Modeling potential wetland distributions in China based on geographic big data and machine learning algorithms

Climate change and human activities have reduced the area and degraded the functions and services of wetlands in China. To protect and restore wetlands, it is urgent to predict the spatial distribution of potential wetlands. In this study, the distribution of potential wetlands in China was simulate...

Full description

Bibliographic Details
Published in:	International Journal of Digital Earth
Main Authors:	Hengxing Xiang, Yanbiao Xi, Dehua Mao, Tianyuan Xu, Ming Wang, Fudong Yu, Kaidong Feng, Zongming Wang
Format:	Article
Language:	English
Published:	Taylor & Francis Group 2023-12-01
Subjects:	potential wetland distribution machine learning algorithms geographic big data china wetland geographic features
Online Access:	http://dx.doi.org/10.1080/17538947.2023.2256723

Similar Items

Mapping potential wetlands by a new framework method using random forest algorithm and big Earth data: A case study in China's Yangtze River Basin
by: Hengxing Xiang, et al.
Published: (2023-04-01)

Wetland key habitat functional areas in China informed by flagship waterbirds: Past changes, present status and future trend with modeling scenarios
by: Hengxing Xiang, et al.
Published: (2025-08-01)

Geographically Isolated Wetlands as a Reserve for the Conservation of Amphibian Biodiversity at the Edge of Their Range
by: Mihails Pupins, et al.
Published: (2023-03-01)

Non‐Floodplain Wetlands Are Carbon‐Storage Powerhouses Across the United States
by: Charles R. Lane, et al.
Published: (2025-04-01)

SHAP-DNN Approach Advances Remote Sensing Mapping of Forested Wetlands
by: Hengxing Xiang, et al.
Published: (2025-01-01)

Evolution of Small and Micro Wetlands and Their Driving Factors in the Yangtze River Delta—A Case Study of Wuxi Area
by: Jiamin Zhang, et al.
Published: (2023-02-01)

An Effective Method for Detecting Potential Woodland Vernal Pools Using High-Resolution LiDAR Data and Aerial Imagery
by: Qiusheng Wu, et al.
Published: (2014-11-01)

Seasonality of inundation in geographically isolated wetlands across the United States
by: Junehyeong Park, et al.
Published: (2022-01-01)

Can time-series Sentinel images be used to properly identify wetland plant communities?
by: Kaidong Feng, et al.
Published: (2022-12-01)

Simulation of the geographical distribution of global potential wetlands under climate change using an ensemble species distribution model
by: Chenxing Zhu, et al.
Published: (2025-11-01)

Geographic patterns and environmental correlates of taxonomic, phylogenetic and functional β-diversity of wetland plants in the Qinghai-Tibet Plateau
by: Yigang Li, et al.
Published: (2024-03-01)

Temporal variability in remote sensing accuracy for wetland mapping: a case study from Sentinel-1 and Sentinel-2 in Northeast China
by: Wenqi Zhang, et al.
Published: (2025-08-01)

Geographical-Scale Evidence Reveals Plant Nutrient as an Effective Indicator for Coastal Carbon Emissions
by: Jing Xiong, et al.
Published: (2025-09-01)

Investigating Summer Dynamics of the Nutrients in Lake Aktaş (Ardahan) Surface Water, Using Geographic Information Systems
by: Serkan Kükrer, et al.
Published: (2021-06-01)

Wetland Hydroperiod Analysis in Alberta Using InSAR Coherence Data
by: Meisam Amani, et al.
Published: (2022-07-01)

Land use changes of coastal wetlands using remote sensing. A case study of Muthurajawela & Anawilundawa wetlands, Sri Lanka
by: Harsha Dias Dahanayake, et al.
Published: (2024-04-01)

Large-scale geographic patterns and environmental and anthropogenic drivers of wetland plant diversity in the Qinghai-Tibet Plateau
by: Yigang Li, et al.
Published: (2024-06-01)

