Abstract
Conservation management usually carried out for a period of time to maintain the vegetation restoration of coal waste dumps after reclamation. However, the natural restoration of vegetation is faced with great challenges in semi-arid mining areas without management, due to the fragile ecological environment. Therefore, it is necessary to determine a reasonable management plan so that vegetation restoration can reach a stable state although the abandonment of the management. The objective was to explore the difference of vegetation restoration under different management modes in a typical semi-arid mining area. Two reclaimed coal waste dumps under different management measures, the north waste dump (ND) and the south waste dump (SD), were examined in the ShengLi coalfield in Inner Mongolia, China. The normalized difference vegetation index (NDVI) dataset based on Landsat series imagery was obtained using the Google Earth Engine (GEE) platform, and the landscape metrics were also calculated based on different vegetation coverage. The results proved that 3 years of management was not enough to stabilize vegetation restoration. A serious vegetation degradation occurred at the ND after the management stopped, with 40.1% of the pixels recorded a significant decrease (ρ = 0.05). The vegetation coverage became fragmented, and there was a tendency of succession to lower coverage. On the contrary, the vegetation restoration of SD was better under continuous management, and no significant degradation trend was observed. Furthermore, the results indicated that rainfall is the main influencing factor on vegetation restoration in semi-arid mining areas. The coal waste dump was more susceptible to weather change in natural restoration. By contrast, continuous management measures will resist such climate disturbances, even in dry years. This research will provide support for the formulation of the reclamation management plan of coal waste dumps in semi-arid mining areas.
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Data availability
The datasets generated and/or analyzed in this study are available from the corresponding author by request.
References
British Petroleum Company (1981) BP Statistical Review of World Energy 2020. London: British Petroleum Co.
Bujalský L, Jirka V, Zemek F, Frouz J (2018) Relationships between the normalized difference vegetation index and temperature fluctuations in post-mining sites. Int J Min Reclam Env 32(4):254–263
Chen J, Xiao H, Li Z, Liu C, Wang D, Wang L, Tang C (2019) Threshold effects of vegetation coverage on soil erosion control in small watersheds of the red soil hilly region in China. Ecol Eng 132:109–114
Easdale MH, Bruzzone O, Mapfumo P, Tittonell P (2018) Phases or regimes? Revisiting NDVI trends as proxies for land degradation. Land Degrad Dev 29(3):433–445
Fensholt R, Langanke T, Rasmussen K, Reenberg A, Prince SD, Tucker C, Scholes RJ, le QB, Bondeau A, Eastman R, Epstein H, Gaughan AE, Hellden U, Mbow C, Olsson L, Paruelo J, Schweitzer C, Seaquist J, Wessels K (2012) Greenness in semi-arid areas across the globe 1981–2007—an Earth Observing Satellite based analysis of trends and drivers. Remote Sens Environ 121:144–158
Gorelick N, Hancher M, Dixon M, Ilyushchenko S, Thau D, Moore R (2017) Google Earth Engine: planetary-scale geospatial analysis for everyone. Remote Sens Environ 202:18–27
Guo L, Zuo L, Gao J, Jiang Y, Zhang Y, Ma S, Zou Y, Wu S (2020) Revealing the fingerprint of climate change in interannual NDVI variability among biomes in Inner Mongolia, China. Remote Sens 12(8):1332
Hamberg LJ, Fraser RA, Robinson DT, Trant AJ, Murphy SD (2020) Surface temperature as an indicator of plant species diversity and restoration in oak woodland. Ecol Indic 113:106249
