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<article article-type="research-article" dtd-version="1.3" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xml:lang="en"><front><journal-meta><journal-id journal-id-type="publisher-id">gesj</journal-id><journal-title-group><journal-title xml:lang="en">GEOGRAPHY, ENVIRONMENT, SUSTAINABILITY</journal-title><trans-title-group xml:lang="ru"><trans-title>GEOGRAPHY, ENVIRONMENT, SUSTAINABILITY</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2071-9388</issn><issn pub-type="epub">2542-1565</issn><publisher><publisher-name>Russian Geographical Society</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.24057/2071-9388-2019-112</article-id><article-id custom-type="elpub" pub-id-type="custom">gesj-912</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>SPECIAL ISSUE "Urban environmental geography: Mosсow and other megacities"</subject></subj-group></article-categories><title-group><article-title>Fractional Vegetation Cover Change Detection In Megacities Using Landsat Time-Series Images: A Case Study Of Hanoi City (Vietnam) During 1986-2019</article-title><trans-title-group xml:lang="ru"><trans-title></trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Nguyen</surname><given-names>Thanh Tien</given-names></name></name-alternatives><bio xml:lang="en"><p>Faculty of Surveying, Mapping and Geographic Information</p></bio><email xlink:type="simple">tdgis_ntthanh@163.com</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff xml:lang="en" id="aff-1"><institution>Hanoi University of Natural Resources and Environment</institution><country>Viet Nam</country></aff><pub-date pub-type="collection"><year>2019</year></pub-date><pub-date pub-type="epub"><day>31</day><month>12</month><year>2019</year></pub-date><volume>12</volume><issue>4</issue><fpage>175</fpage><lpage>187</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Nguyen T.T., 2019</copyright-statement><copyright-year>2019</copyright-year><copyright-holder xml:lang="ru">Nguyen T.T.</copyright-holder><copyright-holder xml:lang="en">Nguyen T.T.</copyright-holder><license xml:lang="ru" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>Данная работа распространяется под лицензией Creative Commons Attribution 4.0.</license-p></license><license xml:lang="en" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>This work is licensed under a Creative Commons Attribution 4.0 License.</license-p></license></permissions><self-uri xlink:href="https://ges.rgo.ru/jour/article/view/912">https://ges.rgo.ru/jour/article/view/912</self-uri><abstract><p>The objective of the study is to assess changes of fractional vegetation cover (FVC) in Hanoi megacity in period of 33 years from 1986 to 2016 based on a two endmember spectral mixture analysis (SMA) model using multi-spectral and multi-temporal Landsat-5 TM and -8 OLI images. Landsat TM/OLI images were first radiometrically corrected. FVC was then estimated by means of a combination of Normalized Difference Vegetation Index (NDVI) and classification method. The estimated FVC results were validated using the field survey data. The assessment of FVC changes was finally carried out using spatial analysis in GIS. A case study from Hanoi city shows that: (i) the proposed approach performed well in estimating the FVC retrieved from the Landsat-8 OLI data and had good consistency with in situ measurements with the statistically achieved root mean square error (RMSE) of 0.02 (R 2 =0.935); (ii) total FVC area of 321.6 km 2 (accounting for 9.61% of the total area) was slightly reduced in the center of the city, whereas, FVC increased markedly with an area of 1163.6 km 2 (accounting for 34.78% of the total area) in suburban and rural areas. The results from this study demonstrate the combination of NDVI and classification method using Landsat images are promising for assessing FVC change in megacities.</p></abstract><kwd-group xml:lang="en"><kwd>Fractional vegetation cover</kwd><kwd>Landsat images</kwd><kwd>Change assessment</kwd><kwd>Megacities</kwd><kwd>Hanoi</kwd><kwd>Vietnam</kwd></kwd-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Adler-Golden S. et al. (1999). FLAASH, a MODTRAN4 atmospheric correction package for hyperspectral data retrievals and simulations. In: Proc. 7th Ann. JPL Airborne Earth Science Workshop, 1998. JPL Publication Pasadena, CA, 9-14.