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基于景观格局和生态系统服务的生态廊道修复成效评估指标体系

郭玉佳, 刘世梁, 董玉红, 刘佳驹, 李维珊

郭玉佳, 刘世梁, 董玉红, 刘佳驹, 李维珊. 基于景观格局和生态系统服务的生态廊道修复成效评估指标体系[J]. 中国生态农业学报 (中英文), 2023, 31(10): 1525−1538. DOI: 10.12357/cjea.20230079
引用本文: 郭玉佳, 刘世梁, 董玉红, 刘佳驹, 李维珊. 基于景观格局和生态系统服务的生态廊道修复成效评估指标体系[J]. 中国生态农业学报 (中英文), 2023, 31(10): 1525−1538. DOI: 10.12357/cjea.20230079
GUO Y J, LIU S L, DONG Y H, LIU J J, LI W S. An indicator system for effectiveness evaluation of ecological corridor restoration based on landscape patterns and ecosystem services[J]. Chinese Journal of Eco-Agriculture, 2023, 31(10): 1525−1538. DOI: 10.12357/cjea.20230079
Citation: GUO Y J, LIU S L, DONG Y H, LIU J J, LI W S. An indicator system for effectiveness evaluation of ecological corridor restoration based on landscape patterns and ecosystem services[J]. Chinese Journal of Eco-Agriculture, 2023, 31(10): 1525−1538. DOI: 10.12357/cjea.20230079

基于景观格局和生态系统服务的生态廊道修复成效评估指标体系

基金项目: 国家重点研发计划项目(2022YFF1303204)、国家自然科学基金项目(42271097)和河北水利电力学院省属高校基本科研业务费研究项目(SYKY2210)资助
详细信息
    作者简介:

    郭玉佳, 主要研究方向为景观生态学、环境影响评价与规划。E-mail: guoyujia@hbwe.edu.cn

    通讯作者:

    刘世梁, 主要研究方向为景观生态学、恢复生态学、环境影响评价与规划。E-mail: shiliangliu@bnu.edu.cn

  • 中图分类号: Q149

An indicator system for effectiveness evaluation of ecological corridor restoration based on landscape patterns and ecosystem services

Funds: This study was supported by the National Key Research and Development Project of China (2022YFF1303204), the National Natural Science Foundation of China (42271097), and the Basic Research Funds of Provincial Universities of the Hebei University of Water Resources and Electric Engineering (SYKY2210).
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  • 摘要: 为解决现有生态廊道建设成效评估中目标单一、指标体系不全面、缺乏景观生态学原则和缺乏生态修复项目不同尺度评估等问题, 本研究集成生态系统服务指标, 提出基于“格局-质量-服务”生态廊道修复成效综合评估指标体系。针对生态廊道特征, 成效评估主要从景观格局、生物多样性、栖息地、生态系统服务4个维度展开, 并确定项目范围和生态保护修复单元两种尺度的评估重点。通过频度分析法、专家咨询等方法, 以生态系统服务提升为修复目标, 参考已有规范内容, 筛选能够客观地反映项目生态修复效益的具体指标, 最终建立具有明确量化方法和评估标准的综合指标体系。评估指标体系包含景观格局优化、生物多样性保护、栖息地保护与构建和生态系统服务提升4个项目层, 以及15类准则层和41个指标项。以期更好地实现生态廊道的生态效益和推动生态廊道的建设实践, 并为未来国土空间生态修复方案制定、建设实施和后续管理提供科学参考和理论支撑。

     

