Spatio-temporal simulation and prediction of land-use change using conventional and machine learning models: a review

MM Aburas, MSS Ahamad, NQ Omar - Environmental monitoring and …, 2019 - Springer
Spatio-temporal land-use change modeling, simulation, and prediction have become one of
the critical issues in the last three decades due to uncertainty, structure, flexibility, accuracy …

Predictive ability of logistic regression, auto-logistic regression and neural network models in empirical land-use change modeling–a case study

YP Lin, HJ Chu, CF Wu, PH Verburg - International Journal of …, 2011 - Taylor & Francis
The objective of this study is to compare the abilities of logistic, auto-logistic and artificial
neural network (ANN) models for quantifying the relationships between land uses and their …

Spatiotemporal analysis of rural–urban land conversion

B Huang, L Zhang, B Wu - International Journal of Geographical …, 2009 - Taylor & Francis
Understanding the complexity of urban expansion requires an analysis of the factors
influencing the spatial and temporal processes of rural–urban land conversion. This study …

Advancing land change modeling: opportunities and research requirements

National Research Council, Division on Earth… - 2014 - books.google.com
People are constantly changing the land surface through construction, agriculture, energy
production, and other activities. Changes both in how land is used by people (land use) and …

Multiscenario simulation of land-use change in Hubei Province, China based on the Markov-FLUS Model

K Zhu, Y Cheng, W Zang, Q Zhou, Y El Archi… - Land, 2023 - mdpi.com
A goal of land change modelers should be to communicate scenarios of future change that
show the variety of possible future landscapes based on the consequences of management …

[PDF][PDF] Core principles and concepts in land-use modelling: A literature review

J van Schrojenstein Lantman, PH Verburg… - Land-use modelling …, 2011 - library.oapen.org
Simulation models of land use predict or describe land-use change over space and time.
Recent overviews of land-use simulation models show an overwhelming amount of different …

Opportunities to improve impact, integration, and evaluation of land change models

DG Brown, PH Verburg, RG Pontius Jr… - Current Opinion in …, 2013 - Elsevier
Highlights•We review approaches to modeling land change in scientific and practical
applications.•Modeling approaches need to be considered relative to the different purposes …

Predicting land use changes in northern China using logistic regression, cellular automata, and a Markov model

M Wang, L Cai, H Xu, S Zhao - Arabian Journal of Geosciences, 2019 - Springer
Land use changes are complex processes affected by both natural and human-induced
driving factors. This research is focused on simulating land use changes in southern …

Spatially explicit simulation of land use/land cover changes: Current coverage and future prospects

Y Ren, Y Lü, A Comber, B Fu, P Harris, L Wu - Earth-Science Reviews, 2019 - Elsevier
Land use/land cover (LULC) change models are powerful tools used to understand and
explain the causes and effects of LULC dynamics, and scenario-based analyses with these …

Predicting land-use change: Intercomparison of different hybrid machine learning models

L Sankarrao, DK Ghose, M Rathinsamy - Environmental Modelling & …, 2021 - Elsevier
Abstract Land Use Land Cover (LULC) change assessment and prediction are essential for
optimised water resources planning and management. This paper attempts to intercompare …