A. Bradley et al. 10.1007/s40808-017-0376-y
- Integrating a Forward Feature Selection algorithm, Random Forest, and Cellular Automata to extrapolate urban growth in the Tehran-Karaj Region of Iran H. Shafizadeh-Moghadam et al. 10.1016/j.compenvurbsys.2021.101595
- The REMAINS R-package: Paving the way for fire-landscape modeling and management S. Pais et al. 10.1016/j.envsoft.2023.105801
- Urban Growth Monitoring and Prediction Using Remote Sensing Urban Monitoring Indices Approach and Integrating CA-Markov Model: A Case Study of Lagos City, Nigeria K. Gilbert & Y. Shi 10.3390/su16010030
- A European-Chinese Exploration: Part 2—Urban Ecosystem Service Patterns, Processes, and Contributions to Environmental Equity under Different Scenarios W. Wu et al. 10.3390/rs14143488
- Prediction of the joint impacts of sea level rise and land development on distribution patterns of mangrove communities S. Liang et al. 10.1016/j.fecs.2023.100100
- Integrated modeling of global change impacts on land and water resources P. Wagner et al. 10.1016/j.scitotenv.2023.164673
- Re-considering the status quo: Improving calibration of land use change models through validation of transition potential predictions B. Black et al. 10.1016/j.envsoft.2022.105574
- Yeşil Alanların Ekolojik Bağlantılığının Mekânsal Zamansal Değerlendirilmesi: Manisa Örneği D. GÜLÇİN 10.35229/jaes.794559
- Land-cover/land-use change dynamics modeling based on land change modeler M. Qacami et al. 10.1007/s00168-022-01169-z
- Multi-decade land cover/land use dynamics and future predictions for Zambia: 2000–2030 C. Chisanga et al. 10.1007/s44274-024-00066-w
- Exploring an Ecologically Sustainable Scheme for Landscape Restoration of Abandoned Mine Land: Scenario-Based Simulation Integrated Linear Programming and CLUE-S Model L. Zhang et al. 10.3390/ijerph13040354
- Sensitivity of a stochastic land-cover change model to pixel versus polygonal land units H. Xu & D. Brown 10.1080/13658816.2016.1231316
42 citations as recorded by crossref.
- Validating models of one-way land change: an example case of forest insect disturbance S. Harati et al. 10.1007/s10980-021-01272-0
- Predicting Sugar Balance as the Impact of Land-Use/Land-Cover Change Dynamics in a Sugarcane Producing Regency in East Java, Indonesia S. Artikanur et al. 10.3389/fenvs.2022.787207
- Is irrigation water an overlooked source of nitrogen in agriculture? J. Serra et al. 10.1016/j.agwat.2023.108147
- Gaining prediction accuracy in land use modeling by integrating modeled hydrologic variables P. Wagner & N. Fohrer 10.1016/j.envsoft.2019.02.011
- Intensity Analysis and the Figure of Merit’s components for assessment of a Cellular Automata – Markov simulation model O. Varga et al. 10.1016/j.ecolind.2019.01.057
- Improving the predictive performance of CLUE-S by extending demand to land transitions: The trans-CLUE-S model D. Kiziridis et al. 10.1016/j.ecolmodel.2023.110307
- Predicting Land Use/Land Cover Changes Using a CA-Markov Model under Two Different Scenarios R. Hamad et al. 10.3390/su10103421
- Land use and land cover scenarios: An interdisciplinary approach integrating local conditions and the global shared socioeconomic pathways L. Gomes et al. 10.1016/j.landusepol.2020.104723
- Mapping the dynamics of urban land creation from hilltop removing and gully filling Projects in the river-valley city of Lanzhou, China Q. Niu et al. 10.1007/s12524-022-01565-0
- Effect of the Grain‐for‐Green Program on forest fragmentation M. Zhang et al. 10.1002/ldr.4678
- High-resolution land use/cover forecasts for Switzerland in the 21st century L. Bütikofer et al. 10.1038/s41597-024-03055-z
- Future land use conflicts: Comparing spatial scenarios for urban-regional planning C. Henríquez et al. 10.1177/23998083221111404
- Land Management Drifted: Land Use Scenario Modeling of Trancura River Basin, Araucanía, Chile A. Díaz-Jara et al. 10.3390/land13020157
- Investigation of Future Land Use Change and Implications for Cropland Quality: The Case of China M. Wang et al. 10.3390/su11123327
- Deriving spatially explicit water uses from land use change modelling results in four river basins across Europe V. Huber García et al. 10.1016/j.scitotenv.2018.02.051
- Simulating Future Land Use and Cover of a Mediterranean Mountainous Area: The Effect of Socioeconomic Demands and Climatic Changes D. Kiziridis et al. 10.3390/land12010253
- A fractional land use change model for ecological applications S. Kapitza et al. 10.1016/j.envsoft.2021.105258
- Assessment of the Morphological Pattern of the Lebanon Cedar under Changing Climate: The Mediterranean Case A. Özcan et al. 10.3390/land11060802
- Assessing biophysical and socio-economic impacts of climate change on regional avian biodiversity S. Kapitza et al. 10.1038/s41598-021-82474-z
- Evaluating the potential impacts of land use changes on ecosystem service value under multiple scenarios in support of SDG reporting: A case study of the Wuhan urban agglomeration K. Peng et al. 10.1016/j.jclepro.2021.127321
