露天煤矿排土场长时序植被碳汇分级方法构建及分析Construction and analysis of a method for grading long-term vegetation carbon sink in waste dumps of an open-pit coal mine
杨飞,崔宽宽,张成业,李军,王金阳,杜甜梦,张浩然
YANG Fei,CUI Kuankuan,ZHANG Chengye,LI Jun,WANG Jinyang,DU Tianmeng,ZHANG Haoran
摘要(Abstract):
植被碳汇是露天煤矿生态环境评价的重要指标,精确反演植被碳汇并进行准确分级对探索矿区生态修复至关重要。为此,提出一种基于粒子群优化算法的露天煤矿植被碳汇分级方法。基于Landsat遥感影像和气象数据,采用光能利用率模型,反演出内蒙古胜利一号露天煤矿区2005-2020年间排土场的植被碳汇时空分布;通过构建目标函数并迭代计算,获取了该区植被理想光能利用率、最佳气温和降水条件,量化并建立了植被碳汇分级标准;对不同时期各个排土场的植被碳汇结果进行分级,并对分级面积和占比的时空变化进行分析。结果表明:(1) 2005-2020年间研究区植被固碳能力呈上升趋势,年均增长值和增长率分别为1.43 gC/(m~2·a)和6.97%。(2)各排土场生态修复后,植被碳汇值大幅提高,极高和高植被碳汇区面积不断扩大。(3)排土场生态修复效果存在差异,南北排土场表现最佳,沿帮次之,内排土场相对较差。到2020年南、北排土场极高植被碳汇区面积分别达0.94和0.92 km~2,占比为92%和94%;沿帮排土场极高和高植被碳汇区面积达3.64 km~2,占比66%;内排土场极高植被碳汇区面积增长至1.22 km~2,占比达31%;2020年南、北和沿帮排土场已不存在极低植被碳汇区。研究成果不仅为露天煤矿生态环境评估提供了重要的数据支持,也为矿区生态修复策略制定提供了科学依据。
Vegetation carbon sink serves as a crucial indicator for the ecological assessment of an open-pit coal mine.The accurate inversion and grading of vegetation carbon sink play a significant role in exploring the ecological restoration of coal mines. This study proposed a method for grading vegetation carbon sink of an open-pit coal mine based on the particle swarm optimization(PSO) algorithm. Specifically, using a light use efficiency(LUE) model, this study first determined the spatio-temporal distributions of the 2005-2020 vegetation carbon sink in the waste dumps of the Shengli No.1 open-pit coal mine through inversion based on Landsat images and meteorological data. Then, by developing objective functions and conducting iterative computation, this study ascertained the ideal LUE and optimal temperature and precipitation conditions in the coal mine, followed by the quantification and development of criteria for vegetation carbon sink grading. Finally, this study graded the vegetation carbon sink results of the waste dumps during various periods and analyzed the spatial-temporal changes in the areas of varying grades and their proportions. The key findings are as follows:(1) From 2005 to 2020, the carbon sequestration capacity of vegetation in the study area showed an upward trend, with average annual growth and growth rate of 1.43 gC/(m~2·a) and 6.97%, respectively;(2) After ecological restoration of waste dumps in the coal mine, the vegetation carbon sink values increased significantly, and zones with extremely high and high carbon sink values gradually expanded;(3) The ecological restoration effects differed across various waste dumps in the coal mine, proved to be the best in southern and northern waste dumps, followed by the marginal waste dump on the margin, with the inner waste dumps exhibiting the poorest ecological restoration effects. By 2020,in southern and northern waste dumps, zones with extremely high carbon sink values covered areas of 0.94 km~2 and0.92 km~2, respectively, accounting for 92% and 94% of the total areas of the dumps, respectively. In the marginal waste dump, zones with extremely high and high carbon sink values occupied an area of 3.64 km~2, representing 66% of the total area of the waste dump. In the inner waste dump, the area of zones with extremely high carbon sink values increased by 1.22 km~2, accounting for up to 31% of the total area. In 2020, there was no zone with extremely low carbon sink values anymore in the southern, northern, and marginal waste dumps. This study will provide both critical data for the ecological assessment of the open-pit coal mine and a scientific basis for developing ecological restoration strategies for the mining area.