Huang L, Zhang P, Hu Y, Zhao Y (2015) Vegetation succession and soil infiltration characteristics under different aged refuse dumps at the Heidaigou opencast coal mine. Glob Ecol Conserv 4:255–263
Huang H, Chen Y, Clinton N, Wang J, Wang X, Liu C, Gong P, Yang J, Bai Y, Zheng Y, Zhu Z (2017) Mapping major land cover dynamics in Beijing using all Landsat images in Google Earth Engine. Remote Sens Environ 202:166–176
Juwarkar AA, Jambhulkar HP (2008) Phytoremediation of coal mine spoil dump through integrated biotechnological approach. Bioresource Technol 99(11):4732–4741
Karan SK, Samadder SR, Maiti SK (2016) Assessment of the capability of remote sensing and GIS techniques for monitoring reclamation success in coal mine degraded lands. J Environ Manage 182:272–283
Lechner AM, Baumgartl T, Matthew P, Glenn V (2016) The impact of underground longwall mining on prime agricultural land: a review and research agenda. Land Degrad Dev 27(6):1650–1663
Li J, Yan X, Cao Z, Yang Z, Liang J, Ma T, Liu Q (2020) Identification of successional trajectory over 30 years and evaluation of reclamation effect in coal waste dumps of surface coal mine. J Clean Prod 269:122161
Liu X, Zhou W, Bai Z (2016) Vegetation coverage change and stability in large open-pit coal mine dumps in China during 1990–2015. Ecol Eng 95:447–451
Liu S, Li W, Qiao W, Wang Q, Hu Y, Wang Z (2019a) Effect of natural conditions and mining activities on vegetation variations in arid and semiarid mining regions. Ecol Indic 103:331–345
Liu Y, Lei S, Gong C (2019b) Comparison of plant and microbial communities between an artificial restoration and a natural restoration topsoil in coal mining subsidence area. Environ Earth Sci 78(6):204
McGarigal K, Cushman SA (2012) Ene E (2012) FRAGSTATS v4: spatial pattern analysis program for categorical and continuous maps. University of Massachusetts, Amherst, goo. gl/aAEbMk
Nanzad L, Zhang J, Tuvdendorj B, Nabil M, Zhang S, Bai Y (2019) NDVI anomaly for drought monitoring and its correlation with climate factors over Mongolia from 2000 to 2016. J arid environ 164:69–77
Pei J, Wang L, Wang X, Niu Z, Kelly M, Song X, Huang N, Geng J, Tian H, Yu Y, Xu S, Wang L, Ying Q, Cao J (2019) Time series of Landsat imagery shows vegetation recovery in two fragile karst watersheds in southwest China from 1988 to 2016. Remote Sens 11(17):2044
Ren H, Zhao Y, Xiao W, Hu Z (2019) A review of UAV monitoring in mining areas: current status and future perspectives. Int J Coal Sci Technol 6(3):320–333
Ren H, Zhao Y, Xiao W, Wang X, Sui T (2020) An improved ground control point configuration for digital surface model construction in a coal waste dump using an unmanned aerial vehicle system. Remote Sens 12(10):1623
Tamiminia H, Salehi B, Mahdianpari M, Quackenbush L, Adeli S, Brisco B (2020) Google Earth Engine for geo-big data applications: a meta-analysis and systematic review. ISPRS J Photogramm 164:152–170
Vidal-Macua JJ, Nicolau JM, Vicente E, Moreno-de Las Heras M (2020) Assessing vegetation recovery in reclaimed opencast mines of the Teruel coalfield (Spain) using Landsat time series and boosted regression trees. Sci Total Environ 717:137250
Wang J, Wang H, Cao Y, Bai Z, Qin Q (2016) Effects of soil and topographic factors on vegetation restoration in opencast coal mine dumps located in a loess area. Sci Rep 6(1):1–11
Wang B, Xu G, Li P, Li Z, Zhang Y, Cheng Y, Lu J, Zhang J (2020) Vegetation dynamics and their relationships with climatic factors in the Qinling Mountains of China. Ecol Indic 108:105719
Whiteside TG, Bartolo RE (2018) A robust object-based woody cover extraction technique for monitoring mine site revegetation at scale in the monsoonal tropics using multispectral RPAS imagery from different sensors. Int J Appl Earth Obs 73:300–312
