植物生态学报 ›› 2025, Vol. 49 ›› Issue (12): 2030-2042.DOI: 10.17521/cjpe.2024.0449 cstr: 32100.14.cjpe.2024.0449
收稿日期:2024-12-11
接受日期:2025-09-09
出版日期:2025-12-20
发布日期:2025-12-29
通讯作者:
*王博杰(wbj8383@163.com)基金资助:
WANG Xing-Qi, FAN Yu-Yang, ZHANG Wei-Chen, WANG Bo-Jie*(
)
Received:2024-12-11
Accepted:2025-09-09
Online:2025-12-20
Published:2025-12-29
Supported by:摘要:
构建生态安全格局是半干旱区可持续发展的重要途径和保障。该研究以浑善达克沙地为研究对象, 旨在为半干旱区生态保护和构建生态安全格局提供一种耦合“生态系统服务-景观形态-机器学习-电路理论”的新思路, 并针对生态核心区、修复区和改善区, 提出了以水与生态可持续利用为核心的环境管理优化策略。该研究在“生态源地-阻力面-生态廊道”生态安全格局构建范式的指导下, 基于6项关键生态系统服务(肉类供给、产水量、固碳服务、土壤保持、防风固沙和生境质量)物质量评估结果, 结合形态学空间格局分析确定核心区和水域作为生态源地, 采用随机森林模型和空间运算生成阻力面, 应用电路理论实现对生态廊道和关键节点的识别, 构建浑善达克沙地生态安全格局并提出分区优化建议。主要结果: (1)浑善达克沙地生态源地面积共4 674.17 km2, 占总面积的14.96%, 主要集中在东部地区; 中部地区的生态源地呈碎片化。(2)识别生态廊道51条, 总长度为1 351.66 km; 生态节点57个, 主要分布在中南部和北部狭长廊道。(3)完成浑善达克沙地自东向西的“源水连修”生态安全格局构建及其优化。
王惺琪, 范宇阳, 张维琛, 王博杰. 基于生态系统服务和景观形态的浑善达克沙地生态安全格局. 植物生态学报, 2025, 49(12): 2030-2042. DOI: 10.17521/cjpe.2024.0449
WANG Xing-Qi, FAN Yu-Yang, ZHANG Wei-Chen, WANG Bo-Jie. Investigation on the ecological security pattern of Hunshandake Sandy Land considering ecosystem services and landscape morphology. Chinese Journal of Plant Ecology, 2025, 49(12): 2030-2042. DOI: 10.17521/cjpe.2024.0449
图1 浑善达克沙地海拔、土地利用概况及归一化植被指数(NDVI)。图中NDVI为0的区域为非植被区域。
Fig. 1 Overview of altitude, land use and Normalized Difference Vegetation Index (NDVI) of the Hunshandake Sandy Land. The areas with NDVI of 0 in the figure are all non-vegetated areas.
| 数据类型 Data type | 空间分辨率 Spatial resolution (m) | 数据来源 Data source |
|---|---|---|
| 数字高程 Digital Elevation Model | 30 | 地理空间数据云 Geospatial Data Cloud ( |
| 土地利用类型 Land use type | 30 | 资源与环境科学数据平台 Chinese Resource and Environment Science Data Platform ( |
| 归一化植被指数 Normalized Difference Vegetation Index | 250 | 美国国家航空航天局(NASA)地球数据中心 NASA’s Earth Science Data Systems Program ( |
| 气象数据 Meteorological data | 250 | 中国国家气象中心 China Meteorological Data Service Centre ( |
| 土壤类型 Soil type | 1 000 | 联合国粮食及农业组织土壤数据 Harmonized World Soil Database ( |
| 人口 Population | 1 000 | LandScan全球人口数据 LandScan Population Data ( |
| 地区生产总值 Gross Domestic Product | 1 000 | 地理空间监测云平台 Geographical Information Monitoring Cloud Platform ( |
| 肉类总产量 Total meat production | - | 2021年锡林郭勒盟统计年鉴 Xilingol League Statistical Yearbook (2021) ( 2021年赤峰统计年鉴 Chifeng Statistical Yearbook (2021) ( |
表1 浑善达克沙地研究数据来源
Table 1 Data sources of the Hunshandake Sandy Land
| 数据类型 Data type | 空间分辨率 Spatial resolution (m) | 数据来源 Data source |
|---|---|---|
| 数字高程 Digital Elevation Model | 30 | 地理空间数据云 Geospatial Data Cloud ( |
| 土地利用类型 Land use type | 30 | 资源与环境科学数据平台 Chinese Resource and Environment Science Data Platform ( |
| 归一化植被指数 Normalized Difference Vegetation Index | 250 | 美国国家航空航天局(NASA)地球数据中心 NASA’s Earth Science Data Systems Program ( |
| 气象数据 Meteorological data | 250 | 中国国家气象中心 China Meteorological Data Service Centre ( |
| 土壤类型 Soil type | 1 000 | 联合国粮食及农业组织土壤数据 Harmonized World Soil Database ( |
