journal article·2024-05-10Open access

Applications of Machine Learning in National Territory Spatial Planning

Bing Xue, Yaotian Xu, Jun Yang, Xiangming Xiao

Applied Sciences· Volume 14· Issue 10

Abstract

National territory spatial planning guides national spatial development and the spatial blueprint of sustainable development [...]
Only a short abstract or summary was supplied by the source.
Source: crossref · Quality: short

Research context

OpenAlex topics: Human Mobility and Location-Based Analysis · Geographic Information Systems Studies · Land Use and Ecosystem Services

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Institute of Applied Ecology, Chinese Academy of Sciences, Shenyang 110016, China

National-Local Joint Engineering Laboratory of Contaminated Soil Remediation by Bio-Physicochemical Synergistic Process, Shenyang 110016, China

University of the Chinese Academy of Sciences, Beijing 100049, China

Jangho Architecture College, Northeastern University, Shenyang 110169, China

Department of Microbiology and Plant Biology, Center for Earth Observation and Modeling, University of Oklahoma, Norman, OK 73019-5300, USA

Funding

Chinese Academy of Sciences · Science and Technology Plan Project of Liaoning Province · Major Special Project for Science and Technology Innovation of Liaoning Province · Youth Program for Regional Development of the Chinese Academy of Sciences

References (22)

Show source-provided references
1. Theory of Climate Resilience, Disaster Adaptation, and Flood Mitigation in Territorial Spatial Planning Systems: A Case Study of the Fujian Delta Region
2. From Spatial Blueprint to Regulatory Planning: Practice and Exploration of Municipal Land Space Master Planning
3. Strategy and Practice of Territorial Space District Planning in the Yellow River Basin from the Perspective of High Quality Development: Southern Mountainous Area of Jinan City
4. Transformation from Spatial Planning System to Territorial Space System: Analyzing the Trend of Territorial Space Governance under the Construction of Territorial Space System
5. Territorial Space Comprehensive Reorganization Planning for Refined Governance of Rural Revitalization
6. Theoretical Foundations on Territorial Space Planning
7. Review, Reflection and Prospect of Ecological Spatial Planning in China—Based on the Background of Land Spatial Planning System
8. Data-driven Territorial Space Planning: Theory, Paradigm and Trends
9. Sensing Urban Dynamics by Fusing Multi-sourced Spatiotemporal Big Data
10. The Sensable City: A Survey on the Deployment and Management for Smart City Monitoring10.1109/COMST.2018.2881008 ↗
11. Evaluation Index System Construction and Empirical Analysis on Food Security in China
12. Study of Typical Arid Crops Classification Based on Machine Learning
13. Trends and Prospects of Food Security Monitoring and Early Warning Research Based on Big Data Technology
14. The Concept Evolution, Connotation Construction and Institutional Framework Innovation of Smart Society
15. Urban spatial structural change and transformation in the new era
16. Modeling self-organized urban growth by incorporating stakeholders’ interactions into the neighborhood of cellular automata10.1016/j.cities.2024.104976 ↗
17. Spatio-temporal Modeling of Parcel-level Land-Use Changes Using Machine Learning Methods10.1016/j.scs.2023.104390 ↗
18. Forecasting the Evolution of Fast-changing Transportation Networks Using Machine Learning10.1038/s41467-022-31911-2 ↗
19. Machine Learning in Landscape Ecological Analysis: A Review of Recent Approaches10.1007/s10980-021-01366-9 ↗
20. Coupling Machine Learning, Tree-based and Statistical Models with Cellular Automata to Simulate Urban Growth10.1016/j.compenvurbsys.2017.04.002 ↗
21. On Big Data, Artificial Intelligence and Smart Cities10.1016/j.cities.2019.01.032 ↗
22. From Informational Empowerment to Comprehensive Empowerment: Exploring the Ideas of Smart Territorial Spatial Planning