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 …

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 …

Coupling cellular automata with area partitioning and spatiotemporal convolution for dynamic land use change simulation

Y Qian, W **ng, X Guan, T Yang, H Wu - Science of the Total Environment, 2020 - Elsevier
Urbanization processes have accelerated over recent decades, prompting efforts to model
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

J Lv, Y Wang, X Liang, Y Yao, T Ma, Q Guan - Cities, 2021 - Elsevier
Interactions among cities are playing an increasingly significant role in driving urban
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

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 …

[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 …

Assessing land use/land cover change diversity and its relation with urban dispersion using Shannon Entropy in the Semarang Metropolitan Region, Indonesia

DD Dewa, I Buchori, AW Sejati - Geocarto International, 2022 - Taylor & Francis
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 …

[HTML][HTML] 基于交通流的关中城市群城际交互对城市空间增长的影响

**宇, **涛, 邱孟龙, **继园, 曹小曙 - 人文地理, 2023 - xml-data.org
流动空间背景下, 探讨城际交互对城市群城市空间联动增长的影响对有效调控城市空间增长,
促进城镇化可持续发展具有重要意义. 本文以西部关中城市群为例, 基于土地利用和城际交通 …

HGAT-VCA: Integrating high-order graph attention network with vector cellular automata for urban growth simulation

X Guan, W **ng, J Li, H Wu - Computers, Environment and Urban Systems, 2023 - Elsevier
Since urban growth results from frequent spatial interaction between urban units, adequate
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 …