@article {27687,
	title = {Agricultural erosion modelling: Evaluating USLE and WEPP field-scale erosion estimates using UAV time-series data},
	journal = {Environmental Modelling and Software},
	volume = {137},
	year = {2021},
	pages = {104962},
	abstract = {Soil erosion models, typically applied at basin and watershed scales, are rarely evaluated at agricultural field scales due to the lack of spatially-distributed time series data. A novel unmanned aerial vehicle (UAV) methodology was used to quantify farm-field soil erosion from nine UAV surveys and structure-from-motion (SfM). Using a semi-distributed approach, we evaluated soil erosion estimates from the Universal Soil Loss Equation (USLE) and Water Erosion Prediction Project (WEPP). The annual erosion rate, measured with the UAV methodology, was 18.83\&nbsp;t\&nbsp;ha<sup>-1</sup>\&nbsp;yr<sup>-1</sup>, with USLE and WEPP predictions of 26.23\&nbsp;t\&nbsp;ha<sup>-1</sup>\&nbsp;yr<sup>-1</sup>\&nbsp;and 16.41\&nbsp;t\&nbsp;ha<sup>-1</sup>\&nbsp;yr<sup>-1</sup>, respectively. Modelled annual and sub-annual erosion rates with WEPP were within the upper-limit of predictive accuracy, while the USLE tended to systematically overestimate soil erosion rates. These outcomes have implications on the efficacy of conservation efforts, which is highlighted through a discussion and comparison of different best-management practice applications.},
	url = {https://www.sciencedirect.com/science/article/pii/S1364815221000050},
	author = {Benjamin U. Meinen and Derek T. Robinson}
}
@article {27690,
	title = {Replication of an agent-based model using the Replication Standard},
	journal = {Environmental Modelling and Software},
	volume = {139},
	year = {2021},
	pages = {105016},
	abstract = {Despite the critical role that replication plays in the advancement of science, its presence in modelling literature is rare. To encourage others to conduct replication and report success and challenges that facilitate or hinder replication, we present the replication of an agent-based model (ABM) of residential sprawl using the Replication Standard. Replication results achieved relational equivalence. Through the replication process, issues with the original research were identified and corrected in an Improved model, which qualitatively supported original results. A specific challenge affecting alignment of original and Replicate models included capturing model output variability and publishing all original output data for statistical analysis. Through the replication of agent-based models, additional confidence in model behaviour can be garnered and replicated\&nbsp;<a href="https://www.sciencedirect.com/topics/earth-and-planetary-sciences/apogee-boost-motors" title="Learn more about ABMs from ScienceDirect{\textquoteright}s AI-generated Topic Pages">ABMs</a>\&nbsp;can become accredited for reuse by others. Future research in the development and refinement of replication methodology and assessments should be cultivated along with a culture of value for replication efforts.},
	url = {https://www.sciencedirect.com/science/article/pii/S1364815221000591},
	author = {Jiaxin Zhang and Derek T. Robinson}
}
@article {18723,
	title = {Earth System Dynamics},
	journal = {Modelling feedbacks between human and natural processes in the land system},
	year = {2018},
	url = {https://doi.org/10.5194/esd-9-895-2018},
	author = {Derek T. Robinson and Alan Di Vittorio and Peter Alexander and Almut Arneth and C. Michael Barton and Daniel G. Brown and Albert Kettner and Carsten Lemmen and Brian C. O\&amp;apos;Neill and Marco Janssen and Thomas A. M. Pugh and Sam S. Rabin and Mark Rounsevell and James P. Syvitski and Isaac Ullah and Peter H. Verburg}
}
@article {18724,
	title = {International Journal of Geographical Information Science},
	journal = {Comparison of methods for quantifying consumer spending on retail using publicly available data},
	year = {2018},
