A review of assessment methods for cellular automata models of land-use change and urban growth

X Tong, Y Feng - International Journal of Geographical Information …, 2020 - Taylor & Francis
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 …

Capturing the varying effects of driving forces over time for the simulation of urban growth by using survival analysis and cellular automata

Y Chen, X Li, X Liu, B Ai, S Li - Landscape and Urban Planning, 2016 - Elsevier
Cellular automata (CA) have been widely used for simulating realistic urban growth. With the
increasing availability of multitemporal land-use data, there remains challenges in how to …

Calibration of stochastic cellular automata: the application to rural-urban land conversions

F Wu - International journal of geographical information …, 2002 - Taylor & Francis
Despite the recognition of cellular automata (CA) as a flexible and powerful tool for urban
growth simulation, the calibration of CA had been largely heuristic until recent efforts to …

Modeling urban land-use changes using a landscape-driven patch-based cellular automaton (LP-CA)

J Lin, X Li, Y Wen, P He - Cities, 2023 - Elsevier
Cellular automaton (CA) is a widely-used tool for modeling land-use changes that can
enhance our understanding of past and future urban development. Previous studies have …

The impact of variation in scale on the behavior of a cellular automata used for land use change modeling

Y Pan, A Roth, Z Yu, R Doluschitz - Computers, Environment and Urban …, 2010 - Elsevier
The cellular automata (CA) model is an important tool in land use studies. Scale is a central
concept in both land use research and CA models. To better understand the connection …

Simulating urban land use change by integrating a convolutional neural network with vector-based cellular automata

Y Zhai, Y Yao, Q Guan, X Liang, X Li… - International Journal …, 2020 - Taylor & Francis
Vector-based cellular automata (VCA) models have been applied in land use change
simulations at fine scales. However, the neighborhood effects of the driving factors are rarely …

Stochastic cellular automata modeling of urban land use dynamics: empirical development and estimation

CM de Almeida, M Batty, AMV Monteiro… - … , environment and urban …, 2003 - Elsevier
An increasing number of models for predicting land use change in rapidly urbanizing
regions are being proposed and built using ideas from cellular automata (CA). Calibrating …

A systematic sensitivity analysis of constrained cellular automata model for urban growth simulation based on different transition rules

X Li, X Liu, L Yu - International Journal of Geographical Information …, 2014 - Taylor & Francis
Cellular automata (CA) have emerged as a primary tool for urban growth modeling due to its
simplicity, transparency, and ease of implementation. Sensitivity analysis is an important …

Modeling urban growth using spatially heterogeneous cellular automata models: Comparison of spatial lag, spatial error and GWR

C Gao, Y Feng, X Tong, Z Lei, S Chen, S Zhai - … , Environment and Urban …, 2020 - Elsevier
Many methods can be used to construct geographical cellular automata (CA) models of
urban land use, but most do not adequately capture spatial heterogeneity in urban …

Modelling urban change with cellular automata: Contemporary issues and future research directions

Y Liu, M Batty, S Wang… - Progress in Human …, 2021 - journals.sagepub.com
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 …