An open and extensible framework for spatially explicit land use change modelling: the lulcc R package
File(s)gmd-8-3215-2015.pdf (1.82 MB)
Published version
Author(s)
Moulds, S
Buytaert, W
Mijic, A
Type
Journal Article
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.
Date Issued
2015-10-09
Date Acceptance
2015-09-06
Citation
Geoscientific Model Development, 2015, 8 (10), pp.3215-3229
ISSN
1991-9603
Publisher
European Geosciences Union
Start Page
3215
End Page
3229
Journal / Book Title
Geoscientific Model Development
Volume
8
Issue
10
Copyright Statement
© Author(s) 2015. This work is distributed
under the Creative Commons Attribution 3.0 License.
under the Creative Commons Attribution 3.0 License.
License URL
Sponsor
Natural Environment Research Council (NERC)
Grant Number
NE/I022558/1
Subjects
Science & Technology
Physical Sciences
Geosciences, Multidisciplinary
Geology
FALLOW MODEL
SOFTWARE
FOREST
VALIDATION
DYNAMICS
PATTERN
BIODIVERSITY
SIMULATION
VIETNAM
SCIENCE
04 Earth Sciences
Publication Status
Published