Spatiotemporal Evolution and Differentiated Spatial Governance of Slope-Classified Cultivated Land Fragmentation in Rapid Urbanization: Machine Learning-Driven Insights from Guangdong Province

Rapid urbanization exerts immense pressure on cultivated land. Among these, slope-classified cultivated land (referring to cropland categorized by slope gradients) is especially vulnerable to fragmentation due to its ecological fragility, challenging utilization, and critical role in soil conservati...

وصف كامل

التفاصيل البيبلوغرافية
الحاوية / القاعدة:	Remote Sensing
المؤلفون الرئيسيون:	Mengyuan Su, Nuo Cheng, Yajuan Wang, Yu Cao
التنسيق:	مقال
اللغة:	الإنجليزية
منشور في:	MDPI AG 2025-08-01
الموضوعات:	cultivated land fragmentation slope gradient SHAP XGBoost differentiated cultivated land protection
الوصول للمادة أونلاين:	https://www.mdpi.com/2072-4292/17/16/2855

مواد مشابهة

Quantification and Driving Factors of Cultivated Land Fragmentation in Rapidly Urbanizing Area: A Case Study in Guangdong Province
حسب: Mengyuan Su, وآخرون
منشور في: (2024-07-01)

The Impact of Cultivated Land Fragmentation on Farmers’ Ecological Efficiency of Cultivated Land Use Based on the Moderating and Mediating Effects of the Cultivated Land Management Scale
حسب: Xianhui Hu, وآخرون
منشور في: (2024-10-01)

Spatio-Temporal Analysis of Cultivated Land from 2010 to 2020 in Long’an County, Karst Region, China
حسب: Jianhui Dong, وآخرون
منشور في: (2023-02-01)

Analyzing Spatio-Temporal Characteristics of Cultivated Land Fragmentation and Their Influencing Factors in a Rapidly Developing Region: A Case Study in Guangdong Province, China
حسب: Dongjie Wang, وآخرون
منشور في: (2022-10-01)

Changes in Cultivated Land Loss and Landscape Fragmentation in China from 2000 to 2020
حسب: Xue Wang
منشور في: (2022-05-01)

How does road networks impact cultivated land multifunctionality? The role of land fragmentation: evidence from Hubei Province, China
حسب: Fan Liu, وآخرون
منشور في: (2025-09-01)

Cascade DeepLab Net: A Method for Accurate Extraction of Fragmented Cultivated Land in Mountainous Areas Based on a Cascaded Network
حسب: Man Li, وآخرون
منشور في: (2025-02-01)

Spatiotemporal dynamics and driving forces of cultivated land in China
حسب: Xiaodong Zhang, وآخرون
منشور في: (2025-08-01)

Study of the Morphological Characteristics of Cultivated Land in Semiarid Sandy Areas
حسب: Xiangyu Zhao, وآخرون
منشور في: (2023-09-01)

Analysis of Cultivated Land Fragmentation and Its Influencing Factors in Northern China
حسب: Qianyu Nie, وآخرون
منشور في: (2024-12-01)

Multifunctional Evaluation and Spatio-temporal Evolution Analysis of Cultivated Land in Guangdong Province
حسب: Junmei ZANG, وآخرون
منشور في: (2025-01-01)

Analyzing Cultivated Land Protection Behavior From the Perspective of Land Fragmentation and Farmland Transfer: Evidence From Farmers in Rural China
حسب: Hua Lu, وآخرون
منشور في: (2022-04-01)

Spatio-temporal characteristics of cultivated land fragmentation in different landform areas with a case study in Northeast China
حسب: Fengkui Qian, وآخرون
منشور في: (2020-12-01)

Evaluation and Prediction of Cultivated Land Fragmentation Based on Landscape Pattern Index in Jizhou District of Tianjin City
حسب: Zhang Ge, وآخرون
منشور في: (2022-06-01)

Spatiotemporal Variation in Soil Health in Slope Farmlands in Hunan Province: Taking Fenghuang County as an Example
حسب: DONG Manhui, وآخرون
منشور في: (2022-12-01)

Is Cultivated Land Increased by Land Consolidation Sustainably Used in Mountainous Areas?
حسب: Jian Zhou, وآخرون
منشور في: (2022-12-01)

Analysis of the Spatial-Temporal Characteristics and Driving Factors of Cultivated Land Fragmentation Under the Expansion of Urban and Rural Construction Land: A Case Study of Ezhou City
حسب: Ke Feng, وآخرون
منشور في: (2024-11-01)

Evolutionary characteristics of sloping cultivated land under functional diversification in mountain areas: A case of Fengjie County, China
حسب: Wenxin Zhao, وآخرون
منشور في: (2024-04-01)

