Sediment load prediction in Johor river: deep learning versus machine learning models
Sediment transport is a normal phenomenon in rivers and streams, contributing significantly
to ecosystem production and preservation by replenishing vital nutrients and preserving …
to ecosystem production and preservation by replenishing vital nutrients and preserving …
A novel spatio-temporal cellular automata model coupling partitioning with CNN-LSTM to urban land change simulation
Y Zhou, C Huang, T Wu, M Zhang - Ecological Modelling, 2023 - Elsevier
Land use change (LUC) has gained attention as a core topic of global ecological
environment change research. The cellular automata (CA) model affects the global layout …
environment change research. The cellular automata (CA) model affects the global layout …
[HTML][HTML] Towards balanced development stage: Regulating the spatial pattern of agglomeration with collaborative optimal allocation of urban land
S Ma, Y Cai, D **e, X Zhang, Y Zhao - Cities, 2022 - Elsevier
Urban agglomeration is an important carrier that promotes urbanization into an advanced
stage, addressing its unbalanced development is an important task for the newly established …
stage, addressing its unbalanced development is an important task for the newly established …
Aboveground biomass estimates of tropical mangrove forest using Sentinel-1 SAR coherence data-The superiority of deep learning over a semi-empirical model
The availability of advanced Machine Learning algorithms has made the estimation process
of biophysical parameters more efficient. However, the efficiency of those methods seldom …
of biophysical parameters more efficient. However, the efficiency of those methods seldom …
Development Process, Quantitative Models, and Future Directions in Driving Analysis of Urban Expansion
X Guan, J Li, C Yang, W **ng - ISPRS International Journal of Geo …, 2023 - mdpi.com
Driving analysis of urban expansion (DAUE) is usually implemented to identify the driving
factors and their corresponding driving effects/mechanisms for the expansion processes of …
factors and their corresponding driving effects/mechanisms for the expansion processes of …
Integrating machine learning with Markov chain and cellular automata models for modelling urban land use change
Modelling urban land use change is of profound concern to environmental scientists who
have found cellular automata models very attractive for simulating urban dynamics. The …
have found cellular automata models very attractive for simulating urban dynamics. The …
Estimation of aboveground carbon density of forests using deep learning and multisource remote sensing
Forests are crucial in carbon sequestration and oxygen release. An accurate assessment of
forest carbon storage is meaningful for Chinese cities to achieve carbon peak and carbon …
forest carbon storage is meaningful for Chinese cities to achieve carbon peak and carbon …
[HTML][HTML] Urban expansion simulation and development-oriented zoning of rapidly urbanising areas: A case study of Hangzhou
Y Zhou, T Wu, Y Wang - Science of The Total Environment, 2022 - Elsevier
Sustainable urban development is the key to regional urban development policy-making.
Therefore, the comprehensive spatial zoning of rapidly urbanising areas is important. In this …
Therefore, the comprehensive spatial zoning of rapidly urbanising areas is important. In this …
[HTML][HTML] A hybrid spatiotemporal convolution-based cellular automata model (ST-CA) for land-use/cover change simulation
J Geng, S Shen, C Cheng, K Dai - … Journal of Applied Earth Observation and …, 2022 - Elsevier
Accurate land-use/-cover change (LUCC) simulation is of great significance to issues closely
related to regional planning and policy-making. Many models have been committed to …
related to regional planning and policy-making. Many models have been committed to …
[HTML][HTML] Urban land use simulation and carbon-related driving factors analysis based on RF-CA in Shanghai, China
As global climate change intensifies, climate protection is important for the sustainable
development of human society. In the process of urbanization and industrialization, carbon …
development of human society. In the process of urbanization and industrialization, carbon …