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July 30, 2026Scientific ReportsOpen Access

Investigating spatial distribution characteristics and influencing factors of traditional villages in the Yellow River Basin from the perspective of human–land relationship

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Authors

ZLZongming LiuSPSiming Pei

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Overview

Randomized trial investigates spatial distribution in traditional villages, suggesting factors affecting placement and conservation efforts.

Key Points

  • This study aims to analyze the spatial distribution characteristics of traditional villages and the factors influencing them in the Yellow River Basin.
  • Utilized 2,022 traditional village points across nine regions.
  • Employed techniques like Nearest Neighbor Index, DBSCAN, Kernel Density Estimation, and Geodetector.
  • Analyzed spatial clustering and human-land interaction factors.
  • Villages exhibited a clustered distribution with a nearest neighbor ratio of 0.299, z-score of -61.16, p < 0.001.
  • DBSCAN identified seven clusters and 166 noise points.
  • Geodetector revealed national key cultural relic protection units had the highest influence (q = 0.1755).

Cite This Study

Liu et al. (2026) studied this question.

synapsesocial.com/papers/6a6af50460e2b924d3ea0928https://doi.org/10.1038/s41598-026-64227-y
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