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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 …
A review of current calibration and validation practices in land-change modeling
Land-change models are increasingly used to explore land-change dynamics, as well as for
policy analyses and scenario studies. In this paper we review calibration and validation …
policy analyses and scenario studies. In this paper we review calibration and validation …
A global analysis of land take in cropland areas and production displacement from urbanization
Urban growth has received little attention in large-scale land change assessments, because
the area of built-up land is relatively small on a global scale. However, this area is …
the area of built-up land is relatively small on a global scale. However, this area is …
[HTML][HTML] A novel and dynamic land use/cover change research framework based on an improved PLUS model and a fuzzy multiobjective programming model
X Xu, W Kong, L Wang, T Wang, P Luo, J Cui - Ecological Informatics, 2024 - Elsevier
Spatial reconstruction and scenario simulation of historical processes and future trends of
land use/cover change (LUCC) can help to reveal the historical background of land …
land use/cover change (LUCC) can help to reveal the historical background of land …
[HTML][HTML] Analysing urban growth using machine learning and open data: An artificial neural network modelled case study of five Greek cities
Urban development if not planned and managed adequately can be unsustainable. Urban
growth models have been a powerful toolkit to help tackling this challenge. In this paper, we …
growth models have been a powerful toolkit to help tackling this challenge. In this paper, we …
A comparison of a gradient boosting decision tree, random forests, and artificial neural networks to model urban land use changes: The case of the Seoul metropolitan …
MJ Jun - International Journal of Geographical Information …, 2021 - Taylor & Francis
This study compares the performance of gradient boosting decision tree (GBDT), artificial
neural networks (ANNs), and random forests (RF) methods in LUC modeling in the Seoul …
neural networks (ANNs), and random forests (RF) methods in LUC modeling in the Seoul …
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 …
Zhengzhou as an example, this paper analyzes the spatial and temporal characteristics and …
A global economic assessment of city policies to reduce climate change impacts
Climate change impacts can be especially large in cities,. Several large cities are taking
climate change into account in long-term strategies,, for which it is important to have …
climate change into account in long-term strategies,, for which it is important to have …
A size-adaptive strategy to characterize spatially heterogeneous neighborhood effects in cellular automata simulation of urban growth
B Zhang, S Hu, H Wang, H Zeng - Landscape and Urban Planning, 2023 - Elsevier
As an important component of the cellular automata (CA) model, the neighborhood defines
the geographical interaction domain (GID) of cells and their interaction mechanisms …
the geographical interaction domain (GID) of cells and their interaction mechanisms …
A cellular automata-based land-use model as an integrated spatial decision support system for urban planning in develo** cities: The case of the Bogotá region
Bogotá and the 17 neighboring municipalities make up one of the biggest metropolitan
areas in Latin America. However, despite strong functional interactions within the area, there …
areas in Latin America. However, despite strong functional interactions within the area, there …