Identification and Optimization of Urban Avian Ecological Corridors in Kunming: Framework Construction Based on Multi-Model Coupling and Multi-Scenario Simulation
Abstract
1. Introduction
2. Methodology
2.1. Study Area
2.2. Data Sources and Processing
2.2.1. Avian Data
2.2.2. Model Data
2.3. Research Framework
2.4. Identification of Ecological Source Sites
2.4.1. InVEST Ecosystem Services
- (1)
- Soil conservation formula:
- (2)
- Water conservation formula:
- (3)
- Carbon sequestration formula:
- (4)
- Habitat quality formula:
2.4.2. GIS Ecological Sensitivity Analysis
2.4.3. Spatial Pattern Analysis of MSPA Morphology
2.5. Resistance Surface Construction
2.5.1. Resistance Factor Identification
2.5.2. Comprehensive Resistance Surface Construction
2.6. Identification of Ecological Corridors and Ecological Nodes
2.7. Optimize the Ecological Corridor Network
2.7.1. Adding Ecological Stepping Stones
2.7.2. Improvement of Ecological Barrier Sites
2.7.3. Modeling Ecological Pinch Point Degradation
3. Results
3.1. Bird Species and Ecological Source Identification
3.2. Identification of Integrated Resistance Surfaces and Ecological Corridors
3.3. Ecological Corridor Networks for Multi-Scenario Modeling
4. Discussion
4.1. Ecological Source Area Identification Based on a Combination of Factors
4.2. Identification of Ecological Corridors Based on a Combination of Factors
4.2.1. Ecological Corridor Identification
4.2.2. Identifying Ecological Pinch Points and Barriers
4.2.3. Avian Species-Specific Utilization Patterns in Ecological Corridors
4.3. Optimization Strategy Based on Multi-Scenario Simulation
4.3.1. Optimization Strategy Recommendations Under Multi-Scenario Simulation Frameworks
4.3.2. Implementation Pathways for Simulated Optimization Strategies
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Urban Green Space Zoning | Number | Sample Name | East Longitude | Northern Latitude | Urban Green Space Zoning | Number | Sample Name | East Longitude | Northern Latitude |
---|---|---|---|---|---|---|---|---|---|
Panlong District | 1 | Yunnan map B region | 102.759835 | 25.0876 | Xishan District | 99 | Grand View Park—Yu Garden | 102.675333 | 25.021333 |
2 | Kunming Botanical Garden | 102.749253 | 25.144056 | 100 | Lakeside Ecological Wetland Park | 102.669333 | 24.966333 | ||
3 | Expo eco-city | 102.767805 | 25.086325 | 101 | Wujiadui Wetland Park | 102.6923 | 24.9963 | ||
4 | Golden Hall Park | 102.778053 | 25.091071 | 102 | 300 m northeast of Zhangmei Village Pier | 102.663377 | 24.983377 | ||
5 | Kunming Botanical Garden | 102.748829 | 25.148032 | 103 | Kunming West Zhixuan Holiday Inn | 102.679641 | 25.050374 | ||
6 | Yunnan Forest Nature Center | 102.808253 | 25.093439 | 104 | Xishan Scenic Spot—Kunming Xishan Forest Park | 102.644333 | 24.993333 | ||
7 | Yunnan Academy of Forestry | 102.753463 | 25.151988 | 105 | Panlong River Changlin | 102.695639 | 24.958128 | ||
8 | Kunming Branch of the Chinese Academy of Sciences | 102.745373 | 25.143676 | 106 | Grand View Park—Yu Garden | 102.682333 | 24.970333 | ||