An Adjusted Landscape Ecological Security of Cultivated Land Evaluation Method Based on the Interaction between Cultivated Land and Surrounding Land Types
حسب: Yifang Wang, وآخرون
منشور في: (2023-04-01)

Quantifying and Mapping the Impact of Construction Land Expansion on Cultivated Land Fragmentation—A Case Study of Fuqing City, China
حسب: Xiaoran Yang, وآخرون
منشور في: (2025-01-01)

Heterogeneous Changes and Evolutionary Characteristics of Cultivated Land Fragmentation in Mountainous Counties and Townships in Southwest China: A Case Study of Beichuan Qiang Autonomous County
حسب: Mengqin Liu, وآخرون
منشور في: (2025-07-01)

Labor Endowment, Cultivated Land Fragmentation, and Ecological Farming Adoption Strategies among Farmers in Jiangxi Province, China
حسب: Jie Zhang, وآخرون
منشور في: (2022-05-01)

Accurate Identification of High-Potential Reserved Cultivated Land Resources: A Convolutional Neural Network-Based Intelligent Selection Framework Verified in Qinghai Province on the Qinghai–Tibet Plateau, China
حسب: Bohao Miao, وآخرون
منشور في: (2025-09-01)

Cultivated Land Demand and Pressure in Southeast Asia from 1961 to 2019: A Comprehensive Study on Food Consumption
حسب: Yuting Qin, وآخرون
منشور في: (2023-09-01)

An Alternative Method of Cultivated Land Identification and Its Actual Change from 2009 to 2019: A Case Study of Gaochun, China
حسب: Zhuoran Jiang, وآخرون
منشور في: (2023-02-01)

Research Progress and Prospects of Non-Grain Use of Cultivated Land in Marginalized Contexts
حسب: Li Shengfa, وآخرون
منشور في: (2025-05-01)

Impact of Short-Term Cultivation on Some Selected Properties of Sandy Soil in an Arid Environment
حسب: Salman A. H. Selmy, وآخرون
منشور في: (2022-10-01)

Spatial diversity of coupled synergistic paths of rural settlements and sloping cultivated land utilization in karst mountain areas of Southwest China: A case study of Huajiang Canyon
حسب: Linyu Yang, وآخرون
منشور في: (2025-07-01)

Will the Experience of Human–Wildlife Conflict Affect Farmers’ Cultivated Land Use Behaviour? Evidence from China
حسب: Zhongcheng Yan, وآخرون
منشور في: (2022-09-01)

Occupation of Cultivated Land for Urban–Rural Expansion in China: Evidence from National Land Survey 1996–2006
حسب: Yangbing Miao, وآخرون
منشور في: (2021-12-01)

Evaluation and Zoning of Cultivated Land Quality Based on a Space–Function–Environment
حسب: Fei Xu, وآخرون
منشور في: (2023-01-01)

Study on the spatial differentiation and driving factors of ‘Non-grain’ of cultivated land in Anyuan county
حسب: Chenhui Zhu, وآخرون
منشور في: (2025-01-01)

Coordinated Development Path of Cultivated Land Utilization in Henan Section of the Yellow River Basin
حسب: Yaohan Cheng, وآخرون
منشور في: (2023-07-01)

Analysis of the Spatial–Temporal Pattern of the Newly Increased Cultivated Land and Its Vulnerability in Northeast China
حسب: Guoming Du, وآخرون
منشور في: (2023-03-01)

Design of a spatial sampling scheme considering the spatial autocorrelation of crop acreage included in the sampling units
حسب: Di WANG, وآخرون
منشور في: (2018-09-01)

Research status, development trends, and the prospects of cultivated land risk
حسب: Zhenting Zhao, وآخرون
منشور في: (2023-09-01)

Estimation of Grain Crop Yields after Returning the Illegal Nurseries and Orchards to Cultivated Land in the Yangtze River Delta Region
حسب: Yirui Han, وآخرون
منشور في: (2022-11-01)

Spatial assessment of soil resources on different land uses and slope gradient as a planning tool, in Ferenjua watershed, Ethiopia
حسب: Atikilt Abera Alemayehu, وآخرون
منشور في: (2024-08-01)

Spatiotemporal Dynamics of Cultivated Land and Its Influences on Grain Production Potential in Hunan Province, China
حسب: De Yu, وآخرون
منشور في: (2020-12-01)

Analysis of cultivated land degradation in southern China: diagnostics, drivers, and restoration solutions
حسب: Yanqing Liao, وآخرون
منشور في: (2025-02-01)