    Abstract: Implementing territorial ecological protection and restoration projects is important for promoting the China’s ecological civilization construction and ensuring national ecological security. China has actively explored and coordinated the integrated protection and restoration of mountains, rivers, forests, farmlands, lakes, and grasslands, and several important ecological protection and restoration projects at both the national and local levels since 2012. As an important component of territorial ecological protection and restoration, ecological corridors, which are zonal areas in the ecological environment, can effectively form regional-scale ecological networks to ensure regional ecological security. After the completion of projects, it is of great practical importance to evaluate the effectiveness of implementation of ecological restoration projects and analyze changes in ecological conditions before and after construction to improve ecological restoration work and optimize ecological safety barrier systems. However, there are several problems with the existing effectiveness evaluation of ecological corridor construction, such as a single evaluation objective, an incomplete evaluation indicator system, lack of principles of landscape ecology, and lack of evaluation of ecological restoration projects at different scales. Therefore, there is an urgent need to establish a systematic and comprehensive indicator system to evaluate the effectiveness of ecological corridor restoration. This study integrated ecosystem services indicators and proposed an indicator system for comprehensive effectiveness evaluation of ecological corridor restoration based on Pattern-Quality-Service. According to the characteristics of the ecological corridor, the effectiveness evaluation involved four dimensions: landscape patterns, biodiversity, habitat, and ecosystem services. These important evaluation points were determined at the project and ecological protection and restoration unit scales. By means of frequency analysis, expert consultation, and other methods, taking the improvement of ecosystem services as the restoration goal and referring to the existing specifications, the specific indicators that could objectively reflect the ecological restoration benefits of the project were screened. A comprehensive indicator system with clear quantitative methods and evaluation criteria was developed. The evaluation indicator system included four project layers, namely landscape pattern optimization, biodiversity conservation, habitat conservation and construction, and ecosystem service improvement, as well as 15 criteria layers and 41 indicators. Considering the integrated protection and restoration of various ecological elements in different regions, the evaluation indicators were divided into restrictive and recommended indicators, which were applied to common integral and individual optional conditions in the projects, respectively. Classifying these two indicators can enhance the flexibility of the evaluation indicator system and expand its applicability. In practice, the selection of evaluation indicators for the effectiveness of ecological restoration projects should be combined with the actual situation of the project based on this indicator system and common indicators should be selected for evaluation. Based on the evaluation results, ecological protection, and restoration work can be adjusted and corrected. In general, this study can better realize the ecological benefits of ecological corridors restoration and promote the construction practice of such ecological corridors. It could also provide a scientific reference and theoretical support for the planning, construction, implementation, and followup management of future territorial ecological restoration.

     

  • 图  1   基于景观格局和生态系统服务的生态廊道修复成效评估的研究技术路线

    Figure  1.   Research technology roadmap of effectiveness evaluation of ecological corridor restoration based on landscape pattern and ecosystem services

    表  1   基于景观格局和生态系统服务的生态廊道修复成效评估指标体系

    Table  1   Effectiveness evaluation indicator system of ecological corridor restoration based on landscape pattern and ecosystem services

