Driving forces and prediction of urban land use change based on the geodetector and CA-Markov model: A case study of Zhengzhou, China

D Xu, K Zhang, L Cao, X Guan… - International Journal of …, 2022 - Taylor & Francis
Exploring urban land use change is a classical problem in urban geography. Taking
Zhengzhou as an example, this paper analyzes the spatial and temporal characteristics and …

Simulating urban expansion using cellular automata model with spatiotemporally explicit representation of urban demand

J Yang, W Tang, J Gong, R Shi, M Zheng… - Landscape and Urban …, 2023 - Elsevier
Cellular automata (CA) has become one of the most prevalent approaches for spatially
explicit urban growth modeling. Previous studies have investigated how the key components …

[HTML][HTML] Urban expansion simulation and development-oriented zoning of rapidly urbanising areas: A case study of Hangzhou

Y Zhou, T Wu, Y Wang - Science of The Total Environment, 2022 - Elsevier
Sustainable urban development is the key to regional urban development policy-making.
Therefore, the comprehensive spatial zoning of rapidly urbanising areas is important. In this …

[HTML][HTML] Combining a land parcel cellular automata (LP-CA) model with participatory approaches in the simulation of disruptive future scenarios of urban land use …

R Molinero-Parejo, F Aguilera-Benavente… - … Environment and Urban …, 2023 - Elsevier
Urban development is a process that becomes increasingly complex as the city evolves and
in which unexpected events can happen which may alter the envisaged trend over time. To …

[HTML][HTML] An extended patch-based cellular automaton to simulate horizontal and vertical urban growth under the shared socioeconomic pathways

Y Chen - Computers, Environment and Urban Systems, 2022 - Elsevier
Most contemporary urban cellular automata (CA) models primarily focus on the simulation of
urban land expansion, and cannot effectively simulate vertical urban growth. This study …

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 …

[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 …

Modeling the response of ecological service value to land use change through deep learning simulation in Lanzhou, China

J Liu, B Xiao, J Jiao, Y Li, X Wang - Science of the Total Environment, 2021 - Elsevier
Land use (LU) changes caused by urbanization, climate, and anthropogenic activities alter
the supply of ecosystem services (ES), which affects the ecological service value (ESV) of a …

Simulating large-scale urban land-use patterns and dynamics using the U-Net deep learning architecture

J Wang, M Hadjikakou, RJ Hewitt, BA Bryan - Computers, Environment and …, 2022 - Elsevier
Accurate predictions of land-use change are important for supporting planning. Cellular
automata (CA) models are widely used to simulate real-world urban land-use change but …

Simulation of dynamic urban expansion under ecological constraints using a long short term memory network model and cellular automata

J Liu, B Xiao, Y Li, X Wang, Q Bie, J Jiao - Remote Sensing, 2021 - mdpi.com
Rapid urban expansion has seriously threatened ecological security and the natural
environment on a global scale, thus, the simulation of dynamic urban expansion is a hot …