9 | Kunming Zhongnong Organic Agriculture Certification demonstration base, 100 m west | 102.754738 | 25.11077 | 107 | Lakeside Ecological Wetland Park | 102.694592 | 24.826829 | ||
10 | Golden Hall Park | 102.767143 | 25.071602 | 108 | Wujiadui Wetland Park | 102.644333 | 24.993333 | ||
11 | Kunming Botanical Garden—Fuli Palace | 102.751077 | 25.086333 | 109 | 300 m northeast of Zhangmei Village Pier | 102.690333 | 24.972333 | ||
12 | East Garden of Kunming Botanical Garden | 102.752396 | 25.140271 | 110 | Kunming West Zhixuan Holiday Inn | 102.622333 | 24.973333 | ||
13 | Kunming World Horticultural Exposition Park | 102.77101 | 25.059675 | 111 | The Caohai lakeside wetland of Dianchi Lake | 102.675333 | 24.998333 | ||
14 | Expo Eco-City South District | 102.770317 | 25.053324 | 112 | Daguan Tower | 102.678377 | 25.023522 | ||
15 | World Horticultural Expo Park | 102.77101 | 25.059675 | 113 | Xishan scenic area, Yulan Garden, north | 102.644333 | 24.994333 | ||
16 | Waterfall Park | 102.70373 | 25.122392 | 114 | Nie Er Memorial Hall | 102.688333 | 24.975333 | ||
17 | Kunming University of Science and Technology Xinying campus | 102.785177 | 25.042776 | 115 | Haigeng dam | 102.692333 | 24.975333 | ||
18 | Kunming World Horticultural Exposition Park | 102.77101 | 25.059675 | 116 | No.1 Inpatient Building, The First Affiliated Hospital of Kunming Medical University | 102.690333 | 25.030333 | ||
19 | Expo Eco-City Banshan Neighborhood | 102.77021 | 25.05521 | 117 | Longmen Village, Kunming City | 102.640333 | 24.988333 | ||
20 | Expo eco-city | 102.770317 | 25.053324 | 118 | Xi Hua Yuan | 102.690813 | 25.028415 | ||
21 | Zhujiashan | 102.759143 | 25.050717 | 119 | Longjiang Park | 102.723861 | 24.99614 | ||
22 | Huanglongqing Resort | 102.765 | 25.065 | 120 | Huaxia Tianjing Bay | 102.667427 | 24.998344 | ||
23 | Jinguishan sightseeing park, bird valley | 102.829457 | 25.091622 | 121 | Haihong Wetland Park | 102.692491 | 24.960412 | ||
24 | Longchuan Bridge Forest Park | 102.797045 | 25.141371 | 122 | Avant-garde Road West | 102.699177 | 24.997614 | ||
25 | Kunming Institute of Zoology, Chinese Academy of Sciences | 102.7493 | 25.0852 | 123 | Yongchang wetland | 102.659037 | 24.992885 | ||
26 | Tanhua Temple (opposite to Jinyuan residential area, Tongxing Group, Tanhua Road) | 102.792 | 25.033 | 124 | The famous city of Biji | 102.677076 | 25.041194 | ||
27 | Tuanshan | 102.781222 | 25.208543 | 125 | Fivestars Garden | 102.675867 | 25.048306 | ||
28 | Manzhewa | 102.786343 | 25.076714 | 126 | Grand View Park South Garden | 102.677333 | 25.022333 | ||
29 | Kunming Botanical Garden West Garden | 102.748863 | 25.144512 | Cheng gong District | 127 | Jiangwei | 102.790998 | 24.883766 | |
30 | Kunming University of Science and Technology Xinying Campus | 102.785177 | 25.042776 | 128 | Wulong Chuen Temple | 102.79385 | 24.863009 | ||
31 | Yingchun Yayuan ecological villa | 102.831162 | 25.099388 | 129 | Ancient Dian Boutique Wetland Park | 102.751338 | 24.779033 | ||
32 | Zhujiashan, Shuanglong Street | 102.759143 | 25.050717 | 130 | Along the fishing river | 102.778945 | 24.829072 | ||