    项目层
    Project layer
    准则层
    Criteria layer
    指标层
    Indicator layer
    景观格局优化
    Landscape pattern optimization
    生态廊道特征
    Ecological corridor characteristics
    密度指数、平均宽度、最小宽度
    Density index, average width and minimum width
    景观多样性
    Landscape diversity
    Shannon多样性指数
    Shannon diversity index
    景观破碎度
    Landscape fragmentation
    斑块密度、蔓延度指数、聚集度指数
    Patch density, contagion index and aggregation index
    景观连通性
    Landscape connectivity
    整体连通性指数、可能连通性指数
    Integral index of connectivity and index of possible connectivity
    生物多样性保护
    Biodiversity conservation
    物种多样性
    Species diversity
    植物多样性、鸟类多样性、鱼类多样性、哺乳类动物多样性、两栖爬行类动物多样性
    Plant diversity, bird diversity, fish diversity, mammal diversity, and diversity of amphibians and reptiles
    外来物种入侵度
    Invasion degree by alien species
    本地物种种数、外来物种数目、有害物种数目
    Numbers of local species, alien species and harmful species
    物种濒危程度
    Endangered species condition
    珍稀和濒危物种数量
    Number of rare and endangered species
    栖息地保护与构建
    Habitat conservation and construction
    生境质量
    Habitat quality
    生境质量指数、生境退化风险指数
    Habitat quality index and habitat degradation risk index
    水体生态状况
    Water ecological condition
    水体岸线自然化率、生态缓冲带宽度、水体连通性
    Naturalization rate of water shoreline, width of ecological buffer zone, and water connectivity
    植被覆盖状况
    Vegetation cover condition
    乔灌木覆盖率、植被覆盖率
    Coverage rate of tree and shrub, and vegetation coverage rate
    人为干扰强度
    Human disturbance intensity
    距主干路的距离、距居民区距离、人口密度、廊道两侧的土地利用类型
    Distance from main road, distance from residential area, population density, and land use type on both sides of corridor
    生态系统服务提升
    Ecosystem service improvement
    调节服务
    Regulation service
    土壤综合污染指数、水质监测断面达标率、土壤保持量、水源涵养量、防风固沙指数
    Soil comprehensive pollution index, compliance rate of water quality monitoring section, soil conservation quantity, water conservation, and index of windbreak and sand fixation
    支持服务
    Support service
    净初级生产力、固碳量
    Net primary productivity and carbon sequestration
    供给服务
    Supply service
    经济作物产量
    Cash crop production
    文化服务
    Cultural service
    文化遗产价值、休闲游憩价值、美学价值、康养价值
    Cultural heritage value, leisure and recreation value, aesthetic value, and health value
    下载: 导出CSV

    表  2   生态廊道修复成效评估的景观格局优化评价指标体系

    Table  2   Evaluation indicator system of landscape pattern optimization of effectiveness evaluation of ecological corridor restoration

    准则层
    Criteria layer
    指标层
    Indicator layer
    指标含义及计算公式
    Indicator meaning and calculation formula
    变量释义
    Variable definition
    指标类型
    Indicator type
    尺度
    Scale
    生态廊道特征
    Ecological corridor characteristics
    密度指数
    Density index
    景观区域中廊道数量与该景观区域总面积的
    比值
    Ratio of corridors number in the landscape area to the total area of the landscape
    m是景观类型数量, n是斑块数量; Ni是景观类型i的斑块数; Ai是景观类型i的面积; Pi是第i类景观类型的面积占景观总面积的比值; giki类型斑块和k类型斑块毗邻的数目; giii类型斑块像元毗邻的数量; max是i类型斑块像元可能毗邻的最大数量; ai是斑块i的面积; aj是斑块j的面积; nlij是斑块i和斑块j之间的连接数; AL是整个景观的面积; Pij*是物种在斑块i和斑块j直接扩散的最大可能性
    m is the number of landscape types; n is the number of patches; Ni is the number of patches of landscape type i; Ai is the area of landscape type i; Pi is the ratio of the area of landscape type i to the total area of the landscape; gik is the number of adjacent patches of type i and type k; gii is the number of adjacent pixels of type i patch; max is the maximum number of possible adjacent pixels of type i patch; ai is the area of patch i; aj is the area of patch j; nlij is the number of connections between patch i and patch j; AL is the area of the whole landscape; Pij* is the maximum possibility of direct diffusion of species in patch i and patch j
    约束性指标
    Restrictive indicator
    项目
    Project
    平均宽度
    Average width
    廊道面积与廊道长度的比值
    Ratio of corridor area to corridor
    length
    约束性指标
    Restrictive indicator
    最小宽度
    Minimum width
    廊道最窄处的宽度
    Width of the narrowest area of the
    corridor
    约束性指标
    Restrictive indicator
    景观多样性
    Landscape diversity
    Shannon
    多样性指数
    Shannon diversity index (SHDI)
    反映景观多样性
    Reflecting landscape diversity
    SHDI=mi=1(Pi×lnPi)
    约束性指标
    Restrictive indicator
    景观破碎度
    Landscape fragmentation
    斑块密度
    Patch density (PD)
    反映景观斑块分化
    Reflecting the differentiation of landscape patches
    PD=NiAi
    约束性指标
    Restrictive indicator
    蔓延度指数
    Contagion index (CONTAG)
    反映景观里不同斑块类型的团聚程度和延展
    趋势
    Reflecting the aggregation degree and contagion trend of different patch types in the landscape
    CONTAG={1+mi=1mk=1[Pi×(gikAIk=igik)]2×lnm}×100
    推荐性指标
    Recommended indicator
    聚集度指数
    Aggregation index (AI)
    反映不同斑块的聚集程度
    Reflecting the aggregation degree of different patches
    AI=[mi=1(giimaxgii)×Pi]×100
    推荐性指标
    Recommended indicator
    景观连通性
    Landscape connectivity
    整体连通性指数
    Integral index of connectivity (IIC)
    表征生境斑块之间的连通性
    Representing the connectivity between habitat patches
    IIC=ni=1nj=1[(ai×aj)/(1+nlij)]AL2
    约束性指标
    Restrictive indicator
    可能连通性指数
    Possibility connectivity index (PC)
    生境斑块之间的连通可能性
    Possibility of connection between habitat patches
    PC=ni=1nj=1(ai×aj×pij)A2L
    约束性指标
    Restrictive indicator
    下载: 导出CSV

