Simulation of urban expansion via integrating artificial neural network with Markov chain–cellular automata

T Xu, J Gao, G Coco - International Journal of Geographical …, 2019 - Taylor & Francis
Accurate simulations and predictions of urban expansion are critical to manage urbanization
and explicitly address the spatiotemporal trends and distributions of urban expansion …

Integrating ANNs and cellular automata–Markov chain to simulate urban expansion with annual land use data

T Xu, D Zhou, Y Li - Land, 2022 - mdpi.com
Accurately simulating and predicting the urban expansion process, especially in expeditious
urbanization areas, is an important aspect of managing limited land resources and adjusting …

A Random Forests classification method for urban land-use map** integrating spatial metrics and texture analysis

IE Ruiz Hernandez, W Shi - International journal of remote sensing, 2018 - Taylor & Francis
Rapid urban growth in develo** countries is causing a great number of urban planning
problems. To control and analyse this growth, new and better methods for urban land use …

Urban heat mitigation towards climate change adaptation: An eco-sustainable design strategy to improve environmental performance under rapid urbanization

M Makvandi, W Li, X Ou, H Chai, Z Khodabakhshi, J Fu… - Atmosphere, 2023 - mdpi.com
Rapid urbanization has led to drastic land-use/cover changes (LUCCs) and urban heat
islands (UHIs), negatively altering the urban climate and air quality. LUCC's significant …

Modeling urban encroachment on ecological land using cellular automata and cross-entropy optimization rules

C Gao, Y Feng, X Tong, Y **, S Liu, P Wu, Z Ye… - Science of the Total …, 2020 - Elsevier
Rapid urban expansion often leads to substantial encroachment on ecological lands and
destruction of natural environments. We developed a new cellular automata model (named …

Capturing heterogeneous urban growth using SLEUTH model

A Saxena, MK Jat - Remote Sensing Applications: Society and …, 2019 - Elsevier
Increasing urbanization, especially in develo** countries, promotes the need of
monitoring and modelling of urban growth or sprawl. Urban remote sensing and modelling …

Comparative framework for spatially explicit urban growth modeling for monitoring urban land-use efficiency and sustainable urban development (SDG 11.3. 1): a …

S Mithun, M Sahana, S Chattopadhyay… - Geocarto …, 2022 - Taylor & Francis
The present study attempts to model the spatiotemporal urban growth of the Kolkata
metropolitan area (KMA), India, in a comparative modeling framework using three (remote …

Remote sensing data and SLEUTH urban growth model: As decision support tools for urban planning

IS Serasinghe Pathiranage, LN Kantakumar… - Chinese Geographical …, 2018 - Springer
Sri Lanka is experiencing speedy urbanization by converting the agriculture land and other
natural land cover into built-up land. The urban population of Sri Lanka is expected to reach …

Identification of areas highly vulnerable to land conversion: a case study from southern Thailand

N Tantipisanuh, GA Gale - Environmental Management, 2022 - Springer
Land conversion is having major impacts on wildlife globally, and thus understanding and
predicting patterns of land conversion is an important component of conservation planning …

Urban environmental and land cover change analysis using the scatter plot, kernel, and neural network methods

AA Jamali, R Ghorbani Kalkhajeh - Arabian Journal of Geosciences, 2019 - Springer
This study simulates and predicts the urban environment growth in the Tehran, capital of
Iran, using the remote sensing data, multi-layer perceptron neural network, zonal, trend, and …