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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">10.24057/2071-9388-2020-14</article-id><article-id custom-type="elpub" pub-id-type="custom">gesj-1547</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>RESEARCH PAPER</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>Статьи</subject></subj-group></article-categories><title-group><article-title>Assessing Long-Term Deforestation In Nam San Watershed, Loei Province, Thailand Using A Dyna-Clue Model</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>Waiyasusri</surname><given-names>Katawut</given-names></name></name-alternatives><bio xml:lang="en"><p>1 U-Thong Nok Road, Dusit, Bangkok 10300</p></bio><email xlink:type="simple">katawut.wa@ssru.ac.th</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Wetchayont</surname><given-names>Parichat</given-names></name></name-alternatives><bio xml:lang="en"><p>114 Sukhumvit 23, Khlong Toei Nuea, Wattana District, Bangkok</p></bio><xref ref-type="aff" rid="aff-2"/></contrib></contrib-group><aff xml:lang="en" id="aff-1"><institution>Geography and Geo-Informatics Program, Faculty of Humanities and Social Sciences, Suan Suandha Rajabhat University</institution><country>Thailand</country></aff><aff xml:lang="en" id="aff-2"><institution>Department of Geography, Faculty of Social Science, Srinakharinwirot University</institution><country>Thailand</country></aff><pub-date pub-type="collection"><year>2020</year></pub-date><pub-date pub-type="epub"><day>31</day><month>12</month><year>2020</year></pub-date><volume>13</volume><issue>4</issue><fpage>81</fpage><lpage>97</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Waiyasusri K., Wetchayont P., 2020</copyright-statement><copyright-year>2020</copyright-year><copyright-holder xml:lang="ru">Waiyasusri K., Wetchayont P.</copyright-holder><copyright-holder xml:lang="en">Waiyasusri K., Wetchayont P.</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/1547">https://ges.rgo.ru/jour/article/view/1547</self-uri><abstract><p>This research analyzed land-use changes (LUC) in the Nam San Watershed (NSW) by applying geoinformatics methods and land-use modeling approach to explore LUC in the past. Landsat satellite images from years 2002, 2007 and 2013 were classified using a maximum likelihood algorithm to create land-use maps. For assessing future LUC over a period of twenty years (2014–2033), land-use simulations were conducted using a dynamic LUC model (Dyna-CLUE model) in two land management scenarios: Scenario 1 is a simple projection of the LUC trend without reservation area, while Scenario 2 projects the LUC trend with reservation area in future periods. NSW land-use maps for 2002–2013 were analyzed using geoinformatics technology. The results revealed that the amount of forested area within the NSW has reduced drastically, from 380.40 km² to 267.23 km², changing to fields and perennial crops, which the logistic regression identified as being influenced by a slope factor. These data was used as a reference for LUC detection with the model simulation in two scenarios. Model results have shown that by 2033, Scenario 1 predicts a significant decrease in the overall forest area, from 72.21 km² to 41.55 km² in Phu Ruea district, and from 107.31 km² to 45.62 km² in Phu Luang district. Whereas Scenario 2 predicts slightly decreasing forest area within the reservation area, but rapid decrease, from 177.86 km² to 28.54 km² outside the reservation area, where the distance to village factor is the main influencer. These findings highlight the importance and the potential of model predictions for planning activities to protect forested areas.</p></abstract><kwd-group xml:lang="en"><kwd>Land-Use Change</kwd><kwd>Dyna-Clue Model</kwd><kwd>Deforestation</kwd><kwd>Nam San Watershed</kwd><kwd>Loei Province</kwd></kwd-group><funding-group><funding-statement xml:lang="en">Acknowledgements to Tom Veldkamp, Louise Fresco and Peter Verburg from the Institute for Environmental Studies (IVM), VU University, Amsterdam for providing the Dyna-CLUE model, and the U.S. Geological Survey (EarthExplorer Homepage: https://earthexplorer.usgs.gov/) for providing their Landsat imagery.</funding-statement></funding-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Bakr N., Weindorf D.C., Bahnassyb M.H., Mareib S.M., and El-Badawi M.M. (2010). Monitoring land cover changes in a newly reclaimed area of Egypt using multi-temporal Landsat data. Applied Geography, 30, 59, DOI: 10.1016/j.apgeog.2009.10.008.</mixed-citation><mixed-citation xml:lang="en">Bakr N., Weindorf D.C., Bahnassyb M.H., Mareib S.M., and El-Badawi M.M. (2010). Monitoring land cover changes in a newly reclaimed area of Egypt using multi-temporal Landsat data. Applied Geography, 30, 59, DOI: 10.1016/j.apgeog.2009.10.008.