Machine learning in modelling land-use and land cover-change (LULCC): Current status, challenges and prospects

J Wang, M Bretz, MAA Dewan, MA Delavar - Science of the Total …, 2022 - Elsevier
Land-use and land-cover change (LULCC) are of importance in natural resource
management, environmental modelling and assessment, and agricultural production …

From land cover change to land function dynamics: A major challenge to improve land characterization

PH Verburg, J Van De Steeg, A Veldkamp… - Journal of environmental …, 2009 - Elsevier
Land cover change has always had a central role in land change science. This central role
is largely the result of the possibilities to map and characterize land cover based on …

Multi-scenario simulation and ecological risk analysis of land use based on the PLUS model: A case study of Nan**g

L Gao, F Tao, R Liu, Z Wang, H Leng, T Zhou - Sustainable Cities and …, 2022 - Elsevier
With the expansion of economic activities in cities, the function of the urban system is
complex and the ecological environment is destructed gradually. Urban planning is one of …

Understanding the drivers of sustainable land expansion using a patch-generating land use simulation (PLUS) model: A case study in Wuhan, China

X Liang, Q Guan, KC Clarke, S Liu, B Wang… - … , Environment and Urban …, 2021 - Elsevier
Cellular Automata (CA) are widely used to model the dynamics within complex land use and
land cover (LULC) systems. Past CA model research has focused on improving the technical …

A future land use simulation model (FLUS) for simulating multiple land use scenarios by coupling human and natural effects

X Liu, X Liang, X Li, X Xu, J Ou, Y Chen, S Li… - Landscape and urban …, 2017 - Elsevier
Land use and land cover change (LUCC) simulation models are effective and reproducible
tools for analyzing both the causes and consequences of future landscape dynamics under …

[HTML][HTML] Prediction of land use and land cover changes for North Sumatra, Indonesia, using an artificial-neural-network-based cellular automaton

MH Saputra, HS Lee - Sustainability, 2019 - mdpi.com
Land use and land cover (LULC) form a baseline thematic map for monitoring, resource
management, and planning activities and facilitate the development of strategies to balance …

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 …

Challenges in using land use and land cover data for global change studies

PH Verburg, K Neumann, L Nol - Global change biology, 2011 - Wiley Online Library
Land use and land cover data play a central role in climate change assessments. These
data originate from different sources and inventory techniques. Each source of land …

Combining top-down and bottom-up dynamics in land use modeling: exploring the future of abandoned farmlands in Europe with the Dyna-CLUE model

PH Verburg, KP Overmars - Landscape ecology, 2009 - Springer
Land use change is the result of interactions between processes operating at different
scales. Simulation models at regional to global scales are often incapable of including …

Optimization of cultivated land pattern for achieving cultivated land system security: A case study in Heilongjiang Province, China

L Chen, H Zhao, G Song, Y Liu - Land Use Policy, 2021 - Elsevier
The change of cultivated land pattern (CLP) has a significant impact on cultivated land
system security (CLSS), and is the foundation of ensuring adequate provision of cultivated …