Ecological environment changes of mining areas around Nansi lake with remote sensing monitoring
Underground mining activity has existed for more than 100 years in Nansi lake. Coal mining not only plays a supporting role in local social and economic development but also has a significant impact on the ecological environment in the region. Landsat series remote sensing data (1988~2019) are used...
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Veröffentlicht in: | Environmental science and pollution research international 2021-08, Vol.28 (32), p.44152-44164 |
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creator | Liu, Hu Jiang, Yan Misa, Rafal Gao, Junhai Xia, Mingyu Preusse, Axel Sroka, Anton Jiang, Yue |
description | Underground mining activity has existed for more than 100 years in Nansi lake. Coal mining not only plays a supporting role in local social and economic development but also has a significant impact on the ecological environment in the region. Landsat series remote sensing data (1988~2019) are used to research the impact of coal mining on the ecological environment in Nansi lake. Then support vector machine (SVM) classifier is applied to extract the water area of the upstream lake from 1988 to 2019, and ecological environment and spatiotemporal variation characteristics are analyzed by Remote Sensing Ecology Index (RSEI). The results illustrate that the water area change is associated with annual precipitation. In terms of ecological quality, the area of poor ecological quality areas increased by 101.782 km
2
, while the area of good and excellent quality areas decreased by 218.988 km
2
from 2009 to 2019. So compared with 2009, the ecological quality of the lake is worse in 2019, and then the reason for this change is due to large-scale underground mining. Therefore, the coal mines from the natural reserve may be closed or limited to the mining boundary for protecting the lake’s ecological environment. |
doi_str_mv | 10.1007/s11356-021-13849-y |
format | Article |
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2
, while the area of good and excellent quality areas decreased by 218.988 km
2
from 2009 to 2019. So compared with 2009, the ecological quality of the lake is worse in 2019, and then the reason for this change is due to large-scale underground mining. Therefore, the coal mines from the natural reserve may be closed or limited to the mining boundary for protecting the lake’s ecological environment.</description><identifier>ISSN: 0944-1344</identifier><identifier>EISSN: 1614-7499</identifier><identifier>DOI: 10.1007/s11356-021-13849-y</identifier><identifier>PMID: 33846912</identifier><language>eng</language><publisher>Berlin/Heidelberg: Springer Berlin Heidelberg</publisher><subject>Annual precipitation ; Aquatic Pollution ; atmospheric precipitation ; Atmospheric Protection/Air Quality Control/Air Pollution ; Coal ; Coal mines ; Coal mining ; Earth and Environmental Science ; Ecological effects ; ecology ; Economic development ; Ecotoxicology ; Environment ; Environmental Chemistry ; Environmental Health ; Environmental science ; Impact analysis ; Lakes ; Landsat ; Landsat satellites ; Remote monitoring ; Remote sensing ; Research Article ; Support vector machines ; Underground mines ; Underground mining ; Waste Water Technology ; Water area ; Water Management ; Water Pollution Control</subject><ispartof>Environmental science and pollution research international, 2021-08, Vol.28 (32), p.44152-44164</ispartof><rights>The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature 2021</rights><rights>The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature 2021.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c452t-34031a1e32d2f0a90aaab8077bdd232b226535a02f7ba2f9ff385d207278aa8c3</citedby><cites>FETCH-LOGICAL-c452t-34031a1e32d2f0a90aaab8077bdd232b226535a02f7ba2f9ff385d207278aa8c3</cites><orcidid>0000-0002-5606-7138</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1007/s11356-021-13849-y$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1007/s11356-021-13849-y$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,777,781,27906,27907,41470,42539,51301</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/33846912$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Liu, Hu</creatorcontrib><creatorcontrib>Jiang, Yan</creatorcontrib><creatorcontrib>Misa, Rafal</creatorcontrib><creatorcontrib>Gao, Junhai</creatorcontrib><creatorcontrib>Xia, Mingyu</creatorcontrib><creatorcontrib>Preusse, Axel</creatorcontrib><creatorcontrib>Sroka, Anton</creatorcontrib><creatorcontrib>Jiang, Yue</creatorcontrib><title>Ecological environment changes of mining areas around Nansi lake with remote sensing monitoring</title><title>Environmental science and pollution research international</title><addtitle>Environ Sci Pollut