</mixed-citation><mixed-citation xml:lang="en">Adler-Golden S. et al. (1999). FLAASH, a MODTRAN4 atmospheric correction package for hyperspectral data retrievals and simulations. In: Proc. 7th Ann. JPL Airborne Earth Science Workshop, 1998. JPL Publication Pasadena, CA, 9-14.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Adler-Golden S.M. et al. (1999). Atmospheric correction for shortwave spectral imagery based on MODTRAN4. In: Imaging Spectrometry V, 1999. International Society for Optics and Photonics, 61-70. http://dx.doi.org/10.1117/12.366315</mixed-citation><mixed-citation xml:lang="en">Adler-Golden S.M. et al. (1999). Atmospheric correction for shortwave spectral imagery based on MODTRAN4. In: Imaging Spectrometry V, 1999. International Society for Optics and Photonics, 61-70. http://dx.doi.org/10.1117/12.366315</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Alejandro M., Omasa K. (2007). Estimation of vegetation parameter for modeling soil erosion using linear Spectral Mixture Analysis of Landsat ETM data ISPRS Journal of Photogrammetry and Remote Sensing 62. 309-324.</mixed-citation><mixed-citation xml:lang="en">Alejandro M., Omasa K. (2007). Estimation of vegetation parameter for modeling soil erosion using linear Spectral Mixture Analysis of Landsat ETM data ISPRS Journal of Photogrammetry and Remote Sensing 62. 309-324.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Asner G.P., Heidebrecht K.B. (2002). Spectral unmixing of vegetation, soil and dry carbon cover in arid regions: comparing multispectral and hyperspectral observations International Journal of Remote Sensing, 23, 3939-3958.</mixed-citation><mixed-citation xml:lang="en">Asner G.P., Heidebrecht K.B. (2002). Spectral unmixing of vegetation, soil and dry carbon cover in arid regions: comparing multispectral and hyperspectral observations International Journal of Remote Sensing, 23, 3939-3958.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Avissar R., Pielke R.A. (1989). A parameterization of heterogeneous land surfaces for atmospheric numerical models and its impact on regional meteorology Monthly Weather Review, 117, 2113-2136.</mixed-citation><mixed-citation xml:lang="en">Avissar R., Pielke R.A. (1989). A parameterization of heterogeneous land surfaces for atmospheric numerical models and its impact on regional meteorology Monthly Weather Review, 117, 2113-2136.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Chander G., Markham B. (2003). Revised Landsat-5 TM radiometric calibration procedures and postcalibration dynamic ranges IEEE Transactions on geoscience and remote sensing, 41, 2674-2677.</mixed-citation><mixed-citation xml:lang="en">Chander G., Markham B. (2003). Revised Landsat-5 TM radiometric calibration procedures and postcalibration dynamic ranges IEEE Transactions on geoscience and remote sensing, 41, 2674-2677.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Chander G., Markham B.L., Helder D.L. (2009). Summary of current radiometric calibration coefficients for Landsat MSS, TM, ETM+, and EO-1 ALI sensors Remote sensing of environment, 113, 893-903. https://dx.doi.org/10.1016/j.rse.2009.01.007</mixed-citation><mixed-citation xml:lang="en">Chander G., Markham B.L., Helder D.L. (2009). Summary of current radiometric calibration coefficients for Landsat MSS, TM, ETM+, and EO-1 ALI sensors Remote sensing of environment, 113, 893-903. https://dx.doi.org/10.1016/j.rse.2009.01.007</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Chen F., Qiu Q, Xiong Y., Huang S. (2010). Pixel unmixing based on linear spectral mixture model: methods and comparison Remote Sens Info, 4, 22-28.</mixed-citation><mixed-citation xml:lang="en">Chen F., Qiu Q, Xiong Y., Huang S. (2010). Pixel unmixing based on linear spectral mixture model: methods and comparison Remote Sens Info, 4, 22-28.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Choudhury B.J. (1987). Relationships between vegetation indices, radiation absorption, and net photosynthesis evaluated by a sensitivity analysis Remote Sensing of Environment, 22, 209-233.</mixed-citation><mixed-citation xml:lang="en">Choudhury B.J. (1987). Relationships between vegetation indices, radiation absorption, and net photosynthesis evaluated by a sensitivity analysis Remote Sensing of Environment, 22, 209-233.