	url = {https://doi.org/10.1080/13658816.2018.1423684},
	author = {Derek T. Robinson and Andrei M. Balulescu}
}
@article {18722,
	title = {Land},
	journal = {Comparison of Statistical Approaches for Modelling Land-Use Change},
	year = {2018},
	url = {http://www.mdpi.com/2073-445X/7/4/144},
	author = {Bo Sun and Derek Robinson}
}
@article {18725,
	title = {Earth System Dynamics Discussions},
	journal = {Modelling feedbacks between human and natural processes in the land system},
	year = {2017},
	url = {https://doi.org/10.5194/esd-2017-68},
	author = {Derek T. Robinson and Alan Di Vittorio and Peter Alexander and Almut Arneth and C. Michael Barton and Daniel G. Brown and Albert Kettner and Carsten Lemmen and Brian C. O\&amp;apos;Neill and Marco Janssen and Thomas A. M. Pugh and Sam S. Rabin and Mark Rounsevell and James P. Syvitski and Isaac Ullah and Peter H. Verburg}
}
@article {18726,
	title = {International Journal of Remote Sensing},
	journal = {Benchmarking stereo-derived DSMs to lidar by land cover and slope for resource development in northern Ontario, Canada},
	year = {2016},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84960193458\&partnerID=MN8TOARS},
	author = {Evans, I.S. and Miki, J. and Ho, J. and Robinson, D.T.}
}
@article {18728,
	title = {Agricultural Systems},
	journal = {Modelling farmer decision-making to anticipate tradeoffs between provisioning ecosystem services and biodiversity},
	year = {2015},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84927156132\&partnerID=MN8TOARS},
	author = {Guillem, E.E. and Murray-Rust, D. and Robinson, D.T. and Barnes, A. and Rounsevell, M.D.A.}
}
@article {18729,
	title = {Environmental Modelling and Software},
	journal = {Modular ABM development for improved dissemination and training},
	year = {2015},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84940043957\&partnerID=MN8TOARS},
	author = {Bell, A.R. and Robinson, D.T. and Malik, A. and Dewal, S.}
}
@article {18727,
	title = {Nature Climate Change},
	journal = {Megaproject reclamation and climate change},
	year = {2015},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84945249932\&partnerID=MN8TOARS},
	author = {Rooney, R.C. and Robinson, D.T. and Petrone, R.}
}
@article {18732,
	title = {Annals of the Association of American Geographers},
	journal = {Market Impacts on Land-Use Change: An Agent-Based Experiment},
	year = {2014},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84899733890\&partnerID=MN8TOARS},
	author = {Sun, S. and Parker, D.C. and Huang, Q. and Filatova, T. and Robinson, D.T. and Riolo, R.L. and Hutchins, M. and Brown, D.G.}
}
@article {18731,
	title = {Environmental Modelling and Software},
	journal = {Combining agent functional types, capitals and services to model land use dynamics},
	year = {2014},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84902580798\&partnerID=MN8TOARS},
	author = {Murray-Rust, D. and Brown, C. and van Vliet, J. and Alam, S.J. and Robinson, D.T. and Verburg, P.H. and Rounsevell, M.}
}
@article {18730,
	title = {Environmental Modelling and Software},
	journal = {An open framework for agent based modelling of agricultural land use change},
	year = {2014},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84904753472\&partnerID=MN8TOARS},
	author = {Murray-Rust, D. and Robinson, D.T. and Guillem, E. and Karali, E. and Rounsevell, M.}
}
@article {18733,
	title = {Landscape Ecology},
	journal = {Quantifying spatial-temporal change in land-cover and carbon storage among exurban residential parcels},
	year = {2014},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84894313265\&partnerID=MN8TOARS},
	author = {Huang, Q. and Robinson, D.T. and Parker, D.C.}
}
@article {18735,
	title = {Environmental Modelling and Software},
	journal = {Effects of land markets and land management on ecosystem function: A framework for modelling exurban land-change},
	year = {2013},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84878252872\&partnerID=MN8TOARS},