Res</addtitle><addtitle>Environ Sci Pollut Res Int</addtitle><description>Underground mining activity has existed for more than 100 years in Nansi lake. Coal mining not only plays a supporting role in local social and economic development but also has a significant impact on the ecological environment in the region. Landsat series remote sensing data (1988~2019) are used to research the impact of coal mining on the ecological environment in Nansi lake. Then support vector machine (SVM) classifier is applied to extract the water area of the upstream lake from 1988 to 2019, and ecological environment and spatiotemporal variation characteristics are analyzed by Remote Sensing Ecology Index (RSEI). The results illustrate that the water area change is associated with annual precipitation. In terms of ecological quality, the area of poor ecological quality areas increased by 101.782 km
2
, while the area of good and excellent quality areas decreased by 218.988 km
2
from 2009 to 2019. So compared with 2009, the ecological quality of the lake is worse in 2019, and then the reason for this change is due to large-scale underground mining. Therefore, the coal mines from the natural reserve may be closed or limited to the mining boundary for protecting the lake’s ecological environment.</description><subject>Annual precipitation</subject><subject>Aquatic Pollution</subject><subject>atmospheric precipitation</subject><subject>Atmospheric Protection/Air Quality Control/Air Pollution</subject><subject>Coal</subject><subject>Coal mines</subject><subject>Coal mining</subject><subject>Earth and Environmental Science</subject><subject>Ecological effects</subject><subject>ecology</subject><subject>Economic development</subject><subject>Ecotoxicology</subject><subject>Environment</subject><subject>Environmental Chemistry</subject><subject>Environmental Health</subject><subject>Environmental science</subject><subject>Impact analysis</subject><subject>Lakes</subject><subject>Landsat</subject><subject>Landsat satellites</subject><subject>Remote monitoring</subject><subject>Remote sensing</subject><subject>Research Article</subject><subject>Support vector machines</subject><subject>Underground mines</subject><subject>Underground mining</subject><subject>Waste Water Technology</subject><subject>Water area</subject><subject>Water Management</subject><subject>Water Pollution 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Int</addtitle><date>2021-08-01</date><risdate>2021</risdate><volume>28</volume><issue>32</issue><spage>44152</spage><epage>44164</epage><pages>44152-44164</pages><issn>0944-1344</issn><eissn>1614-7499</eissn><abstract>Underground mining activity has existed for more than 100 years in Nansi lake. Coal mining not only plays a supporting role in local social and economic development but also has a significant impact on the ecological environment in the region. Landsat series remote sensing data (1988~2019) are used to research the impact of coal mining on the ecological environment in Nansi lake. Then support vector machine (SVM) classifier is applied to extract the water area of the upstream lake from 1988 to 2019, and ecological environment and spatiotemporal variation characteristics are analyzed by Remote Sensing Ecology Index (RSEI). The results illustrate that the water area change is associated with annual precipitation. In terms of ecological quality, the area of poor ecological quality areas increased by 101.782 km
2
, while the area of good and excellent quality areas decreased by 218.988 km
2
from 2009 to 2019. So compared with 2009, the ecological quality of the lake is worse in 2019, and then the reason for this change is due to large-scale underground mining. Therefore, the coal mines from the natural reserve may be closed or limited to the mining boundary for protecting the lake’s ecological environment.</abstract><cop>Berlin/Heidelberg</cop><pub>Springer Berlin Heidelberg</pub><pmid>33846912</pmid><doi>10.1007/s11356-021-13849-y</doi><tpages>13</tpages><orcidid>https://orcid.org/0000-0002-5606-7138</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Annual precipitation Aquatic Pollution atmospheric precipitation Atmospheric Protection/Air Quality Control/Air Pollution Coal Coal mines Coal mining Earth and Environmental Science Ecological effects ecology Economic development Ecotoxicology Environment Environmental Chemistry Environmental Health Environmental science Impact analysis Lakes Landsat Landsat satellites Remote monitoring Remote sensing Research Article Support vector machines Underground mines Underground mining Waste Water Technology Water area Water Management Water Pollution Control |
title | Ecological environment changes of mining areas around Nansi lake with remote sensing monitoring |
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