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Clement F., Amezaga JM (2009). Afforestation and forestry land allocation in northern Vietnam: analysing the gap between policy intentions and outcomes Land Use Policy, 26, 458-470.</mixed-citation><mixed-citation xml:lang="en">Clement F., Amezaga JM (2009). Afforestation and forestry land allocation in northern Vietnam: analysing the gap between policy intentions and outcomes Land Use Policy, 26, 458-470.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Clement F., Orange D., Williams M., Mulley C., Epprecht M. (2009). Drivers of afforestation in Northern Vietnam: assessing local variations using geographically weighted regression Applied Geography, 29, 561-576.</mixed-citation><mixed-citation xml:lang="en">Clement F., Orange D., Williams M., Mulley C., Epprecht M. (2009). Drivers of afforestation in Northern Vietnam: assessing local variations using geographically weighted regression Applied Geography, 29, 561-576.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Deardorff J.W. (1978). Efficient prediction of ground surface temperature and moisture, with inclusion of a layer of vegetation Journal of Geophysical Research: Oceans, 83, 1889-1903.</mixed-citation><mixed-citation xml:lang="en">Deardorff J.W. (1978). Efficient prediction of ground surface temperature and moisture, with inclusion of a layer of vegetation Journal of Geophysical Research: Oceans, 83, 1889-1903.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Flaash Us.G. (2009). Atmospheric Correction Module: QUAC and Flaash User Guide v. 4.7 ITT Visual Information Solutions Inc: Boulder, CO, USA.</mixed-citation><mixed-citation xml:lang="en">Flaash Us.G. (2009). Atmospheric Correction Module: QUAC and Flaash User Guide v. 4.7 ITT Visual Information Solutions Inc: Boulder, CO, USA.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Godínez-Alvarez H., Herrick J., Mattocks M., Toledo D., Van Zee J. (2009). Comparison of three vegetation monitoring methods: their relative utility for ecological assessment and monitoring Ecological indicators, 9, 1001-1008.</mixed-citation><mixed-citation xml:lang="en">Godínez-Alvarez H., Herrick J., Mattocks M., Toledo D., Van Zee J. (2009). Comparison of three vegetation monitoring methods: their relative utility for ecological assessment and monitoring Ecological indicators, 9, 1001-1008.</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Gutman G., Ignatov A. (1998). The derivation of the green vegetation fraction from NOAA/ AVHRR data for use in numerical weather prediction models International Journal of remote sensing, 19, 1533-1543.</mixed-citation><mixed-citation xml:lang="en">Gutman G., Ignatov A. (1998). The derivation of the green vegetation fraction from NOAA/ AVHRR data for use in numerical weather prediction models International Journal of remote sensing, 19, 1533-1543.</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Hiep N.T. (2014). Economic Evaluation of Transportation Infrastructure Science, 47, 415-455.</mixed-citation><mixed-citation xml:lang="en">Hiep N.T. (2014). Economic Evaluation of Transportation Infrastructure Science, 47, 415-455.</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Hoang A.H. (2016). Fractional Vegetation Cover Estimation in Urban Area of Hanoi City using Landsat 8 OLI Images VNU Journal of Science: Earth and Environmental Sciences, 32, 8.</mixed-citation><mixed-citation xml:lang="en">Hoang A.H. (2016). Fractional Vegetation Cover Estimation in Urban Area of Hanoi City using Landsat 8 OLI Images VNU Journal of Science: Earth and Environmental Sciences, 32, 8.</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Hoang A.H. (2017). Assessment of Fractional Vegetation Cover Changes in some Urban and Sub-urban Areas of Hanoi Using Multi-spectral and Multi-temporal LANDSAT Images VNU Journal of Science: Earth and Environmental Sciences, 33, 8.</mixed-citation><mixed-citation xml:lang="en">Hoang A.H. (2017). Assessment of Fractional Vegetation Cover Changes in some Urban and Sub-urban Areas of Hanoi Using Multi-spectral and Multi-temporal LANDSAT Images VNU Journal of Science: Earth and Environmental Sciences, 33, 8.</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Hoffmann W.A., Jackson R.B. (2000) Vegetation–climate feedbacks in the conversion of tropical savanna to grassland Journal of Climate, 13, 1593-1602.