    表  3   生态廊道修复成效评估的生物多样性保护评价指标体系

    Table  3   Evaluation indicator system of biodiversity protection of effectiveness evaluation of ecological corridor restoration

    准则层
    Criteria layer
    指标层
    Indicator layer
    指标含义及计算方法
    Indicator meaning and calculation formula
    执行标准
    Executive standard
    指标类型
    Indicator type
    尺度
    Scale
    物种多样性
    Species diversity
    植物多样性
    Plant diversity
    采用Shannon-Wiener多样性指数表征
    Characterized by Shannon-Wiener diversity index (H)
    H=Si=1(Pi×lnPi)
    HJ 623[38]约束性指标
    Restrictive indicator
    项目
    Project
    鸟类多样性
    Bird diversity
    鱼类多样性
    Fish diversity
    哺乳类动物多样性
    Mammal diversity
    两栖爬行类
    动物多样性
    Diverstiy of amphibians and reptiles
    外来物种入侵度
    Invasion degree by aline species
    本地物种数目
    Number of local species
    反映本地生态系统的保持情况
    Reflecting the maintenance of local ecosystem
    外地物种数目
    Number of aline species
    外来入侵物种的种类和数量变化
    Species and quantity changes of aline invasive species
    有害物种数目
    Number of harmful species
    外来入侵有害物种和本地有害物种的种类和数量变化
    Species and quantity changes of aline invasive and local harmful species
    物种濒危程度
    Endangered degree
    珍稀、濒危物种数量
    Number of rare and endangered species
    反映重要物种的受保护情况
    Reflecting the protection of important species
    《中国物种红色
    名录》[39]
    China Species Red List
    S为调查区域内物种总数; i 为物种种类; Pi为物种i的相对重要值。S represents the total number of species within the survey area, i represents the species, Pi is the relative importance value of species i.
    下载: 导出CSV

    表  4   生态廊道修复成效评估的栖息地保护与构建评价指标体系

    Table  4   Evaluation indicator system of habitat protection and construction of effectiveness evaluation of ecological corridor restoration

