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 …

Does partition matter? A new approach to modeling land use change

F He, J Yang, Y Zhang, W Yu, X Xiao, J Xia - Computers, Environment and …, 2023 - Elsevier
Cellular automata (CA) is a classical method for studying land use change. However,
homogeneous transformation rules have commonly been used to conduct simulations in the …

Spatial simulation: a spatial perspective on individual-based ecology—a review

G Wallentin - Ecological Modelling, 2017 - Elsevier
Spatial Simulation is a spatially explicit, bottom-up modelling approach that includes
individual-based models and cellular automata. While spatial heterogeneity and individual …

Integrating machine learning with Markov chain and cellular automata models for modelling urban land use change

O Okwuashi, CE Ndehedehe - Remote Sensing Applications: Society and …, 2021 - Elsevier
Modelling urban land use change is of profound concern to environmental scientists who
have found cellular automata models very attractive for simulating urban dynamics. The …

A new cellular automata framework of urban growth modeling by incorporating statistical and heuristic methods

Y Feng, X Tong - International Journal of Geographical Information …, 2020 - Taylor & Francis
We develop a new geographical cellular automata (CA) modeling framework, named
UrbanCA, through reconstructing the essential CA structure and incorporating nonspatial …

Simulating urban growth affected by national and regional land use policies: Case study from Wuhan, China

X Huang, H Wang, F Xiao - Land Use Policy, 2022 - Elsevier
The urban problems have clearly incorporated into the global sustainable development
agenda and the scientific urban expansion model has won credibility for urban research and …

Firefly algorithm-based cellular automata for reproducing urban growth and predicting future scenarios

Q Li, Y Feng, X Tong, Y Zhou, P Wu, H Xie, Y Jin… - Sustainable Cities and …, 2022 - Elsevier
Optimization of cellular automata (CA) using swarm intelligence is an effective approach to
establish optimal models for urban growth modeling. This study builds a new CA model (CA …

[HTML][HTML] A whale optimization algorithm–based cellular automata model for urban expansion simulation

Y Ding, K Cao, W Qiao, H Shao, Y Yang, H Li - International Journal of …, 2022 - Elsevier
Cellular automata (CA) has proved to be effective and efficient in conducting urban
expansion simulation. The generation of cell transition rules is a crucial step for a CA model …

An improved assessment method for urban growth simulations across models, regions, and time

C Gao, Y Feng, M Xi, R Wang, P Li… - International Journal of …, 2023 - Taylor & Francis
For urban growth modeling, assessment metrics derived from cell-by-cell comparisons are
mainly related to the size of the study area and the urban growth rate. Non-urban areas …

How current and future urban patterns respond to urban planning? An integrated cellular automata modeling approach

X Tong, Y Feng - Cities, 2019 - Elsevier
While many publications predict future urban scenarios, few have deliberated the impact of
issued urban planning on scenario prediction. We propose a planning-constrained model …