关键词(KeyWords):
露天煤矿;生态环境评价;排土场;植被碳汇;分级
open-pit coal mine;ecological environment assessment;spoil dumps;vegetation carbon sink;grading
基金项目(Foundation): 国家自然科学基金项目(42271480);; 中央高校基本科研业务费专项项目(2023ZKPYDC10);; 自然资源部环鄱阳湖区域矿山环境监测与治理重点实验室开放基金项目(MEMI-2021-2022-02);; 丝绸之路经济带创新驱动发展试验区、乌昌石国家自主创新示范区科技发展计划项目(2023LQY02)
作者(Author):
杨飞,崔宽宽,张成业,李军,王金阳,杜甜梦,张浩然
YANG Fei,CUI Kuankuan,ZHANG Chengye,LI Jun,WANG Jinyang,DU Tianmeng,ZHANG Haoran
参考文献(References):
- [1]李弘哲.黄河流域植被碳汇时空规律与碳储量评估[D].兰州:兰州交通大学,2023.LI Hongzhe.Spatiotemporal patterns of vegetation carbon sinks and carbon storage assessment in the yellow river basin[D].Lanzhou:Lanzhou Jiatong University,2023.
- [2]徐勇,黄雯婷,郭振东,等.2000—2020年我国西南地区植被NEP时空变化及其驱动因素的相对贡献[J].环境科学研究,2023,36(3):557-570.XU Yong,HUANG Wenting,GUO Zhendong,et al.Spatio-temporal variation of vegetation net eco system productivity and relative contribution of driving forces in southwest China from 2000 to2020[J].Research of Environmental Sciences,2023,36(3):557-570.
- [3]ZHANG Rui,ZHAO Xueyong,ZUO Xiao'an,et al.Drought-induced shift from a carbon sink to a carbon source in the grasslands of Inner Mongolia,China[J].CATENA,2020,195:104845.
- [4]ZHAO Junfang,MA Jianyong,ZHU Yujie.Evaluating impacts of climate change on net ecosystem productivity(NEP)of global different forest types based on an individual tree-based model FORCCHN and remote sensing[J].Global and Planetary Change,2019,182:103010.
- [5]ZHANG Li,GUO Huadong,JIA Gensuo,et al.Net ecosystem productivity of temperate grasslands in Northern China:An upscaling study[J].Agricultural and Forest Meteorology,2014,184:71-81.
- [6]杨金燕,杨锴,田丽燕,等.我国矿山生态环境现状及治理措施[J].环境科学与技术,2012,35(增刊2):182-188.YANG Jinyan,YANG Kai,TIAN Liyan,et al.Environmental impacts of mining activities in China and the corresponding managewent and remediation strategies:An overview[J].Environmental Science&Technology,2012,35(Sup.2):182-188.
- [7]李全生,许亚玲,李军,等.采矿对植被变化的影响提取与生态累积效应量化分析[J].煤炭学报,2022,47(6):2420-2434.LI Quansheng,XU Yaling,LI Jun,et al.Extraction of the impact of mining on vegetation changes and quantitative analysis of ecological cumulative effects[J].Journal of China Coal Society,2022,47(6):2420-2434.
- [8]YANG Fei,WANG Jinyang,ZHANG Chengye,et al.The impact of human activities on net primary productivity in a grassland open-pit mine:The case study of the Shengli mining area in InnerMongolia,China[J].Land,2022,11(5):743.
- [9]刘英,魏嘉莉,毕银丽,等.红沙泉露天煤矿碳储量时空动态变化分析[J].煤炭学报,2022,47(增刊1):214-224.LIU Ying,WEI Jiali,BI Yinli,et al.Temporal and spatial dynamic change analysis of carbon storage in Hongshaquan open-pit coal mine[J].Journal of China Coal Society,2022,47(Sup.1):214-224.
- [10]AHIRWAL J,MAITI S K.Assessment of carbon sequestration potential of revegetated coal mine overburden dumps:A chronosequence study from dry tropical climate[J].Journal of Environmental Management,2017,201:369-377.
- [11]SPEROW M.Carbon sequestration potential in reclaimed mine sites in seven east-central states[J].Journal of Environmental Quality,2006,35(4):1428-1438.
- [12]SHRESTHA R K,LAL R.Ecosystem carbon budgeting and soil carbon sequestration in reclaimed mine soil[J].Environment International,2006,32(6):781-796.
- [13]WANG Jinman,JIAO Zezhen,BAI Zhongke.Changes in carbon sink value based on RS and GIS in the Heidaigou opencast coal mine[J].Environmental Earth Sciences,2014,71(2):863-871.
- [14]LIAO Qipeng,LIU Xinran,XIAO Mingzhu.Ecological restoration and carbon sequestration regulation of mining areas:A case study of Huangshi city[J].International Journal of Environmental Research and Public Health,2022,19(7):4175.
- [15]詹绍奇,张旭阳,陈孝杨,等.2000—2020年淮南矿区土地利用变化对碳源/碳汇时空格局的影响[J].水土保持通报,2023,43(3):310-319.ZHAN Shaoqi,ZHANG Xuyang,CHEN Xiaoyang,et al.Effects of landuse change on spatial and temporal patterns of carbon sources/sinks in Huainan mining area from 2000 to 2020[J].Bulletin of Soil and Water Conservation,2023,43(3):310-319.