    准则层
    Criteria layer
    指标层
    Indicator layer
    指标含义及计算方法
    Indicator meaning and calculation formula
    执行标准
    Executive standard
    指标类型
    Indicator type
    尺度
    Scale
    生境质量
    Habitat quality
    生境质量指数
    Habitat quality index (Qxj)
    代表某种土地利用类型自身的适宜程度
    Representing suitability of a land use type
    Qxj=Hj×(1D2xjD2xj+k2)
    约束性指标
    Restrictive indicator
    项目
    Project
    生境退化风险指数
    Habitat degradation risk index (Dxj)
    代表生境受到威胁后的退化程度
    Representing degradation degree of habitat under threat
    Dxj=Rr=1Yry=1(wrRr=1wr)×ry×irxy×βx×Sjr
    约束性指标
    Restrictive indicator
    项目
    Project
    水体生态
    状况
    Water ecological condition
    水体岸线自然化率
    Naturalization rate of water shoreline
    自然岸线长度占水体岸线总长度的比例
    Proportion of natural shoreline length to total length of water shoreline
    GB/T 50563[41]推荐性指标
    Recommended indicator
    项目/保护修复单元 Project/
    protection and restoration unit
    生态缓冲带宽度
    Width of ecological buffer zone
    指陆地生态系统与河湖水域生态系统之间的连接带和过渡区的宽度
    Referring to width of connecting zone and transition zone between the terrestrial ecosystem and the rivers and lakes ecosystem
    《河湖生态缓冲带保护修复技术指南》
    Technical Guidelines for Ecological Restoration of Riparian Buffers of Rivers and Lakes
    推荐性指标
    Recommended indicator
    项目/保护修复单元 Project/
    protection and restoration unit
    水体连通性
    Water connectivity
    反映河湖系统内生态元素在空间结构上的纵向联系, 水体连通性=河流长度/闸、坝等河湖障碍物数量×100%
    Reflecting vertical relationship of ecological elements in the spatial structure of river and lake system. Water connectivity=river length / number of obstacles such as gates and dams in rivers and lakes × 100%
    SL 709[42]推荐性指标Recommended indicator项目/保护修复单元 Project/
    protection and restoration unit
    植被覆盖
    状况
    Vegetation cover conditions
    乔灌木覆盖率
    Coverage rate of tree and shrub
    乔灌草和乔灌结构在场地中所占比例, 代表植物垂直结构完整性
    Proportion of tree-shrub-grass and tree-shrub structure in the site, representing the integrity of plant vertical structure
    GB/T 50563约束性指标Restrictive indicator项目/保护修复单元 Project/
    protection and restoration unit
    植被覆盖率
    Vegetation coverage rate
    植被地上部分(包括叶、茎、枝)在地面的垂直投影面积占项目区总面积的百分比, 用归一化植物指数(NDVI)表示
    Proportion of the vertical projected area of the above-ground parts of vegetation (including leaves, stems and branches) of the total area of the project area. It is represented by normalized difference vegetation index (NDVI)
    HJ 192[43]约束性指标Restrictive indicator项目/保护修复单元 Project/
    protection and restoration unit
    人为干扰
    强度
    Human disturbance intensity
    距主干路的距离
    Distance from main road
    在OpenStreetMap网站下载道路数据, 利用ArcGIS软件计算距离
    Road data is downloaded from the OpenStreetMap website. The distance is calculated using ArcGIS software
    约束性指标Restrictive indicator项目/保护修复单元 Project/
    protection and restoration unit
    距居民区距离
    Distance from residential area
    数据来源于中国科学院地理科学与资源研究所资源环境科学与数据中心
    Data from Resource and Environment Science and Data Center, Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences
    推荐性指标
    Recommended indicator
    项目/保护修复单元 Project/
    protection and restoration unit
    人口密度
    Population density
    数据来源于地理监测云平台
    Data from Geographical Information Monitoring Cloud Platform
    约束性指标
    Restrictive indicator
    项目/保护修复单元 Project/
    protection and restoration unit
    廊道两侧的土地利用类型
    Land use type on both sides of corridor
    是否为生态林地或无需施肥和农药的农田等对生态系统无干扰的土地
    Whether is it ecological forest land or farmland without fertilizer and pesticide, or other land without disturbance to the ecosystem
    约束性指标
    Restrictive indicator
    项目/保护修复单元 Project/
    protection and restoration unit
    Qxj为地类j栅格x的生境质量, Hj为地类j的生境适宜度, Dxj为地类j栅格x的生境退化风险指数, k为半饱和常数, R为威胁因子数量, Yr为威胁因子r的栅格数, wr为威胁因子r具有的威胁权重, y为胁迫因子r的栅格, ry为栅格y的威胁值, irxyry对栅格x的威胁水平, βx为威胁因子对栅格x的可达性, Sjr为地类j对威胁因子r的敏感度。Qxj is the habitat quality of grid x under land class j, Hj is the habitat suitability of land class j, Dxj is the habitat degradation risk index of grid x under land class j, k is the semi saturation constant, R is the number of risk sources, Yr is the number of risk source grids, wr is the threat weight of threat factor r, y is all grid units of the threat factor r, ry is the threat value of grid y, irxy is the threat level of ry to grid x, βx is the accessibility of the risk source to grid x, and Sjr is the sensitivity of land class j to the risk source r.
    下载: 导出CSV

