Spatio-temporal simulation and prediction of land-use change using conventional and machine learning models: a review

MM Aburas, MSS Ahamad, NQ Omar - Environmental monitoring and …, 2019 - Springer
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 …

Flood risk assessment, future trend modeling, and risk communication: a review of ongoing research

AM Salman, Y Li - Natural Hazards Review, 2018 - ascelibrary.org
Flooding is one of the most devastating and deadly natural disasters. Every year, millions of
people are affected by flooding worldwide, with massive economic losses that average …

Multi-scenario simulation of urban land change in Shanghai by random forest and CA-Markov model

L Zhou, X Dang, Q Sun, S Wang - Sustainable Cities and Society, 2020 - Elsevier
The multi-scenario simulation of urban land can effectively reveal the characteristics and
trends of changes in urban space and the contradictions of land use in urban sustainable …

Research on the spatiotemporal evolution of land use landscape pattern in a county area based on CA-Markov model

F Fu, S Deng, D Wu, W Liu, Z Bai - Sustainable Cities and Society, 2022 - Elsevier
The study of the landscape pattern of land use has important practical significance for land
use planning and constructing ecological cities. CA, a dynamic modeling approach, has …

Improving land-use change modeling by integrating ANN with Cellular Automata-Markov Chain model

A Gharaibeh, A Shaamala, R Obeidat, S Al-Kofahi - Heliyon, 2020 - cell.com
Urban growth and land-use change are a few of many puzzling factors affecting our future
cities. Creating a precise simulation for future land change is a challenging process that …

[HTML][HTML] Multi-scenario simulation of urban growth boundaries with an ESP-FLUS model: A case study of the Min Delta region, China

X Liu, M Wei, Z Li, J Zeng - Ecological Indicators, 2022 - Elsevier
Delineating urban growth boundaries (UGBs) has been proved as an effective approach to
constrain urban encroachment and achieve sustainable urban development. However, so …

Modeling land use change using cellular automata and artificial neural network: The case of Chunati Wildlife Sanctuary, Bangladesh

K Islam, MF Rahman, M Jashimuddin - Ecological indicators, 2018 - Elsevier
Land use changes generally affect the integrity of an ecosystem. The effect of this change
can be very severe if the conversion disrupts a crucial habitat of major plants and animals …

Future scenarios of land use/land cover (LULC) based on a CA-markov simulation model: case of a mediterranean watershed in Morocco

M Beroho, H Briak, EK Cherif, I Boulahfa, A Ouallali… - Remote Sensing, 2023 - mdpi.com
Modeling of land use and land cover (LULC) is a very important tool, particularly in the
agricultural field: it allows us to know the potential changes in land area in the future and to …

Urban expansion simulation and the spatio-temporal changes of ecosystem services, a case study in Atlanta Metropolitan area, USA

X Sun, JC Crittenden, F Li, Z Lu, X Dou - Science of the Total Environment, 2018 - Elsevier
Urban expansion can lead to land use changes and, hence, threatens the ecosystems.
Understanding the effects of urbanization on ecosystem services (ESs) can provide scientific …

A Random Forest-Cellular Automata modelling approach to explore future land use/cover change in Attica (Greece), under different socio-economic realities and …

D Gounaridis, I Chorianopoulos, E Symeonakis… - Science of the Total …, 2019 - Elsevier
This paper explores potential future land use/cover (LUC) dynamics in the Attica region,
Greece, under three distinct economic performance scenarios. During the last decades …