</mixed-citation><mixed-citation xml:lang="en">Hoffmann W.A., Jackson R.B. (2000) Vegetation–climate feedbacks in the conversion of tropical savanna to grassland Journal of Climate, 13, 1593-1602.</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Jiménez-Muñoz J., Sobrino J., Plaza A., Guanter L., Moreno J., Martínez P. (2009). Comparison between fractional vegetation cover retrievals from vegetation indices and spectral mixture analysis: Case study of PROBA/CHRIS data over an agricultural area Sensors, 9, 768-793.</mixed-citation><mixed-citation xml:lang="en">Jiménez-Muñoz J., Sobrino J., Plaza A., Guanter L., Moreno J., Martínez P. (2009). Comparison between fractional vegetation cover retrievals from vegetation indices and spectral mixture analysis: Case study of PROBA/CHRIS data over an agricultural area Sensors, 9, 768-793.</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Jing X., Yao W-Q., Wang J-H., Song X-Y. (2011). A study on the relationship between dynamic change of vegetation coverage and precipitation in Beijing’s mountainous areas during the last 20 years Mathematical and Computer Modelling, 54, 1079-1085.</mixed-citation><mixed-citation xml:lang="en">Jing X., Yao W-Q., Wang J-H., Song X-Y. (2011). A study on the relationship between dynamic change of vegetation coverage and precipitation in Beijing’s mountainous areas during the last 20 years Mathematical and Computer Modelling, 54, 1079-1085.</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Kaufman Y., Wald A., Remer L., Gao B., Li R., Flynn L. (1997). Remote sensing of aerosol over the continents with the aid of a 2.2 m channel IEEE Trans Geosci Remote Sens, 35, 1286-1298.</mixed-citation><mixed-citation xml:lang="en">Kaufman Y., Wald A., Remer L., Gao B., Li R., Flynn L. (1997). Remote sensing of aerosol over the continents with the aid of a 2.2 m channel IEEE Trans Geosci Remote Sens, 35, 1286-1298.</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Li M. (2003). The method of vegetation fraction estimation by remote sensing Beijing: Chinese Academy of Sciences.</mixed-citation><mixed-citation xml:lang="en">Li M. (2003). The method of vegetation fraction estimation by remote sensing Beijing: Chinese Academy of Sciences.</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Li X. (2008). Quantitive retrieval of sparse vegetation cover in arid regions using hyperspectral data Beijing: Chinese Acanemy of Forestry.</mixed-citation><mixed-citation xml:lang="en">Li X. (2008). Quantitive retrieval of sparse vegetation cover in arid regions using hyperspectral data Beijing: Chinese Acanemy of Forestry.</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Logan W.S. (2005). The cultural role of capital cities: Hanoi and Hue, Vietnam Pacific Affairs, 78, 559-575.</mixed-citation><mixed-citation xml:lang="en">Logan W.S. (2005). The cultural role of capital cities: Hanoi and Hue, Vietnam Pacific Affairs, 78, 559-575.</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Nguyen T.M., Lin T-H., Chan H-P. (2019). The Environmental Effects of Urban Development in Hanoi, Vietnam from Satellite and Meteorological Observations from 1999–2016 Sustainability 11, 1768.</mixed-citation><mixed-citation xml:lang="en">Nguyen T.M., Lin T-H., Chan H-P. (2019). The Environmental Effects of Urban Development in Hanoi, Vietnam from Satellite and Meteorological Observations from 1999–2016 Sustainability 11, 1768.</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Nguyen T.T., Vu T.D. (2019). Use of Hot Spot Analysis to Detect Underground Coal Fires from Landsat-8 TIRS Data: A Case Study in the Khanh Hoa Coal Field, North-East of Vietnam Environment and Natural Resources Journal, 17, 1-10; DOI: 10.32526/ennrj.32517.32523.32019.32517.</mixed-citation><mixed-citation xml:lang="en">Nguyen T.T., Vu T.D. (2019). Use of Hot Spot Analysis to Detect Underground Coal Fires from Landsat-8 TIRS Data: A Case Study in the Khanh Hoa Coal Field, North-East of Vietnam Environment and Natural Resources Journal, 17, 1-10; DOI: 10.32526/ennrj.32517.32523.32019.32517.