Characterising the distribution of mangroves along the southern coast of Vietnam using multi-spectral indices and a deep learning model

TV Tran, R Reef, X Zhu, A Gunn - Science of the Total Environment, 2024 - Elsevier
Mangroves are an ecologically and economically valuable ecosystem that provides a range
of ecological services, including habitat for a diverse range of plant and animal species …

Deep learning for spatiotemporal forecasting in Earth system science: a review

M Yu, Q Huang, Z Li - International Journal of Digital Earth, 2024 - Taylor & Francis
Deep learning (DL) has demonstrated strong potential in addressing key challenges in
spatiotemporal forecasting across various Earth system science (ESS) domains. This review …

Application of a novel multiscale global graph convolutional neural network to improve the accuracy of forest type classification using aerial photographs

H Pei, T Owari, S Tsuyuki, Y Zhong - Remote Sensing, 2023 - mdpi.com
The accurate classification of forest types is critical for sustainable forest management. In
this study, a novel multiscale global graph convolutional neural network (MSG-GCN) was …

Spatial–temporal evolution monitoring and ecological risk assessment of coastal wetlands on Hainan Island, China

H Chen, D Li, Y Chen, Z Zhao - Remote Sensing, 2023 - mdpi.com
Coastal wetlands are located at the intersection of land and sea and provide extremely
important ecological services. The coastal wetlands of estuarine harbors are representative …

Dynamic Estimation of Mangrove Carbon Storage in Hainan Island Based on the InVEST-PLUS Model

X Shi, L Wu, Y Zheng, X Zhang, Y Wang, Q Chen… - Forests, 2024 - mdpi.com
Mangrove ecosystems are pivotal to the global carbon budget. However, there is still a
dearth of research addressing the impact of regional mangrove land use and land cover …

Temporal Analysis of Mangrove Forest Extent in Restoration Initiatives: A Remote Sensing Approach Using Sentinel-2 Imagery

R Farzanmanesh, K Khoshelham, L Volkova… - Forests, 2024 - mdpi.com
The significance of mangroves and the associated risks they face have prompted
government and the private sector to invest in projects aimed at conserving and restoring …

Assessment of wetland sustainability capacity of artificial mangrove wetland on landscape scale: A case of Luoyangjiang River Estuary, China

W Lin, SH Li, X Wei, YJ Cheng - Ecological Engineering, 2025 - Elsevier
Mangrove wetland ecosystem plays a vital ecological service function in carbon
neutralization and coastal protection. In recent decades, a series of artificial mangrove …

Response mechanism of leaf area index and main nutrient content in mangrove supported by hyperspectral data

X Chen, Y Yang, D Zhang, X Li, Y Gao, L Zhang… - Forests, 2023 - mdpi.com
Mangrove is the key vegetation in the transitional zone between land and sea, and its health
assessment can indicate the deep-level ecological information. The LAI and six key nutrients …

Monitoring the Distribution of Mangrove Area using Synthetic Aperture Radar (SAR) and Optic Remote Sensing Data Fusion based on Deep Learning in Kotabaru …

D Sudiana, J Nisa, M Rizkinia, RD Dimyati, N Anggraini… - 2024 - catalog.lib.kyushu-u.ac.jp
Mangrove plants are crucial in providing ecosystem benefits that align with the Sustainable
Development Goals (SDGs), particularly regarding climate regulation (SDG 13), due to their …

[HTML][HTML] Scalable Mangrove Monitoring with Limited Field Data: Integrating MREDT and DACN-M

Y Zhao, S Wu, X Zhang, H Chen, J Zhuang, Z Wu - Forests, 2024 - mdpi.com
Mangroves play a crucial ecological and economic role but face significant threats,
particularly on Hainan Island, which has the highest mangrove species diversity in China …