	author = {Robinson, D.T. and Sun, S. and Hutchins, M. and Riolo, R.L. and Brown, D.G. and Parker, D.C. and Filatova, T. and Currie, W.S. and Kiger, S.}
}
@article {18734,
	title = {Environmental Modelling and Software},
	journal = {Agent-based modelling of land use dynamics and residential quality of life for future scenarios},
	year = {2013},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84892491222\&partnerID=MN8TOARS},
	author = {Murray-Rust, D. and Rieser, V. and Robinson, D.T. and Mili{\v c}i{\v c}, V. and Rounsevell, M.}
}
@article {18736,
	title = {Environmental Science and Policy},
	journal = {Interactions between organizations and networks in common-pool resource governance},
	year = {2013},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84868503934\&partnerID=MN8TOARS},
	author = {Agrawal, A. and Brown, D.G. and Rao, G. and Riolo, R. and Robinson, D.T. and Bommarito, M.}
}
@article {18737,
	title = {Journal of Land Use Science},
	journal = {Representing ecological processes in agent-based models of land use and cover change},
	year = {2013},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84877890843\&partnerID=MN8TOARS},
	author = {Luus, K.A. and Robinson, D.T. and Deadman, P.J.}
}
@book {18738,
	title = {Agent-Based Models of Geographical Systems},
	series = {Do land markets matter? A modeling ontology and experimental design to test the effects of land markets for an agent-based model of ex-urban residential land-use change},
	year = {2012},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84955754485\&partnerID=MN8TOARS},
	author = {Parker, D.C. and Brown, D.G. and Filatova, T. and Riolo, R. and Robinson, D.T. and Sun, S.}
}
@book {18741,
	title = {Computers, Environment and Urban Systems},
	series = {Modelling the impacts of land system dynamics on human well-being: Using an agent-based approach to cope with data limitations in Koper, Slovenia},
	year = {2012},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84858080220\&partnerID=MN8TOARS},
	author = {Robinson, D.T. and Murray-Rust, D. and Rieser, V. and Mili{\v c}i{\v c}, V. and Rounsevell, M.}
}
@book {18740,
	title = {Land-cover fragmentation and configuration of ownership parcels in an exurban landscape},
	series = {Land-cover fragmentation and configuration of ownership parcels in an exurban landscape},
	year = {2012}
}
@book {18739,
	title = {Philosophical Transactions of the Royal Society B: Biological Sciences},
	series = {From actors to agents in socio-ecological systems models},
	year = {2012},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-82755162204\&partnerID=MN8TOARS},
	author = {Rounsevell, M.D.A. and Robinson, D.T. and Murray-Rust, D.}
}
@article {18742,
	title = {Modelling for Environment{\textquoteright}s Sake: Proceedings of the 5th Biennial Conference of the International Environmental Modelling and Software Society, iEMSs 2010},
	journal = {Integrating land markets, land management, and ecosystem function in a model of land change},
	year = {2010},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84863402697\&partnerID=MN8TOARS},
	author = {Robinson, D.T. and Filatova, T. and Sun, S. and Riolo, R.L. and Brown, D.G. and Parker, D.C. and Hutchins, M. and Currie, W.S. and Nassauer, J.I.}
}
@book {18747,
	title = {Ecological Modelling},
	series = {Modelling carbon storage in highly fragmented and human-dominated landscapes: Linking land-cover patterns and ecosystem models},
	year = {2009},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-63549134763\&partnerID=MN8TOARS},
	author = {Robinson, D.T. and Brown, D.G. and Currie, W.S.}
}
@book {18749,
	title = {The emergence of zoning policy games in exurban jurisdictions: Informing collective action theory},
	series = {The emergence of zoning policy games in exurban jurisdictions: Informing collective action theory},
	year = {2009}
}
@article {18743,