</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Richards J.A., Richards J. (1999). Remote sensing digital image analysis -An Introduction vol 3. Springer, Berlin, Heidelberg</mixed-citation><mixed-citation xml:lang="en">Richards J.A., Richards J. (1999). Remote sensing digital image analysis -An Introduction vol 3. Springer, Berlin, Heidelberg</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">Small C. (2001). Estimation of urban vegetation abundance by spectral mixture analysis International journal of remote sensing 22, 1305-1334.</mixed-citation><mixed-citation xml:lang="en">Small C. (2001). Estimation of urban vegetation abundance by spectral mixture analysis International journal of remote sensing 22, 1305-1334.</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">Sobrino J., Raissouni N. (2000). Toward remote sensing methods for land cover dynamic monitoring: Application to Morocco International journal of remote sensing 21, 353-366.</mixed-citation><mixed-citation xml:lang="en">Sobrino J., Raissouni N. (2000). Toward remote sensing methods for land cover dynamic monitoring: Application to Morocco International journal of remote sensing 21, 353-366.</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Theseira M., Thomas G., Sannier C. (2002). An evaluation of spectral mixture modelling applied to a semi-arid environment International Journal of Remote Sensing, 23, 687-700.</mixed-citation><mixed-citation xml:lang="en">Theseira M., Thomas G., Sannier C. (2002). An evaluation of spectral mixture modelling applied to a semi-arid environment International Journal of Remote Sensing, 23, 687-700.</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">Thinh V.T. (2006). Bird species richness and diversity in relation to vegetation in Bavi National Park, Vietnam Ornithological Science, 5, 121-125.</mixed-citation><mixed-citation xml:lang="en">Thinh V.T. (2006). Bird species richness and diversity in relation to vegetation in Bavi National Park, Vietnam Ornithological Science, 5, 121-125.</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Trimble S. (1990). Geomorphic effects of vegetation cover and management: some time and space considerations in prediction of erosion and sediment yield Vegetation and erosion Processes and environments, 55-65.</mixed-citation><mixed-citation xml:lang="en">Trimble S. (1990). Geomorphic effects of vegetation cover and management: some time and space considerations in prediction of erosion and sediment yield Vegetation and erosion Processes and environments, 55-65.</mixed-citation></citation-alternatives></ref><ref id="cit34"><label>34</label><citation-alternatives><mixed-citation xml:lang="ru">Tsunoda T., Cuong T.C., Dong T.D., Yen N.T., Le N.H., Phong T.V., Minakawa N. (2014). Winter refuge for Aedes aegypti and Ae. albopictus mosquitoes in Hanoi during Winter PloS one 9:e95606.</mixed-citation><mixed-citation xml:lang="en">Tsunoda T., Cuong T.C., Dong T.D., Yen N.T., Le N.H., Phong T.V., Minakawa N. (2014). Winter refuge for Aedes aegypti and Ae. albopictus mosquitoes in Hanoi during Winter PloS one 9:e95606.</mixed-citation></citation-alternatives></ref><ref id="cit35"><label>35</label><citation-alternatives><mixed-citation xml:lang="ru">Vu T.D., Nguyen T.T. (2018a). Remote Sensing and GIS-based River Bank Accretion/Erosion Assessment in the Confluence of Thao-Da-Lo Rivers, North East of Vietnam EnvironmentAsia 11.</mixed-citation><mixed-citation xml:lang="en">Vu T.D., Nguyen T.T. (2018a). Remote Sensing and GIS-based River Bank Accretion/Erosion Assessment in the Confluence of Thao-Da-Lo Rivers, North East of Vietnam EnvironmentAsia 11.</mixed-citation></citation-alternatives></ref><ref id="cit36"><label>36</label><citation-alternatives><mixed-citation xml:lang="ru">Vu T.D., Nguyen T.T. (2018b). Spatio-temporal changes of underground coal fires during 2008–2016 in Khanh Hoa coal field (North-east of Viet Nam) using Landsat time-series data Journal of Mountain Science, 15, 2703-2720.</mixed-citation><mixed-citation xml:lang="en">Vu T.D., Nguyen T.T. (2018b). Spatio-temporal changes of underground coal fires during 2008–2016 in Khanh Hoa coal field (North-east of Viet Nam) using Landsat time-series data Journal of Mountain Science, 15, 2703-2720.</mixed-citation></citation-alternatives></ref><ref id="cit37"><label>37</label><citation-alternatives><mixed-citation xml:lang="ru">Wittich K., Hansing O. (1995). Area-averaged vegetative cover fraction estimated from satellite data International Journal of Biometeorology, 38, 209-215.