A review of assessment methods for cellular automata models of land-use change and urban growth

X Tong, Y Feng - International Journal of Geographical Information …, 2020 - Taylor & Francis
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 …

[PDF][PDF] Exploring the use of recurrent neural networks for time series forecasting

JP Bharadiya - International Journal of Innovative Science and …, 2023 - researchgate.net
Recurrent Neural Networks (RNNs) have become competitive forecasting methods, as most
notably shown in the winning method of the recent M4 competition. However, established …

Monitoring of land use land cover dynamics and prediction of urban growth using Land Change Modeler in Delhi and its environs, India

B Singh, V Venkatramanan, B Deshmukh - Environmental Science and …, 2022 - Springer
In the recent decades, cities have been expanding at a great pace which changes the
landscape rapidly as a result of inflow of people from rural areas and economic progression …

Future land use land cover scenario simulation using open source GIS for the city of Warangal, Telangana, India

B Aneesha Satya, M Shashi, P Deva - Applied Geomatics, 2020 - Springer
Abstract Geographical Information System (GIS) and remote sensing have become
necessary tools in finding out land use land cover (LULC) change integrated with their …

Modeling the impact of urbanization on land-use change in Bahir Dar City, Ethiopia: An integrated cellular Automata–Markov Chain Approach

MB Fitawok, B Derudder, AS Minale, S Van Passel… - Land, 2020 - mdpi.com
The fast-paced urbanization of recent decades entails that many regions are facing
seemingly uncontrolled land-use changes (LUCs) that go hand in hand with a range of …

The assessment of land suitability for urban development in the anticipated rapid urbanization area from the Belt and Road Initiative: A case study of Nong Khai City …

S Bamrungkhul, T Tanaka - Sustainable Cities and Society, 2022 - Elsevier
Abstract The Belt and Road Initiative is a megaproject expected to accelerate urban growth.
However, the accompanying urban development process can endanger the environment …

Urban water flow and water level prediction based on deep learning

H Assem, S Ghariba, G Makrai, P Johnston… - Machine Learning and …, 2017 - Springer
The future planning, management and prediction of water demand and usage should be
preceded by long-term variation analysis for related parameters in order to enhance the …

Monitoring of land use/land cover changes using GIS and CA-Markov modeling techniques: A study in Northern Turkey

H Aksoy, S Kaptan - Environmental monitoring and assessment, 2021 - Springer
The purpose of this study, covering the northern Ulus district of Turkey, was to analyze the
forest and land use/land cover (LULC) changes in the past period from 2000 to 2020, and to …

Spatially distributed potential evapotranspiration modeling and climate projections

SS Gharbia, T Smullen, L Gill, P Johnston… - Science of The Total …, 2018 - Elsevier
Evapotranspiration integrates energy and mass transfer between the Earth's surface and
atmosphere and is the most active mechanism linking the atmosphere, hydrosphsophere …

Different approaches to estimating soil properties for digital soil map integrated with machine learning and remote sensing techniques in a sub-humid ecosystem

F Saygın, H Aksoy, P Alaboz, O Dengiz - Environmental Monitoring and …, 2023 - Springer
Today, data mining has become a relevant topic in digital soil map**. In this current study,
prediction of some soil properties and their spatial distribution were examined by machine …