Title
An open and extensible framework for spatially explicit land use change modelling: The lulcc R package
Date Issued
09 October 2015
Access level
open access
Resource Type
journal article
Author(s)
Imperial College London, London
Publisher(s)
Copernicus GmbH
Abstract
We present the lulcc software package, an object-oriented framework for land use change modelling written in the R programming language. The contribution of the work is to resolve the following limitations associated with the current land use change modelling paradigm: (1) the source code for model implementations is frequently unavailable, severely compromising the reproducibility of scientific results and making it impossible for members of the community to improve or adapt models for their own purposes; (2) ensemble experiments to capture model structural uncertainty are difficult because of fundamental differences between implementations of alternative models; and (3) additional software is required because existing applications frequently perform only the spatial allocation of change. The package includes a stochastic ordered allocation procedure as well as an implementation of the CLUE-S algorithm. We demonstrate its functionality by simulating land use change at the Plum Island Ecosystems site, using a data set included with the package. It is envisaged that lulcc will enable future model development and comparison within an open environment.
Start page
3215
End page
3229
Volume
8
Issue
10
Language
English
OCDE Knowledge area
Geografía física
Scopus EID
2-s2.0-84944069299
Source
Geoscientific Model Development
ISSN of the container
1991959X
Sponsor(s)
Directorate for Geosciences - 1238212 - GEO
Natural Environment Research Council - NE/I022558/1 - NERC
Sources of information:
Directorio de Producción Científica
Scopus