	title = {Evaluating the effects of land-use development policies on ex-urban forest cover: An integrated agent-based GIS approach},
	journal = {Evaluating the effects of land-use development policies on ex-urban forest cover: An integrated agent-based GIS approach},
	year = {2009}
}
@book {18744,
	title = {Land use and the Carbon Cycle: Advances in Integrated Science, Management, and Policy},
	series = {Land use and the carbon cycle: Advances in integrated science, management, and policy},
	year = {2009},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84924090193\&partnerID=MN8TOARS},
	author = {Brown, D.G. and Robinson, D.T. and French, N.H.F. and Reed, B.C.}
}
@book {18748,
	title = {Land use and the Carbon Cycle: Advances in Integrated Science, Management, and Policy},
	series = {Perspectives on land-change science and carbon management},
	year = {2009},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84924097191\&partnerID=MN8TOARS},
	author = {Brown, D.G. and Robinson, D.T. and French, N.H.F.}
}
@book {18745,
	title = {Land use and the Carbon Cycle: Advances in Integrated Science, Management, and Policy},
	series = {Limitations, challenges, and solutions to integrating carbon dynamics with land-use models},
	year = {2009},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84924099018\&partnerID=MN8TOARS},
	author = {Evans, T.P. and Robinson, D.T. and Schmitt-Harsh, M.}
}
@book {18746,
	title = {Land use and the Carbon Cycle: Advances in Integrated Science, Management, and Policy},
	series = {Linking land use and the carbon cycle},
	year = {2009},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-84924090585\&partnerID=MN8TOARS},
	author = {Robinson, D.T. and Brown, D.G. and French, N.H.F. and Reed, B.C.}
}
@book {18750,
	title = {Exurbia from the bottom-up: Confronting empirical challenges to characterizing a complex system},
	series = {Exurbia from the bottom-up: Confronting empirical challenges to characterizing a complex system},
	year = {2008}
}
@book {18751,
	title = {Journal of Land Use Science},
	series = {Land use change: Complexity and comparisons},
	year = {2008},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-48249099332\&partnerID=MN8TOARS},
	author = {Rindfuss, R. and Entwisle, B. and Walsh, S. and Li, A. and Badenoch, N. and Brown, D. and Deadman, P. and Evans, T. and Fox, J. and Geoghegan, J. and Gutmann, M. and Kelly, M. and Linderman, M. and Liu, J. and Malanson, G. and Mena, C. and Messina, J. and Moran, E. and Parker, D. and Parton, W. and Prasartkul, P. and Robinson, D. and Sawangdee, Y. and Vanwey, L. and Verburg, P.}
}
@article {18752,
	title = {Journal of Land Use Science},
	journal = {Comparison of empirical methods for building agent-based models in land use science},
	year = {2007},
	author = {Robinson, Derek T. and Brown, Daniel G. and Parker, Dawn C. and Schreinemachers, Pepijn and Janssen, Marco A. and Huigen, Marco and Wittmer, Heidi and Gotts, Nick and Promburom, Panomsak and Irwin, Elena and Berger, Thomas and Gatzweiler, Franz and Barnaud, C{\'e}cile}
}
@article {18753,
	title = {Ecology and Society},
	journal = {Effects of heterogeneity in residential preferences on an agent-based model of urban sprawl},
	year = {2006},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-33745921759\&partnerID=MN8TOARS},
	author = {Brown, D.G. and Robinson, D.T.}
}
@article {18754,
	title = {Journal of Geographical Systems},
	journal = {Spatial process and data models: Toward integration of agent-based models and GIS},
	year = {2005},
	url = {http://www.scopus.com/inward/record.url?eid=2-s2.0-16344372312\&partnerID=MN8TOARS},
	author = {Brown, D.G. and Riolo, R. and Robinson, D.T. and North, M. and Rand, W.}
}
@article {18755,
	title = {Colonist household decisionmaking and land-use change in the Amazon Rainforest: an agent-based simulation},
	journal = {Colonist household decisionmaking and land-use change in the Amazon Rainforest: an agent-based simulation},
	year = {2004}
}