- A user-friendly assessment of six commonly used urban growth models Y. Zhang et al. 10.1016/j.compenvurbsys.2023.102004
- Evaluation of future wetland changes under optimal scenarios and land degradation neutrality analysis in the Guangdong-Hong Kong-Macao Greater Bay Area K. Peng et al. 10.1016/j.scitotenv.2023.163111
- Spatial structure optimization of mountainous abandoned mine land reuse based on system dynamics model and CLUE-S model L. Cheng et al. 10.1007/s40789-019-0241-x
- Spatially explicit simulation of land use/land cover changes: Current coverage and future prospects Y. Ren et al. 10.1016/j.earscirev.2019.01.001
- A spatio-temporal land use and land cover reconstruction for India from 1960–2010 S. Moulds et al. 10.1038/sdata.2018.159
- Urban Growth Patterns and Forest Carbon Dynamics in the Metropolitan Twin Cities of Islamabad and Rawalpindi, Pakistan A. Mannan et al. 10.3390/su132212842
- Hybrid forecasting: blending climate predictions with AI models L. Slater et al. 10.5194/hess-27-1865-2023
- Integration of qualitative and quantitative methods for land‐use‐change modeling in a deforestation frontier K. Siegel et al. 10.1111/cobi.13924
- Effects of Category Aggregation on Land Change Simulation Based on Corine Land Cover Data O. Varga et al. 10.3390/rs12081314
- Comparing spatial patterns J. Long & C. Robertson 10.1111/gec3.12356
- Genetic viability and habitat suitability of the critically endangered southern muriqui (Brachyteles arachnoides) in the Atlantic Forest's fragmented landscapes under land use and climate change scenarios J. Pompeu & R. de Oliveira Portella 10.1016/j.ecochg.2023.100065
- Spatio-Temporal Simulation of Mangrove Forests under Different Scenarios: A Case Study of Mangrove Protected Areas, Hainan Island, China B. Zhu et al. 10.3390/rs13204059
- Simulating wetland changes under different scenarios based on integrating the random forest and CLUE-S models: A case study of Wuhan Urban Agglomeration K. Peng et al. 10.1016/j.ecolind.2020.106671
- The resilience of soil erosion rates under historical land use change in agroecosystems of Southern Spain F. Milazzo et al. 10.1016/j.scitotenv.2022.153672
- An ensemble of spatially explicit land-cover model projections: prospects and challenges to retrospectively evaluate deforestation policy A. Bradley et al. 10.1007/s40808-017-0376-y
- Integrating a Forward Feature Selection algorithm, Random Forest, and Cellular Automata to extrapolate urban growth in the Tehran-Karaj Region of Iran H. Shafizadeh-Moghadam et al. 10.1016/j.compenvurbsys.2021.101595
- The REMAINS R-package: Paving the way for fire-landscape modeling and management S. Pais et al. 10.1016/j.envsoft.2023.105801
- Urban Growth Monitoring and Prediction Using Remote Sensing Urban Monitoring Indices Approach and Integrating CA-Markov Model: A Case Study of Lagos City, Nigeria K. Gilbert & Y. Shi 10.3390/su16010030
- A European-Chinese Exploration: Part 2—Urban Ecosystem Service Patterns, Processes, and Contributions to Environmental Equity under Different Scenarios W. Wu et al. 10.3390/rs14143488
- Prediction of the joint impacts of sea level rise and land development on distribution patterns of mangrove communities S. Liang et al. 10.1016/j.fecs.2023.100100
- Integrated modeling of global change impacts on land and water resources P. Wagner et al. 10.1016/j.scitotenv.2023.164673
- Re-considering the status quo: Improving calibration of land use change models through validation of transition potential predictions B. Black et al. 10.1016/j.envsoft.2022.105574
5 citations as recorded by crossref.
- Yeşil Alanların Ekolojik Bağlantılığının Mekânsal Zamansal Değerlendirilmesi: Manisa Örneği D. GÜLÇİN 10.35229/jaes.794559
- Land-cover/land-use change dynamics modeling based on land change modeler M. Qacami et al. 10.1007/s00168-022-01169-z
- Multi-decade land cover/land use dynamics and future predictions for Zambia: 2000–2030 C. Chisanga et al. 10.1007/s44274-024-00066-w
- Exploring an Ecologically Sustainable Scheme for Landscape Restoration of Abandoned Mine Land: Scenario-Based Simulation Integrated Linear Programming and CLUE-S Model L. Zhang et al. 10.3390/ijerph13040354
- Sensitivity of a stochastic land-cover change model to pixel versus polygonal land units H. Xu & D. Brown 10.1080/13658816.2016.1231316
Saved (final revised paper)
Saved (final revised paper)
Saved (preprint)
Discussed (final revised paper)
Latest update: 26 Apr 2024
Short summary
The contribution of lulcc is to provide a free and open-source framework for land use change modelling. The software, which is provided as an R package, addresses problems associated with the current paradigm of closed-source, specialised land use change modelling software which disrupt the scientific process. It is an attempt to move the discipline towards open and transparent science and to ensure land use change models are accessible to scientists working across the geosciences.
The contribution of lulcc is to provide a free and open-source framework for land use change...