</mixed-citation><mixed-citation xml:lang="en">Wittich K., Hansing O. (1995). Area-averaged vegetative cover fraction estimated from satellite data International Journal of Biometeorology, 38, 209-215.</mixed-citation></citation-alternatives></ref><ref id="cit38"><label>38</label><citation-alternatives><mixed-citation xml:lang="ru">Wu J., Peng D-l. (2010). A research on extracting information of the arid regions' vegetation coverage using improved model of spectral mixture analysis. In: 2010 International Conference on Multimedia Technology, IEEE, 1-5.</mixed-citation><mixed-citation xml:lang="en">Wu J., Peng D-l. (2010). A research on extracting information of the arid regions' vegetation coverage using improved model of spectral mixture analysis. In: 2010 International Conference on Multimedia Technology, IEEE, 1-5.</mixed-citation></citation-alternatives></ref><ref id="cit39"><label>39</label><citation-alternatives><mixed-citation xml:lang="ru">Xiao J., Moody A. (2005). A comparison of methods for estimating fractional green vegetation cover within a desert-to-upland transition zone in central New Mexico, USA Remote sensing of environment, 98, 237-250.</mixed-citation><mixed-citation xml:lang="en">Xiao J., Moody A. (2005). A comparison of methods for estimating fractional green vegetation cover within a desert-to-upland transition zone in central New Mexico, USA Remote sensing of environment, 98, 237-250.</mixed-citation></citation-alternatives></ref><ref id="cit40"><label>40</label><citation-alternatives><mixed-citation xml:lang="ru">Xing Z., Feng Y., Yang G., Wang P., Huang W-j. (2009). Method of estimating vegetation coverage based on remote sensing Remote Sens Tech Appl, 24, 849-854.</mixed-citation><mixed-citation xml:lang="en">Xing Z., Feng Y., Yang G., Wang P., Huang W-j. (2009). Method of estimating vegetation coverage based on remote sensing Remote Sens Tech Appl, 24, 849-854.</mixed-citation></citation-alternatives></ref><ref id="cit41"><label>41</label><citation-alternatives><mixed-citation xml:lang="ru">Zanter K. (2015). Landsat 8 (L8) data users handbook Survey, Department of the Interior US Geological.</mixed-citation><mixed-citation xml:lang="en">Zanter K. (2015). Landsat 8 (L8) data users handbook Survey, Department of the Interior US Geological.</mixed-citation></citation-alternatives></ref><ref id="cit42"><label>42</label><citation-alternatives><mixed-citation xml:lang="ru">Zhang X., Liao C., Li J., Sun Q. (2013a). Fractional vegetation cover estimation in arid and semi-arid environments using HJ-1 satellite hyperspectral data International Journal of Applied Earth Observation and Geoinformation, 21, 506-512.</mixed-citation><mixed-citation xml:lang="en">Zhang X., Liao C., Li J., Sun Q. (2013a). Fractional vegetation cover estimation in arid and semi-arid environments using HJ-1 satellite hyperspectral data International Journal of Applied Earth Observation and Geoinformation, 21, 506-512.</mixed-citation></citation-alternatives></ref><ref id="cit43"><label>43</label><citation-alternatives><mixed-citation xml:lang="ru">Zhang Y., Odeh I.O., Ramadan E. (2013b). Assessment of land surface temperature in relation to landscape metrics and fractional vegetation cover in an urban/peri-urban region using Landsat data International Journal of Remote Sensing, 34, 168-189.</mixed-citation><mixed-citation xml:lang="en">Zhang Y., Odeh I.O., Ramadan E. (2013b). Assessment of land surface temperature in relation to landscape metrics and fractional vegetation cover in an urban/peri-urban region using Landsat data International Journal of Remote Sensing, 34, 168-189.</mixed-citation></citation-alternatives></ref><ref id="cit44"><label>44</label><citation-alternatives><mixed-citation xml:lang="ru">Zhou Q., Robson M. (2001). Automated rangeland vegetation cover and density estimation using ground digital images and a spectral-contextual classifier International Journal of Remote Sensing, 22, 3457-3470.</mixed-citation><mixed-citation xml:lang="en">Zhou Q., Robson M. (2001). Automated rangeland vegetation cover and density estimation using ground digital images and a spectral-contextual classifier International Journal of Remote Sensing, 22, 3457-3470.</mixed-citation></citation-alternatives></ref></ref-list><fn-group><fn fn-type="conflict"><p>The authors declare that there are no conflicts of interest present.</p></fn></fn-group></back></article>
