A planning method for traditional villages based on natural language processing and geographic information systems

Abstract In the context of China’s rural revitalization, preventing the misallocation of national resources and identifying villages in urgent need of renewal have become critical goals. Existing planning methods often overlook how emotional perceptions influence environmental awareness and spatial...

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Bibliographic Details
Main Authors: Zongming Liu, Yue Zhu, Xiaoyu Zhang, Kongxi Zhu, Wei Hong
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-14269-5
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