33 | Yunnan Fengzeyuan Botanical Garden | 102.698343 | 25.114343 | 131 | Yunnan University Zehu | 102.851535 | 24.837137 | ||
34 | Huanglongtan Ecological Park | 102.868108 | 25.246757 | 132 | Xinghu Bay | 102.800875 | 24.864377 | ||
35 | Songhuaba Reservoir | 102.714722 | 25.145556 | 133 | Lao Yu River Wetland Park | 102.776119 | 24.827499 | ||
36 | Bailongtan | 102.843908 | 25.233517 | 134 | Yunnan University Lixian Building | 102.855585 | 24.838663 | ||
37 | Kunming University of Science and Technology | 102.785177 | 25.042776 | 135 | Guangtian East Road, Yunnan University | 102.859031 | 24.836355 | ||
38 | Tanhua Temple Park | 102.791997 | 25.033334 | 136 | Dounan wetland | 102.774341 | 24.900178 | ||
39 | Jindian reservoir | 102.764333 | 25.079333 | 137 | Yunnan University Zehu | 102.851535 | 24.837137 | ||
40 | Bailongt | 102.783333 | 25.028333 | 138 | Dounan street Jiangwei village | 102.788673 | 24.882152 | ||
41 | Dianwei Village | 102.745333 | 25.111333 | 139 | Jiangwei Village | 102.790998 | 24.883766 | ||
42 | Southwest Forestry University arboretum | 102.779167 | 25.046389 | 140 | Dounan Street house bay | 102.783357 | 24.88355 | ||
43 | Black Dragon Pool Park | 102.757024 | 25.148149 | 141 | University Station Metro Station | 102.773314 | 24.925233 | ||
44 | Jindian Forest Park | 102.777899 | 25.090123 | 142 | Dounan street Jiangwei village | 102.763737 | 24.976697 | ||
45 | Waterfall Park | 102.771 | 25.133329 | 143 | Yupu Cold Spring Forest Ecological Wetland Park | 102.773337 | 24.907337 | ||
46 | Tanhua Temple | 102.75633 | 25.052291 | 144 | College station | 102.773333 | 24.92 | ||
47 | Baiyi Temple | 102.746359 | 25.069727 | 145 | Ma Jinpu Street, Yangliuchong | 102.678363 | 24.894337 | ||
48 | Low-carbon center | 102.763289 | 25.087632 | 146 | Yangwangsan | 102.673333 | 24.946667 | ||
49 | Drum Tower Park | 102.718834 | 25.053474 | 147 | Venice Hotel Kunming | 102.816895 | 24.787264 | ||
50 | The Golden Juice River Bridge | 102.757703 | 25.120348 | 148 | Dounan street office, Jiangwei community neighborhood committee | 102.763737 | 24.976697 | ||
51 | Sunflower Commune | 102.726586 | 25.080815 | 149 | Lo Yu River | 102.778945 | 24.829072 | ||
52 | Muyang River | 102.822972 | 25.297208 | 150 | Tuyere village | 102.694772 | 24.944693 | ||
Wuhua District | 53 | Cuihu Park | 102.710169 | 25.054743 | 151 | Yunnan University | 102.77314 | 24.922237 | |
54 | Maitreya Temple Park | 102.705649 | 25.036663 | 152 | Along the fishing river | 102.779132 | 24.830684 | ||
55 | Lotus Pond | 102.707553 | 25.067459 | 153 | Lorong Park | 102.825836 | 24.895635 | ||
56 | Changzhong Mountain Ecological Park | 102.711363 | 25.120145 | 154 | Ginkgo Park | 102.82764 | 24.779937 | ||
57 | Kunming Zoo | 102.71679 | 25.059918 | 155 | Yupu Park | 102.823795 | 24.79626 | ||
58 | North City Lotus Pond Moonlight west | 102.728565 | 25.099512 | 156 | TV tower line | 102.879208 | 24.757029 | ||
59 | Crescent Lake Park | 102.732874 | 25.096864 | 157 | Municipal administrative center | 102.842814 | 24.884307 | ||
60 | Kunming Zoo—Yutong Mountain | 102.717712 | 25.058963 | 158 | The Fish River Park | 102.776119 | 24.827499 | ||
