Spatial Distribution of Ethnic Villages in the Mountainous Region of Northwest Yunnan and Their Relationship with Natural Factors
Abstract
:1. Introduction
2. Research Scope and Data Sources
2.1. Study Area
2.2. Data Sources
3. Research Methods
3.1. Average Nearest Neighbour Index
3.2. Kernel Density Analysis
3.3. GeoDetector
4. Results
4.1. Spatial Distribution Characteristics of Ethnic Villages
4.1.1. Spatial Distribution Types
4.1.2. Spatial Distribution Density and Patterns
4.2. Relationship between the Spatial Distribution of Ethnic Villages in the Mountainous Region of Northwest Yunnan and the Natural Environment
4.2.1. The Relationship between the Spatial Distribution of Ethnic Villages and Topography
4.2.2. Relationship between the Spatial Distribution of Ethnic Villages and River Buffer Zone
4.2.3. Relationship between the Spatial Distribution of Ethnic Villages and Climate
4.2.4. Relationship between the Spatial Distribution of Ethnic Villages and Ecosystem
4.3. Quantification of the Influence of Natural Factors
5. Discussion
5.1. Spatial Distribution Characteristics
5.2. Relationship between the Spatial Distribution of Ethnic Villages, the Natural Environment, and the History of Ethnic Groups
5.3. Relationship between Spatial Distribution of Ethnic Villages and Livelihood Strategies
5.4. The Relationship between Natural Environmental Factors and Ethnic Differentiation
6. Conclusions and Future Work
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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q Statistic | Elevation | Slope | River Buffer Zone | Average Annual Temperature | Annual Precipitation | Ecosystem |
---|---|---|---|---|---|---|
Tibetan villages | 0.055 | 0.047 | 0.011 | 0.069 | 0.064 | 0.102 |
Lisu villages | 0.102 | 0.085 | 0.022 | 0.086 | 0.459 | 0.012 |
Multi-ethnic villages | 0.110 | 0.011 | 0.005 | 0.140 | 0.483 | 0.009 |
Natural Environmental Factors | Elevation | Slope | River Buffer Zone | Average Annual Temperature | Annual Precipitation | Ecosystem |
---|---|---|---|---|---|---|
Elevation | 0.055 | |||||
Slope | 0.148 | 0.047 | ||||
River buffer zone | 0.114 | 0.080 | 0.011 | |||
Average annual temperature | 0.122 | 0.143 | 0.137 | 0.069 | ||
Annual precipitation | 0.162 | 0.160 | 0.094 | 0.184 | 0.064 | |
Ecosystem | 0.192 | 0.177 | 0.134 | 0.200 | 0.201 | 0.102 |
Natural Environmental Factors | Elevation | Slope | River Buffer Zone | Average Annual Temperature | Annual Precipitation | Ecosystem |
---|---|---|---|---|---|---|
Elevation | 0.102 | |||||
Slope | 0.224 | 0.085 | ||||
River buffer zone | 0.134 | 0.123 | 0.022 | |||
Average annual temperature | 0.122 | 0.197 | 0.112 | 0.086 | ||
Annual precipitation | 0.537 | 0.486 | 0.480 | 0.501 | 0.459 | |
Ecosystem | 0.124 | 0.103 | 0.049 | 0.112 | 0.471 | 0.012 |
Natural Environmental Factors | Elevation | Slope | River Buffer Zone | Average Annual Temperature | Annual Precipitation | Ecosystem |
---|---|---|---|---|---|---|
Elevation | 0.110 | |||||
Slope | 0.128 | 0.011 | ||||
River buffer zone | 0.139 | 0.027 | 0.005 | |||
Average annual temperature | 0.167 | 0.159 | 0.169 | 0.140 | ||
Annual precipitation | 0.506 | 0.506 | 0.493 | 0.513 | 0.483 | |
Ecosystem | 0.123 | 0.035 | 0.041 | 0.159 | 0.498 | 0.009 |
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Liu, S.; Li, X.; Lin, Q.; Qiu, J. Spatial Distribution of Ethnic Villages in the Mountainous Region of Northwest Yunnan and Their Relationship with Natural Factors. Sustainability 2023, 15, 12307. https://doi.org/10.3390/su151612307
Liu S, Li X, Lin Q, Qiu J. Spatial Distribution of Ethnic Villages in the Mountainous Region of Northwest Yunnan and Their Relationship with Natural Factors. Sustainability. 2023; 15(16):12307. https://doi.org/10.3390/su151612307
Chicago/Turabian StyleLiu, Shan, Xuhua Li, Qing Lin, and Jiang Qiu. 2023. "Spatial Distribution of Ethnic Villages in the Mountainous Region of Northwest Yunnan and Their Relationship with Natural Factors" Sustainability 15, no. 16: 12307. https://doi.org/10.3390/su151612307
APA StyleLiu, S., Li, X., Lin, Q., & Qiu, J. (2023). Spatial Distribution of Ethnic Villages in the Mountainous Region of Northwest Yunnan and Their Relationship with Natural Factors. Sustainability, 15(16), 12307. https://doi.org/10.3390/su151612307