    表  5   生态廊道修复成效评估的生态系统服务提升的评价指标体系

    Table  5   Evaluation indicator system of ecosystem services promotion of effectiveness evaluation of ecological corridor restoration

    准则层
    Criteria layer
    指标层
    Indicator layer
    指标含义及计算方法
    Indicator meaning and calculation formula
    执行标准
    Executive standard
    指标类型
    Type of indicator
    尺度
    Scale
    调节
    服务
    Regulation service
    土壤综合污染指数
    Soil comprehensive pollution index (PN)
    PN=P2iaver+P2imax2 GB 15618—2018
    GB 36600—2018
    推荐性指标
    Recommended indicator
    项目/保护修复单元
    Project / protection and restoration unit
    水质监测断面达
    标率
    Compliance rate of water quality monitoring section
    反映水环境治理情况, 水质监测断面达标率=水质达标监测断面(点位)数量/总监测断面(点位)数量×100%
    Reflecting the water environment treatment.
    Compliance rate of water quality monitoring section = number of water quality compliance monitoring sections (points) / number of total monitoring sections (points) × 100%
    GB 3838 推荐性指标
    Recommended indicator
    项目/保护修复单元
    Project / protection and restoration unit
    土壤保持量
    Soil conservation quantity (Ac)
    代表土壤保持能力, 反映水土流失情况
    Representing soil conservation capacity and reflecting soil erosion condition
    Ac=ni=1Ai×[R×K×L×S×(1C)]
    HJ 1173—2021 推荐性指标
    Recommended indicator
    项目
    Project
    水源涵养量
    Water conservation (TQ)
    生态系统对降水进行截留、渗透、蓄积的能力
    Referring to ecosystem’s ability to intercept, infiltrate and accumulate precipitation
    TQ=ji=1(PiRiETi)×Ai×103
    《生态保护红线划定指南》
    Guidelines for Delineation of Ecological Conservation Redline
    推荐性指标
    Recommended indicator
    项目
    Project
    防风固沙指数
    Windbreak and sand fixation index (Qsr)
    代表植被抵抗风力侵蚀和风沙危害的能力
    Representing vegetation’s ability to resist wind erosion and sand hazards
    Qsr=100×(0.5× NDVIm0.050.70+0.5×NPPmNPPmax)
    《区域生态质量评价办法(试行)》
    Measures for Regional Ecological Quality Evaluation (Trial)
    推荐性指标
    Recommended indicator
    项目
    Project
    支持服务
    Support service
    净初级生产力
    Net primary productivity (NPP)
    NPP(x,t)=APAR(x,t)×ε(x,t) 约束性指标
    Restrictive indicator
    项目
    Project
    固碳量
    Carbon sequestration
    固碳量为项目区域地上、地下、土壤和死亡有机质的碳密度
    Referring to the carbon density of aboveground, underground, soil, and dead organic matter in the project area
    推荐性指标
    Recommended indicator
    项目
    Project
    供给服务
    Supply service
    经济作物产量
    Cash crop production
    结合当地农业统计数据、遥感测量和农民采访进行统计计算
    Date are calculated by combining local agricultural statistics, remote sensing and farmer interviews
    约束性指标
    Restrictive indicator
    项目
    Project
    文化服务Cultural service 文化遗产价值
    Cultural heritage value
    保留当地民俗和历史文化建筑等, 具备人文历史环境。基于SolVES模型进行定量评估
    Preserving local folk customs and historical and cultural buildings with cultural and historical environment. Quantitative evaluation is based on SolVES model