61 | Forest Hubei 150 m | 102.635483 | 24.962334 | 159 | Blue Light Joy City | 102.780818 | 24.89808 | ||
62 | Kunming Zoo, 50 m northeast of Yuantong Mountain | 102.708372 | 25.049627 | 160 | Langxi Street | 102.87024 | 24.854228 | ||
63 | Jinniu Park | 102.700293 | 25.042605 | 161 | Luoyang Street | 102.837082 | 24.908072 | ||
64 | Yunnan Provincial People’s Government | 102.70293 | 25.041619 | 162 | Dounan Wetland Park | 102.774341 | 24.900178 | ||
65 | Garden | 102.637703 | 25.120856 | 163 | Haiyan Village | 102.73339 | 24.947333 | ||
66 | Donglu Campus of Yunnan University | 102.700609 | 25.034834 | 164 | Xinghu Bay (No.258 Haihu Road, Kunming) | 102.673312 | 24.872537 | ||
67 | West Zhuahene Street Pear Pass | 102.60706 | 25.11639 | Guandu District | 165 | Kunming Haidong Wetland Park | 102.736942 | 24.927936 | |
68 | Hongpo Reservoir | 102.6693 | 25.0623 | 166 | Baofeng Wetland Park | 102.73292 | 24.933701 | ||
69 | Yuantong Mountain Zoo | 102.708062 | 25.04926 | 167 | Guandu Street Baofeng | 102.729607 | 24.936855 | ||
70 | Lihuaqing | 102.60706 | 25.11639 | 168 | Baofeng | 102.729595 | 24.936318 | ||
71 | Countrypark | 102.624433 | 25.074668 | 169 | Guandu Street Baofeng village | 102.727086 | 24.936163 | ||
72 | Saikyoji | 102.745885 | 25.114013 | 170 | Baofeng Wetland Park—Baoxang River into the lake estuary wetland | 102.731816 | 24.928483 | ||
73 | Bozhong Garden | 102.683735 | 25.095646 | 171 | Xinghai Peninsula Wetland Park | 102.694296 | 24.952984 | ||
74 | Jintai International | 102.679877 | 25.069866 | 172 | Kunming Dianchi Baofeng Wetland Park | 102.732189 | 24.93396 | ||
75 | Crystal Seol | 102.704204 | 25.079893 | 173 | Liujia street, Qinghe village | 102.691026 | 24.942453 | ||
76 | Wuhua Plaza | 102.712544 | 25.050389 | 174 | Fubao wetland | 102.701151 | 24.936674 | ||
77 | Sumishan Park | 102.664352 | 25.097941 | 175 | Kunming Xinghai Peninsula Wetland Park | 102.694296 | 24.952984 | ||
78 | Crescent Lake Park | 102.732874 | 25.096864 | 176 | Kunming Dianchi Baofeng Wetland Park | 102.708349 | 24.929352 | ||
79 | Kunming Zoo (92 Qingnian Road, Kunming City) | 102.708062 | 25.04926 | 177 | Baofeng Wetland Park | 102.708349 | 24.929352 | ||
Xishan District | 80 | News Road Book Market (News Road Store) | 102.694816 | 25.040655 | 178 | Changshui Airport | 102.97577 | 25.119272 | |
81 | Kunming Dianchi National Tourism Resort | 102.6706 | 24.988083 | 179 | Baofeng Side | 102.708349 | 24.929352 | ||
82 | Huiwan wetland | 102.656761 | 24.914068 | 180 | Helen International, 4 Hyde area | 102.739067 | 24.902235 | ||
83 | Longniwan | 102.652541 | 24.791456 | 181 | Haidong Wetland Park | 102.719394 | 24.923222 | ||
84 | Hongjia Village | 102.695535 | 24.957482 | 182 | Kunming Dianchi Baofeng Wetland Park | 102.708349 | 24.929352 | ||
85 | Baozhu Ecological Park | 102.633451 | 25.045769 | 183 | Light Flight Collection Hotel Kunming | 102.927431 | 25.122292 | ||
86 | Light Bay | 102.649002 | 24.925581 | 184 | Baofeng Wetland Park—Baoxang River into the lake estuary wetland | 102.708349 | 24.929352 | ||
