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Spatio-temporal simulation and prediction of land-use change using conventional and machine learning models: a review
Spatio-temporal land-use change modeling, simulation, and prediction have become one of
the critical issues in the last three decades due to uncertainty, structure, flexibility, accuracy …
the critical issues in the last three decades due to uncertainty, structure, flexibility, accuracy …
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 …
An optimized evaluation method of an urban ecological network: The case of the Minhang District of Shanghai
R Zhang, L Zhang, Q Zhong, Q Zhang, Y Ji… - Urban Forestry & Urban …, 2021 - Elsevier
Obtaining the characteristics of an urban ecological network structure and connectivity plays
an important guiding role in the concrete implementation of ecological construction in a …
an important guiding role in the concrete implementation of ecological construction in a …
Cities are going uphill: Slope gradient analysis of urban expansion and its driving factors in China
Rapid urbanisation causes large urban conversions of natural and agricultural land to non-
agricultural use. Research on urban expansion has typically disregarded gradient …
agricultural use. Research on urban expansion has typically disregarded gradient …
A novel spatio-temporal cellular automata model coupling partitioning with CNN-LSTM to urban land change simulation
Y Zhou, C Huang, T Wu, M Zhang - Ecological Modelling, 2023 - Elsevier
Land use change (LUC) has gained attention as a core topic of global ecological
environment change research. The cellular automata (CA) model affects the global layout …
environment change research. The cellular automata (CA) model affects the global layout …
A novel cellular automata model integrated with deep learning for dynamic spatio-temporal land use change simulation
Land use change (LUC) exhibits obvious spatio-temporal dependency. Previous cellular
automata (CA)-based methods usually treated the LUC dynamics as Markov processes and …
automata (CA)-based methods usually treated the LUC dynamics as Markov processes and …
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 …
Towards sustainable and livable cities: leveraging remote sensing, machine learning, and geo-information modelling to explore and predict thermal field variance in …
Urbanization-led changes in land use land cover (LULC), resulting in an increased
impervious surface, significantly deteriorate urban meteorological conditions compromising …
impervious surface, significantly deteriorate urban meteorological conditions compromising …
Urban growth boundaries optimization under low-carbon development: Combining multi-objective programming and patch cellular automata models
J Li, JM Guldmann, J Gong, H Su - Journal of Environmental Management, 2023 - Elsevier
Abstract Urban Growth Boundaries (UGBs) are a tool to control urban sprawl. However, the
way to optimize future urban land uses and fix their boundaries is not clear. This paper …
way to optimize future urban land uses and fix their boundaries is not clear. This paper …
A three-dimensional future land use simulation (FLUS-3D) model for simulating the 3D urban dynamics under the shared socio-economic pathways
Existing research on urban dynamic simulations has primarily focused on horizontal
aspects, whereas vertical changes have remained relatively unexplored. Although a few …
aspects, whereas vertical changes have remained relatively unexplored. Although a few …