| 人口 Population | 1 000 | LandScan全球人口数据 LandScan Population Data ( |
| 地区生产总值 Gross Domestic Product | 1 000 | 地理空间监测云平台 Geographical Information Monitoring Cloud Platform ( |
| 肉类总产量 Total meat production | - | 2021年锡林郭勒盟统计年鉴 Xilingol League Statistical Yearbook (2021) ( 2021年赤峰统计年鉴 Chifeng Statistical Yearbook (2021) ( |
| 阻力因子 Resistance factor | 阻力系数 Resistance coefficient | 权重 Weight | ||||
|---|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | ||
| 土地利用类型 Land use type | 草地、林地和灌丛 Grassland, woodland and bushland | 耕地 Arable land | 水体 Water | 未利用地 Unused land | 建设用地 Construction land | 0.30 |
| 温度 Temperature (℃) | 3.56-3.99 | 3.33-3.56 | 2.63-2.93 | 2.93-3.13 | 3.13-3.33 | 0.17 |
| 归一化植被指数 Normalized Difference Vegetation Index | 0.31-0.56 | 0.24-0.31 | 0.19-0.24 | 0.15-0.19 | 0-0.15 | 0.14 |
| 干旱指数 Aridity Index | 1.45-2.03 | 2.03-2.46 | 2.46-2.93 | 2.93-3.45 | 3.45-4.06 | 0.12 |
| 坡度 Slope (°) | 9.93-22.60 | 4.61-9.93 | 0-0.89 | 2.22-4.61 | 0.89-2.22 | 0.09 |
| 人口 Population | 0-27 | 27-114 | 114-281 | 281-560 | 560-971 | 0.09 |
| 海拔 Altitude (m) | 1 385-1 790 | 1 286-1 385 | 1 195-1 286 | 1 095-1 195 | 925-1 095 | 0.07 |
| 道路缓冲距离 Road buffer distance (km) | <1 | 1-2 | 2-3 | 3-4 | >4 | 0.02 |
表2 浑善达克生态阻力面
Table 2 Ecological resistance surface of Hunshandake Sandy Land
| 阻力因子 Resistance factor | 阻力系数 Resistance coefficient | 权重 Weight | ||||
|---|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | ||
| 土地利用类型 Land use type | 草地、林地和灌丛 Grassland, woodland and bushland | 耕地 Arable land | 水体 Water | 未利用地 Unused land | 建设用地 Construction land | 0.30 |
| 温度 Temperature (℃) | 3.56-3.99 | 3.33-3.56 | 2.63-2.93 | 2.93-3.13 | 3.13-3.33 | 0.17 |
| 归一化植被指数 Normalized Difference Vegetation Index | 0.31-0.56 | 0.24-0.31 | 0.19-0.24 | 0.15-0.19 | 0-0.15 | 0.14 |
| 干旱指数 Aridity Index | 1.45-2.03 | 2.03-2.46 | 2.46-2.93 | 2.93-3.45 | 3.45-4.06 | 0.12 |
| 坡度 Slope (°) | 9.93-22.60 | 4.61-9.93 | 0-0.89 | 2.22-4.61 | 0.89-2.22 | 0.09 |
| 人口 Population | 0-27 | 27-114 | 114-281 | 281-560 | 560-971 | 0.09 |
| 海拔 Altitude (m) | 1 385-1 790 | 1 286-1 385 | 1 195-1 286 | 1 095-1 195 | 925-1 095 | 0.07 |
| 道路缓冲距离 Road buffer distance (km) | <1 | 1-2 | 2-3 | 3-4 | >4 | 0.02 |
图3 机器学习影响因素重要性排序(A)及依赖分析图(B-I)。AI, 干旱指数; DEM, 高程; ESs, 综合生态系统服务量; LU, 土地利用类型; NDVI, 植被归一化指数; POP, 人口; ROAD, 道路缓冲距离; SLOPE, 坡度; TEM, 温度。以上指数均经过标准化处理。AL, 耕地; CL, 建设用地; GWB, 林草地和灌丛; UL, 未利用地; W, 水域。MSE, 均方误差。
Fig. 3 Importance (A) and Partial Dependency Analysis Plot (B-I) of machine learning factors. AI, aridity index; DEM, elevation; ESs, integrated ecosystem services; LU, land use type; NDVI, normalized difference vegetation index; POP, population; ROAD, road buffer distance; SLOPE, slope; TEM, temperature. The above indices have been standardized. AL, arable land; CL, construction land; GWB, grassland, woodland and bushland; UL, unused land; W, water. MSE, mean squared error.
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