87 | Haigeng Park | 102.665263 | 24.966196 | 185 | Guandu Forest Park | 102.757755 | 25.014273 | ||
88 | Biji Road (North of Lehaiche City) | 102.631499 | 25.000938 | 186 | Helen International | 102.739067 | 24.902235 | ||
89 | Caohai tunnel | 102.672041 | 25.017698 | 187 | Xiliangtang Wetland | 102.742937 | 24.941968 | ||
90 | Scenic Road (inside Dianchi Dam) | 102.656928 | 24.987938 | 188 | Ruyi Park | 102.759789 | 24.971024 | ||
91 | Biji Road (East of Education and Training Center of Kunming Transportation Bureau) | 102.636284 | 25.014742 | 189 | Dongjiawan | 102.745758 | 25.041025 | ||
92 | Hongjia Village | 102.665 | 25.023 | 190 | Jerlin Park | 102.732438 | 25.028173 | ||
93 | Yunnan Highway development and Investment Company, Kunming west management office, east | 102.634121 | 25.005992 | 191 | Romma Road | 102.731312 | 24.941083 | ||
94 | Ma Street, Puping village | 102.639 | 25.021 | 192 | Dongxu Juncheng | 102.786878 | 25.033786 | ||
95 | Kunming Sunac Sea World | 102.629 | 25.005 | 193 | Shut down the rule of law | 102.741398 | 25.031417 | ||
96 | Kunming Daguan Park—South Garden | 102.677333 | 25.022333 | 194 | Jinshu Spring Ribbon Park | 102.746014 | 25.045171 | ||
97 | Dianchi Fortress-Ziying (South of Wanda Avenue) | 102.673333 | 24.970333 | 195 | New house | 102.734323 | 24.904333 | ||
98 | Lakeside Ecological Wetland Park | 102.669333 | 24.966333 |
Classification Basis | Avian Species | Percentage (%) | Typical Species |
---|---|---|---|
Migratory behavior | Resident bird | 64.72% | Pycnonotus xanthorrhous, Passer domesticus, Egretta garzetta |
Migratory bird | 35.28% | Chroicocephalus ridibundus, Hirundo rustica, Phylloscopus proregulus | |
Habitat preference | Woodland birds | 39.87% | Pycnonotus xanthorrhous, Aegithalos concinnus, Zosterops japonicus |
Wetland birds | 37.63% | Chroicocephalus ridibundus, Egretta garzetta, Motacilla alba | |
Open-country Birds | 22.50% | Passer domesticus, Pycnonotus aurigaster, Copsychus saularis | |
Migratory ability | Low-mobility Species | 47.29% | Pycnonotus xanthorrhous, Passer domesticus, Aegithalos concinnus |
Moderate migrants | 9.19% | Gallinula chloropus, Motacilla alba, Zosterops japonicus | |
Long-distance migrants | 43.52% | Chroicocephalus ridibundus, Egretta garzetta, Hirundo rustica |
Digital Model | Data Classification | Data Type | Data Source | Spatial Resolution |
---|---|---|---|---|
InVEST Ecosystem Services | \ | Land use type | Data Center for Resources and Environmental Sciences, Chinese Academy of Sciences (https://www.resdc.cn/) | 30 m |
Traffic network | 1 km | |||
Watershed boundary | 1 km | |||
Density of the river network | \ | |||
Evaporation capacity | \ | |||
Precipitation | \ | |||
Ecological sensitivity of GIS | Climate sensitivity | Mean air temperature | Data Center for Resources and Environmental Sciences, Chinese Academy of Sciences (https://www.resdc.cn/) | 1 km |
Relative humidity | 1 km | |||
Mean annual precipitation | National Oceanic and Atmospheric Administration (https://www.noaa.gov/) | 1 km | ||
Geological sensitivity | Elevation | Geospatial Data Cloud (http://www.gscloud.cn/) | 30 m | |