- [16]安英莉,卞正富,戴文婷,等.煤炭开采形成的碳源/碳汇分析:以徐州贾汪矿区为例[J].中国矿业大学学报,2017,46(2):415-422.AN Yingli,BIAN Zhengfu,DAI Wenting,et al.Analysis on the gas carbon source and carbon sink in coal mining:A case study of Jiawang,Xuzhou[J].Journal of China University of Mining&Technology,2017,46(2):415-422.
- [17]高勇祥.神华北电胜利一号露天煤矿排土场复垦模式探讨[J].内蒙古林业,2012(12):10-11.GAO Yongxiang.Discussion on reclamation mode of dump in Shengli No.l open-pit coal mine of Shenhua Nortel[J].Inner Mongolia Forestry,2012(12):10-11.
- [18]HUANG Huabing,CHEN Yanlei,CLINTON N,et al.Mapping major land cover dynamics in Beijing using all Landsat images in Google Earth Engine[J].Remote Sensing of Environment,2017,202:166-176.
- [19]ARIF M,HUSSAIN J,HUSSAIN I,et al.GIS based inverse distance weighting spatial interpolation technique for fluoride occurrence in ground water[J].OALib,2014,1(4):1-6.
- [20]CHUKWUKA O,EMEKA I,IBRAHIM Y,et al.Remote sensing approach in evaluating anthropogenic impacts on the spatiotemporal changes in net primary productivity of the Niger River Basin,from 2000 to 2020[J].Heliyon,2023,9(11):e21246.
- [21]CHARBONNIER F,ROUPSARD O,LE MAIRE G,et al.Increased light-use efficiency sustains net primary productivity of shaded coffee plants in agroforestry system[J].Plant,Cell&Environment,2017,40(8):1592-1608.
- [22]沈贝贝.基于CASA模型的呼伦贝尔草原NPP模拟与分析[D].北京:中国农业科学院,2019.SHEN Beibei.The simulation and analysis of NPP based on CASA model in Hulunber grassland[D].Beijing:Chinese Academy of Agricultural Sciences,2019.
- [23]韩璇,宋宇加.基于净生态系统生产力模型的山西省不同土地利用类型碳足迹分析[J].江西农业学报,2022,34(3):214-220.HAN Xuan,SONG Yujia.Analysis of carbon footprint of different land use types in Shanxi Province based on net eco system productivity model[J].Acta Agriculturae Jiangxi,2022,34(3):214-220.
- [24]巩杰,张影,钱彩云.甘肃白龙江流域净生态系统生产力时空变化[J].生态学报,2017,37(15):5121-5128.GONG Jie,ZHANG Ying,QIAN Caiyun.Temporal and spatial distribution of net ecosystem productivity in the Bailongjiang Watershed of Gansu Province[J].Acta Ecologica Sinica,2017,37(15):5121-5128.
- [25]裴志永,周才平,欧阳华,等.青藏高原高寒草原区域碳估测[J].地理研究,2010,29(1):102-110.PEI Zhiyong,ZHOU Caiping,OUYANG Hua,et al.A carbon budget of alpine steppe area in the Tibetan Plateau[J].Geographical Research,2010,29(1):102-110.
- [26]CAO Shengpeng,HE Yi,ZHANG Lifeng,et al.Spatiotemporal dynamics of vegetation net ecosystem productivity and its response to drought in Northwest China[J].GIScience&Remote Sensing,2023,60(1):2194597.
- [27]HUANG Wanyun,WANG Peng,HE Liang,et al.Improvement of water yield and net primary productivity ecosystem services in the Loess Plateau of China since the"Grain for Green"project[J].Ecological Indicators,2023,154:110707.
- [28]CAO Yue,LI Huiwen,LIU Yali,et al.Regional contribution and attribution of the interannual variation of net primary production in the Yellow River Basin,China[J].Remote Sensing,2023,15(21):110707.
- [29]YIN Chaohua,CHEN Xiaoqi,LUO Min,et al.Quantifying the contribution of driving factors on distribution and change of net primary productivity of vegetation in the Mongolian Plateau[J].Remote Sensing,2023,15(8):1986.
- [30]ZHOU Binghuang,LIAO Zhangze,CHEN Sirui,et al.Net Primary productivity of forest ecosystems in the southwest karst region from the perspective of carbon neutralization[J].Forests,2022,13(9):1367.
- [31]YIN Chaohua,LUO Min,MENG Fanhao,et al.Contributions of climatic and anthropogenic drivers to net primary productivity of vegetation in the Mongolian Plateau[J].Remote Sensing,2022,14(14):3383.
文章评论(Comment):
|
||||||||||||||||||
|
||||||||||||||||||
- 露天煤矿
- 生态环境评价
- 排土场
- 植被碳汇
- 分级
open-pit coal mine - ecological environment assessment
- spoil dumps
- vegetation carbon sink
- grading