Modeling multi-type urban landscape dynamics along the horizontal and vertical dimensions

J He, P Liu, X Li - Landscape and Urban Planning, 2023 - Elsevier
Fine-scale urban simulation obtained through vector-based cellular automata (VCA) can
provide more authentic parcel-level maps to aid urban planning. However, two aspects of …

[HTML][HTML] VST-PCA: A Land Use Change Simulation Model Based on Spatiotemporal Feature Extraction and Pre-Allocation Strategy

M Liu, Q Luo, J Wang, L Sun, T Xu, E Wang - ISPRS International Journal …, 2024 - mdpi.com
Land use/cover change (LUCC) refers to the phenomenon of changes in the Earth's surface
over time. Accurate prediction of LUCC is crucial for guiding policy formulation and resource …

[HTML][HTML] LUCC simulation based on RF-CNN-LSTM-CA Model with high-quality seed selection iterative algorithm

M Liu, H Chen, L Qi, C Chen - Applied Sciences, 2023 - mdpi.com
Land use/cover change (LUCC) models are essential for studying the profound impact of
land use/cover dynamics on various aspects of the natural and social environment. Cellular …

Applicability and sensitivity analysis of vector cellular automata model for land cover change

Y Yao, Y Jiang, Z Sun, L Li, D Chen, K Xiong… - … Environment and Urban …, 2024 - Elsevier
Urbanization-induced land cover changes significantly impact ecological environments and
socioeconomic growth. Vector-based cellular automata (VCA) models are an advanced …

A distance-driven urban simulation model (DISUSIM): Accounting for urban morphology at multiple landscape levels

J Yang, S Yang, J Li, J Gong, M Yuan, J Li, Y Dai, J Ye - Cities, 2023 - Elsevier
Data and skill gaps are common in exploring future urban growth scenarios, especially in
developing countries. This study demonstrates how to use distance-related laws regarding …

[Retracted] Language Processing Model Construction and Simulation Based on Hybrid CNN and LSTM

S Zhang - Computational Intelligence and Neuroscience, 2021 - Wiley Online Library
Deep learning is the latest trend of machine learning and artificial intelligence research. As a
new field with rapid development over the past decade, it has attracted more and more …

Modeling land cover change dynamic using a hybrid model approach in Qeshm Island, Southern Iran

A Tajbakhsh, A Karimi, A Zhang - Environmental monitoring and …, 2020 - Springer
Multiple factors including natural and human-induced ones lead to land cover change in the
landscape. Therefore, identifying the pattern of land cover change can help inform land-use …

[PDF][PDF] Distance Weight-Graph Attention Model-Based High-Resolution Remote Sensing Urban Functional Zone Identification.

K Zhang, D Ming, S Du, L Xu, X Ling… - IEEE Trans. Geosci …, 2022 - researchgate.net
The spatial arrangement of land-cover features constitutes different urban functional zone.
With the same attributes of urban functional zone, the land-cover features that make up the …

[HTML][HTML] Context-aware matrix factorization for the identification of urban functional regions with POI and taxi OD data

C Jing, Y Hu, H Zhang, M Du, S Xu, X Guo… - … International Journal of …, 2022 - mdpi.com
The identification of urban functional regions (UFRs) is important for urban planning and
sustainable development. Because this involves a set of interrelated processes, it is difficult …

[HTML][HTML] A comparison of two deep-learning-based urban perception models: which one is better?

R Wang, S Ren, J Zhang, Y Yao, Y Wang… - Computational Urban …, 2021 - Springer
Urban perception is a hot topic in current urban study and plays a positive role in urban
planning and design. At present, there are two methods to calculate urban perception. 1) …