Assessing the influence of geo-environmental factors on discontinuous gully erosion at regional scales: A case study of spoon gullies on the loess plateau of China DOI
Chenrui Li, Xin Yang, Yang Chen

et al.

Journal of Environmental Management, Journal Year: 2024, Volume and Issue: 373, P. 123940 - 123940

Published: Dec. 31, 2024

Language: Английский

CMAB: A Multi-Attribute Building Dataset of China DOI Creative Commons
Yecheng Zhang, Huimin Zhao, Ying Long

et al.

Scientific Data, Journal Year: 2025, Volume and Issue: 12(1)

Published: March 12, 2025

Rapidly acquiring three-dimensional (3D) building data, including geometric attributes like rooftop, height and orientations, as well indicative function, quality, age, is essential for accurate urban analysis, simulations, policy updates. Current datasets suffer from incomplete coverage of multi-attributes. This paper presents the first national-scale Multi-Attribute Building dataset (CMAB) with artificial intelligence, covering 3,667 spatial cities, 31 million buildings, 23.6 billion m² rooftops an F1-Score 89.93% in OCRNet-based extraction, totaling 363 m³ stock. We trained bootstrap aggregated XGBoost models city administrative classifications, incorporating morphology, location, function features. Using multi-source billions remote sensing images 60 street view (SVIs), we generated height, structure, style, quality each machine learning large multimodal models. Accuracy was validated through model benchmarks, existing similar products, manual SVI validation, mostly above 80%. Our results are crucial global SDGs planning.

Language: Английский

Citations

0
Enhancing Large-Area DEM modeling of GF-7 stereo imagery: Integrating ICESat-2 data with Multi-characteristic constraint filtering and terrain matching correction DOI

Kai Chen,

Wen Dai, Fayuan Li

et al.

International Journal of Applied Earth Observation and Geoinformation, Journal Year: 2025, Volume and Issue: 138, P. 104485 - 104485

Published: March 15, 2025

Language: Английский

Citations

0
A segmented approach to modeling building height: Delineating high-rise and low-rise buildings for enhanced height estimation DOI

Clinton Stipek,

Daniel Adams, Philipe Dias

et al.

Computers Environment and Urban Systems, Journal Year: 2025, Volume and Issue: 119, P. 102287 - 102287

Published: April 8, 2025

Language: Английский

Citations

0
Corrosion Failure Prediction in Natural Gas Pipelines Using an Interpretable XGBoost Model: Insights and Applications DOI
Lei Xu,

Shaomu Wen,

Hongfa Huang

et al.

Energy, Journal Year: 2025, Volume and Issue: unknown, P. 136157 - 136157

Published: April 1, 2025

Language: Английский

Citations

0
Assessing the influence of geo-environmental factors on discontinuous gully erosion at regional scales: A case study of spoon gullies on the loess plateau of China DOI
Chenrui Li, Xin Yang, Yang Chen

et al.

Journal of Environmental Management, Journal Year: 2024, Volume and Issue: 373, P. 123940 - 123940

Published: Dec. 31, 2024

Language: Английский

Citations

1