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 …
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 …
enhance our understanding of past and future urban development. Previous studies have …
Coupling cellular automata with area partitioning and spatiotemporal convolution for dynamic land use change simulation
Urbanization processes have accelerated over recent decades, prompting efforts to model
land use change (LUC) patterns for decision support and urban planning. Cellular automata …
land use change (LUC) patterns for decision support and urban planning. Cellular automata …
Simulating urban expansion by incorporating an integrated gravitational field model into a demand-driven random forest-cellular automata model
Interactions among cities are playing an increasingly significant role in driving urban
expansion in urban agglomerations. Many studies have combined the gravitational field …
expansion in urban agglomerations. Many studies have combined the gravitational field …
A new cellular automata framework of urban growth modeling by incorporating statistical and heuristic methods
We develop a new geographical cellular automata (CA) modeling framework, named
UrbanCA, through reconstructing the essential CA structure and incorporating nonspatial …
UrbanCA, through reconstructing the essential CA structure and incorporating nonspatial …
[HTML][HTML] A hybrid spatiotemporal convolution-based cellular automata model (ST-CA) for land-use/cover change simulation
J Geng, S Shen, C Cheng, K Dai - … Journal of Applied Earth Observation and …, 2022 - Elsevier
Accurate land-use/-cover change (LUCC) simulation is of great significance to issues closely
related to regional planning and policy-making. Many models have been committed to …
related to regional planning and policy-making. Many models have been committed to …
Assessing land use/land cover change diversity and its relation with urban dispersion using Shannon Entropy in the Semarang Metropolitan Region, Indonesia
Abstract The Semarang Metropolitan Region (SMR) dynamic is difficult to control and related
to the urban sprawl phenomenon. This study aimed to explore the relationship between land …
to the urban sprawl phenomenon. This study aimed to explore the relationship between land …
HGAT-VCA: Integrating high-order graph attention network with vector cellular automata for urban growth simulation
Since urban growth results from frequent spatial interaction between urban units, adequate
representation of spatial interaction is important for urban growth modeling. Among urban …
representation of spatial interaction is important for urban growth modeling. Among urban …
A methodology to quantify the neighborhood decay effect of urban cellular automata models
H Zeng, H Wang, B Zhang, Q Wang - International Journal of …, 2023 - Taylor & Francis
Spatial heterogeneity is an essential feature of land use change. It is important for cellular
automata (CA)-based urban expansion modeling to consider the spatial heterogeneity of …
automata (CA)-based urban expansion modeling to consider the spatial heterogeneity of …