A review of assessment methods for cellular automata models of land-use change and urban growth
Cellular automata (CA) models are in growing use for land-use change simulation and
future scenario prediction. It is necessary to conduct model assessment that reports the …
future scenario prediction. It is necessary to conduct model assessment that reports the …
Urban growth models: progress and perspective
Urban growth models have been developed and extensively adopted to study urban
expansion and its impact on the ambient environment. These models can be employed in …
expansion and its impact on the ambient environment. These models can be employed in …
A cellular automata-based approach for spatio-temporal modeling of the city center as a complex system: The case of Kastamonu, Türkiye
Cities are located at the intersection of global interactions and analytical modeling of space
is an essential progression to understand the organizational structure of today's cities, which …
is an essential progression to understand the organizational structure of today's cities, which …
Revisiting Kappa to account for change in the accuracy assessment of land-use change models
Land-use change models are typically calibrated to reproduce known historic changes.
Calibration results can then be assessed by comparing two datasets: the simulated land-use …
Calibration results can then be assessed by comparing two datasets: the simulated land-use …
A comparison of a gradient boosting decision tree, random forests, and artificial neural networks to model urban land use changes: the case of the Seoul metropolitan …
MJ Jun - International Journal of Geographical Information …, 2021 - Taylor & Francis
This study compares the performance of gradient boosting decision tree (GBDT), artificial
neural networks (ANNs), and random forests (RF) methods in LUC modeling in the Seoul …
neural networks (ANNs), and random forests (RF) methods in LUC modeling in the Seoul …
[HTML][HTML] Urban growth prediction: a review of computational models and human perceptions
D Triantakonstantis, G Mountrakis - 2012 - scirp.org
Human population continues to aggregate in urban centers. This inevitably increases the
urban footprint with significant consequences for biodiversity, climate, and environmental …
urban footprint with significant consequences for biodiversity, climate, and environmental …
Designing and implementing a regional urban modeling system using the SLEUTH cellular urban model
This paper presents a fine-scale (30 meter resolution) regional land cover modeling system,
based on the SLEUTH cellular automata model, that was developed for a 257000km2 area …
based on the SLEUTH cellular automata model, that was developed for a 257000km2 area …
The role of food-energy-water nexus analyses in urban growth models for urban sustainability: A review of synergistic framework
The integration of food-energy-water (FEW) sectors is essential for addressing the co-
evolution of urban infrastructure systems during urban growth. But how these evolutionary …
evolution of urban infrastructure systems during urban growth. But how these evolutionary …
Modelling urban change with cellular automata: Contemporary issues and future research directions
The study of land use change in urban and regional systems has been dramatically
transformed in the last four decades by the emergence and application of cellular automata …
transformed in the last four decades by the emergence and application of cellular automata …
[BOG][B] Modeling cities and regions as complex systems: From theory to planning applications
The theory and practice of modeling cities and regions as complex, self-organizing systems,
presenting widely used cellular automata-based models, theoretical discussions, and …
presenting widely used cellular automata-based models, theoretical discussions, and …