    约束性指标
    Restrictive indicator
    项目/保护修复单元 Project / protection and restoration unit
    休闲游憩价值
    Leisure and recreation value
    提供娱乐、游憩的活动场所。基于SolVES模型进行定量评估
    Places providing entertainment and recreation. Quantitative evaluation is based on SolVES model
    约束性指标
    Restrictive indicator
    项目/保护修复单元 Project / protection and restoration unit
    美学价值
    Aesthetic value
    景色具有吸引力。基于SolVES模型进行定量评估
    Attractive scenery. Quantitative evaluation is based on SolVES model
    推荐性指标
    Recommended indicator
    项目/保护修复单元 Project / protection and restoration unit
    康养价值
    Health value
    幽静自然的环境让人身心愉悦。基于SolVES模型进行定量
    评估
    Quiet and natural environment makes people happy physically and mentally. Quantitative evaluation is based on SolVES model
    推荐性指标
    Recommended indicator
    项目/保护修复单元 Project / protection and restoration unit
      Pi aver为单项污染指数平均值; Pi max为最大单项污染指数; Ai为第i类生态系统的面积, hm2; R为降雨侵蚀力因子, MJ∙mm∙hm−2∙h−1∙a−1; K为土壤可蚀性因子, t∙hm2∙h∙hm−2∙MJ−1∙mm−1; L为坡长因子; S为坡度因子; C为植被覆盖因子; i为项目区第i类生态系统类型; n为项目区生态系统类型数; TQ为总水源涵养量, m3; Pi为降雨量, mm; Ri为地表径流量, mm; ETi为蒸散发, mm; j为项目区域生态系统类型数; Qsr为防风固沙指数; NDVIm为评价全面m像元归一化植被指数(NDVI)的最大值, kg(C)·m−2; NPPm为评价年全年m像元植被净初级生产力(NPP)的累积值, kg(C)·m−2; NPPmax为项目建设范围内最好气象条件下的NPP, kg(C)·m−2; NPP(x,t)为净初级生产力; APAR(x, t)为像元xt月份吸收的光和有效辐射, MJ·m−2; ε(x, t)为像元xt月份的实际光能利用率, g(C)·MJ−1Pi aver is the average value of a single pollution index; Pi max is the maximum single pollution index; Ai is the area of ecosystem type i, hm2; R is the rainfall erosivity factor, MJ∙mm∙hm−2∙h−1∙a−1; K is the soil erodibility factor, t∙hm2∙h∙hm−2∙MJ−1∙mm−1; L is the slope length factor; S is the slope factor; C is the vegetation coverage factor; i is ecosystem type in the project area; n is the number of ecosystem types in the project area; TQ is the total water source conservation amount, m3; Pi is the rainfall, mm; Ri is the surface runoff, mm; ETi is evapotranspiration, mm; j is the number of ecosystem types in the project area; Qsr is the windbreak and sand-fixing index; NDVIm is the annual cumulative value of normalized difference vegetation index (NDVI) of pixel m, kg(C)·m−2; NPPm is the annual cumulative value of net primary productivity of vegetation (NPP) of pixel m, kg(C)·m−2; NPPmax is the NPP under the best meteorological conditions within the project construction scope, kg(C)·m−2; NPP(x,t) is net primary productivity; APAR(x, t) is the light and effective radiation absorbed by pixel x in month t, MJ·m−2; ε(x, t) is the actual light energy utilization rate of pixel x in month t , g(C)·MJ−1.
    下载: 导出CSV
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出版历程
  • 收稿日期:  2023-02-15
  • 录用日期:  2023-06-12
  • 网络出版日期:  2023-07-12
  • 刊出日期:  2023-10-15

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