Slope | Based on elevation data extracted from ArcGIS | 30 m | ||
Aspect of slope | 30 m | |||
Relief of relief | 30 m | |||
Topographic roughness | 30 m | |||
Surface cutting depth | 30 m | |||
Natural resource sensitivity | Stream density buffer | Based on elevation data extracted from ArcGIS | 30 m | |
Lake extent | Geospatial Data Cloud (http://www.gscloud.cn/) | 30 m | ||
Soil type | Data Center for Resources and Environmental Sciences, Chinese | 30 m | ||
Land use type | 30 m | |||
Vegetation coverage | National Data Center for Ecological Sciences (http://www.nesdc.org.cn/) | 30 m | ||
Human interference sensitivity | Road density | Data Center for Resources and Environmental Sciences, Chinese Academy of Sciences (https://www.resdc.cn/) | 30 m | |
Population density | ORNL Landscn (https://landscan.ornl.gov/citations (accessed on 10 June 2025)) | 30 m | ||
Morphological spatial analysis of MSPA | / | Land use type | Data Center for Resources and Environmental Sciences, Chinese Academy of Sciences (https://www.resdc.cn/) | 30 m |
Resistance Factors | Resistance Value | Drag Coefficient | Weight |
---|---|---|---|
Slope | 0–6.09 | 10 | 0.0268 |
6.09–13.06 | 30 | ||
13.06–21.19 | 50 | ||
21.19–31.92 | 70 | ||
31.92–74.30 | 90 | ||
NDVI | 7893–9999 | 10 | 0.3302 |
6021–7893 | 30 | ||
3704–6021 | 50 | ||
797–3704 | 70 | ||
−3698–797 | 90 | ||
NDWI | 0.40–0.89 | 10 | 0.0348 |
0.06–0.40 | 30 | ||
−0.33–0.06 | 50 | ||
−0.55 + 0.33 | 70 | ||
−0.86 + 0.55 | 90 | ||
Land use type | Forest land | 10 | 0.3257 |
Meadow | 30 | ||
Waters | 50 | ||
Plowland | 70 | ||
Residential land | 90 | ||
Distance from the road | >1500 m | 10 | 0.1112 |
1000–1500 m | 30 | ||
500–1000 m | 50 | ||
200–500 m | 70 | ||
<200 m | 90 | ||
Building height | 3.50–14 m | 10 | 0.0467 |
14–31.5 m | 30 | ||
31.5–56 m | 50 | ||
56–91 m | 70 | ||
91–140 m | 90 | ||
Population density | 0.04–27.79 | 10 | 0.1246 |
27.79–104.11 | 30 | ||
104.11–360.82 | 50 | ||
360.82–825.68 | 70 | ||
825.68–1776.20 | 90 |
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Share and Cite
Zhang, X.; Zhang, Z. Identification and Optimization of Urban Avian Ecological Corridors in Kunming: Framework Construction Based on Multi-Model Coupling and Multi-Scenario Simulation. Diversity 2025, 17, 427. https://doi.org/10.3390/d17060427
Zhang X, Zhang Z. Identification and Optimization of Urban Avian Ecological Corridors in Kunming: Framework Construction Based on Multi-Model Coupling and Multi-Scenario Simulation. Diversity. 2025; 17(6):427. https://doi.org/10.3390/d17060427
Chicago/Turabian StyleZhang, Xiaoli, and Zhe Zhang. 2025. "Identification and Optimization of Urban Avian Ecological Corridors in Kunming: Framework Construction Based on Multi-Model Coupling and Multi-Scenario Simulation" Diversity 17, no. 6: 427. https://doi.org/10.3390/d17060427
APA StyleZhang, X., & Zhang, Z. (2025). Identification and Optimization of Urban Avian Ecological Corridors in Kunming: Framework Construction Based on Multi-Model Coupling and Multi-Scenario Simulation. Diversity, 17(6), 427. https://doi.org/10.3390/d17060427