Wingate VR, Phinn SR, Kuhn N (2019) Mapping precipitation-corrected NDVI trends across Namibia. Sci Total Environ 684:96–112
Xiao W, Deng X, He T, Chen W (2020a) Mapping annual land disturbance and reclamation in a surface coal mining region using Google Earth Engine and the LandTrendr algorithm: a case study of the Shengli coalfield in Inner Mongolia, China. Remote Sens 12(10):1612
Xiao W, Zhang W, Ye Y, Lv X, Yang W (2020b) Is underground coal mining causing land degradation and significantly damaging ecosystems in semi-arid areas? A study from an ecological capital perspective. Land Degrad Dev 31(15):1969–1989
Xie M, Gao S, Li S, Zhou Y, Bai Z, Zhang Y (2019) Construction and spatiotemporal variation of dump reclamation disturbance index. Transactions of the Chinese Society of Agricultural Engineering 35(23):258–265 (in Chinese with an English abstract)
Yang J, Weisberg PJ, Bristow NA (2012) Landsat remote sensing approaches for monitoring long-term tree cover dynamics in semi-arid woodlands: comparison of vegetation indices and spectral mixture analysis. Remote Sens Environ 119:62–71
Yuan Y, Zhao Z, Niu S, Li X, Wang Y, Bai Z (2018) Reclamation promotes the succession of the soil and vegetation in opencast coal mine: a case study from Robinia pseudoacacia reclaimed forests, Pingshuo mine, China. Catena 165:72–79
Yushanjiang A, Zhang F, Yu H (2018) Quantifying the spatial correlations between landscape pattern and ecosystem service value: a case study in Ebinur Lake Basin, Xinjiang, China. Ecol Eng 113:94–104
Zhang L, Wang J, Bai Z, Lv C (2015) Effects of vegetation on runoff and soil erosion on reclaimed land in an opencast coal-mine dump in a loess area. Catena 128:44–53
Zhang Y, Song C, Band LE, Sun G, Li J (2017) Reanalysis of global terrestrial vegetation trends from MODIS products: browning or greening? Remote Sens Environ 191:145–155
Zhang M, Wang J, Feng Y (2019a) Temporal and spatial change of land use in a large-scale opencast coal mine area: a complex network approach. Land Use Policy 86:375–386
Zhang M, Wang J, Li S (2019b) Tempo-spatial changes and main anthropogenic influence factors of vegetation fractional coverage in a large-scale opencast coal mine area from 1992 to 2015. J Clean Prod 232:940–952
Zhang Z, Wang J, Li B (2019c) Determining the influence factors of soil organic carbon stock in opencast coal-mine dumps based on complex network theory. Catena 173:433–444
Zhang P, Cai Y, Yang W, Yi Y, Yang Z, Fu Q (2020) Contributions of climatic and anthropogenic drivers to vegetation dynamics indicated by NDVI in a large dam-reservoir-river system. J Clean Prod 256:120477
Zhou ZC, Shangguan ZP, Zhao D (2006) Modeling vegetation coverage and soil erosion in the Loess Plateau Area of China. Ecol Model 198(1-2):263–268
Acknowledgements
The authors are thankful to the National Key R&D Program of China for its support. The authors also thank Jiaxin Liang for her advice on data processing.
Funding
This work was supported by the National Key R&D Program of China [grant No. 2016YFC0501103].
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H.R—data collection; formal analysis; original manuscript writing; visualization.
Y.Z—conceptualization; review.
W.X—conceptualization; methodology; funding acquisition.
J.L and X.Y—review and editing.
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Ren, ., Zhao, Y., Xiao, W. et al. Influence of management on vegetation restoration in coal waste dump after reclamation in semi-arid mining areas: examining ShengLi coalfield in Inner Mongolia, China. Environ Sci Pollut Res 28, 68460–68474 (2021). https://doi.org/10.1007/s11356-021-15361-9
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DOI: https://doi.org/10.1007/s11356-021-15361-9