Defining Optimal Location of Constructed Wetlands in Vojvodina, Serbia
by: Sanja Antić, et al.
Published: (2023-09-01)

Spatio-temporal Analysis of Urban Growth and Its Effects on Wetlands in Rwanda: The Case of Rwampara Wetland in the City of Kigali
by: G. Rwanyiziri, et al.
Published: (2020-10-01)

A Genetic Geomorphic Classification System for Southern African Palustrine Wetlands: Global Implications for the Management of Wetlands in Drylands
by: Suzanne Grenfell, et al.
Published: (2019-11-01)

Mapping over 80 years of wetland sensitivity to human intervention. The spatial dynamics of the lakes and wetlands of the Jijia-Iași Wetlands Ramsar Site in 1935–2018
by: Andra-Cosmina Albulescu, et al.
Published: (2023-11-01)

Alteration of wetland resilience for the intermittently and permanently inundated wetland
by: Jianfei Wu, et al.
Published: (2024-01-01)

The Spatial Distribution of Wetland Preference of Vegetation in River Type Wetland Protected Area
by: Jong-Hak Yun, et al.
Published: (2024-12-01)

Modelling the Hydraulic Processes on Constructed Stormwater Wetland
by: Isri Ronald Mangangka
Published: (2017-03-01)

Disconnectivity matters: the outsized role of small ephemeral wetlands in landscape-scale nutrient retention
by: Frederick Y Cheng, et al.
Published: (2023-01-01)

Wetland Resources in South Africa: Threats and Metadata Study
by: Adeyemi O. Adeeyo, et al.
Published: (2022-06-01)

China promotes coastal wetland restoration to protect wetland ecosystems
by: Quansheng Wang, et al.
Published: (2025-03-01)

Multi-scale spatiotemporal wetland loss and its critical influencing factors in China determined using innovative grid-based GWR
by: Aohua Tian, et al.
Published: (2023-05-01)

Protecting Wetlands for our Common Future: Aspirations and Insights from Two Key Countries of the Global South
by: Héctor Aponte, et al.
Published: (2025-01-01)

Geospatial assessment of wetland soils for rice production in Ajibode using geospatial techniques
by: Tobore Anthony, et al.
Published: (2021-03-01)

Wetland Mapping and Landscape Analysis for Supporting International Wetland Cities: Case Studies in Nanchang City and Wuhan City
by: Geng Zhipeng, et al.
Published: (2023-01-01)

The effects of wetland features and their edges on waterfowl
by: Constantin ION, et al.
Published: (2024-06-01)

Assessment of the physicochemical properties of the sediment from the Gangetic floodplain wetlands of West Bengal, India, with GIS and a statistical approach
by: Basanta Kumar Das, et al.
Published: (2024-08-01)

Socioeconomic and Climate Effects on Changes in Wetlands in China during a Three-Decade Period of Rapid Growth
by: Ying Ge, et al.
Published: (2023-03-01)

Potential of Sample Migration and Explainable Machine Learning Model for Monitoring Spatiotemporal Changes of Wetland Plant Communities
by: Kaidong Feng, et al.
Published: (2024-01-01)

Interplay of Hydroperiod on Root Shear Strength for Coastal Wetlands
by: N. H. Jafari, et al.
Published: (2024-06-01)

Heterogeneity Effect of Human Disturbances on Landscape Patterns in the Yellow River Delta Wetland, China
by: HAN Zheng, LING Ziyan, DONG Li, ZHANG Aizhu, JING Cheng, LI Xinyan
Published: (2024-12-01)

Wetlands conservation in Beijing of China: Present status and development strategies
by: Lichun Mo, et al.
Published: (2023-01-01)

Wetland Preferences of Plants Distributed in Wetland Protection Areas on Jeju-do, Korea
by: Mi Ju Son, et al.
Published: (2024-12-01)

Coupling Coordination Relationship and Evolution Prediction of Water-Energy-Food-Wetland Systems: A Case Study of Jiangxi Province
by: Zhiyu Mao, et al.
Published: (2025-09-01)