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Barsi J.A., Lee K., Kvaran G., Markham B.L. and Pedelty J.A. (2014). The Spectral Response of the Landsat-8 Operational Land Imagery. Remote Sensing, 6, 20, DOI: 10.3390/rs61010232.</mixed-citation><mixed-citation xml:lang="en">Barsi J.A., Lee K., Kvaran G., Markham B.L. and Pedelty J.A. (2014). The Spectral Response of the Landsat-8 Operational Land Imagery. Remote Sensing, 6, 20, DOI: 10.3390/rs61010232.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Benítez-López A., Alkemade R., Schipper A.M., Ingram D.J., Verweij P.A., Eikelboom J.A.J. and Huijbregts M.A.J. (2017). The impact of hunting on tropical mammal and bird populations. Science, 356, 4, DOI: 10.1126/science.aaj1891.</mixed-citation><mixed-citation xml:lang="en">Benítez-López A., Alkemade R., Schipper A.M., Ingram D.J., Verweij P.A., Eikelboom J.A.J. and Huijbregts M.A.J. (2017). The impact of hunting on tropical mammal and bird populations. Science, 356, 4, DOI: 10.1126/science.aaj1891.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Boonsompopphan B., Vearasilp T., Yost R.S. and Attanandana T. (2008). Field Identification of Soil Series Enabling Thai Farmers Share Experiences and Knowledge. Soil Science, 173(10), 736-744, DOI: 10.1097/SS.0b013e31818939cf.</mixed-citation><mixed-citation xml:lang="en">Boonsompopphan B., Vearasilp T., Yost R.S. and Attanandana T. (2008). Field Identification of Soil Series Enabling Thai Farmers Share Experiences and Knowledge. Soil Science, 173(10), 736-744, DOI: 10.1097/SS.0b013e31818939cf.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Cheng L., Sun H., Zhang Y. and Zhen S. (2019). Spatial structure optimization of mountainous abandoned mine land reuse based on system dynamics model and CLUE-S model. International Journal of Coal Science &amp; Technology, 6(1), 13, DOI: 10.1007/s40789-019-0241-x.</mixed-citation><mixed-citation xml:lang="en">Cheng L., Sun H., Zhang Y. and Zhen S. (2019). Spatial structure optimization of mountainous abandoned mine land reuse based on system dynamics model and CLUE-S model. International Journal of Coal Science &amp; Technology, 6(1), 13, DOI: 10.1007/s40789-019-0241-x.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Chunkao K., (2008). Principles of watershed management. Kasetsart University Publishers, Bangkok, Thailand.</mixed-citation><mixed-citation xml:lang="en">Chunkao K., (2008). Principles of watershed management. Kasetsart University Publishers, Bangkok, Thailand.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Clements G.R., Lynam A.J., Gaveau D., Yap W.L., Lhota S., Goosem M., . . . Laurance W.F. (2014). Where and How Are Roads Endangering Mammals in Southeast Asia’s Forests? PLOS ONE, 9(e115376), DOI: 10.1371/journal.pone.0115376.</mixed-citation><mixed-citation xml:lang="en">Clements G.R., Lynam A.J., Gaveau D., Yap W.L., Lhota S., Goosem M., . . . Laurance W.F. (2014). Where and How Are Roads Endangering Mammals in Southeast Asia’s Forests? PLOS ONE, 9(e115376), DOI: 10.1371/journal.pone.0115376.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Consiglio T., Schatz G.E., McPherson G., Lowry P.P., Rabenantoandro J., Rogers Z. S., Rabehevitra. D. (2006). Deforestation and plant diversity of Madagascar’s littoral forests. Conservation Biology, 20, 5.</mixed-citation><mixed-citation xml:lang="en">Consiglio T., Schatz G.E., McPherson G., Lowry P.P., Rabenantoandro J., Rogers Z. S., Rabehevitra. D. (2006). Deforestation and plant diversity of Madagascar’s littoral forests. Conservation Biology, 20, 5.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Dastgerdi A.S., Sargolini M., Pierantoni I., and Stimilli F. (2020). Toward An Innovative Strategic Approach For Sustainable Management Of Natural Protected Areas In Italy. Geography, Environment, Sustainability, 13(3), 68-75, DOI: 10.24057/2071-9388-2019-143.</mixed-citation><mixed-citation xml:lang="en">Dastgerdi A.S., Sargolini M., Pierantoni I., and Stimilli F. (2020). Toward An Innovative Strategic Approach For Sustainable Management Of Natural Protected Areas In Italy. Geography, Environment, Sustainability, 13(3), 68-75, DOI: 10.24057/2071-9388-2019-143.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Department of Mineral Resources D. (2007). Geology of Thailand. Retrieved from Bangkok, Thailand.</mixed-citation><mixed-citation xml:lang="en">Department of Mineral Resources D. (2007). Geology of Thailand. Retrieved from Bangkok, Thailand.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Department of Mineral Resources D. (2009). The Geological Classification for Geological and Mineral Resources Management, Loei. Retrieved from Bangkok, Thailand.</mixed-citation><mixed-citation xml:lang="en">Department of Mineral Resources D. (2009). The Geological Classification for Geological and Mineral Resources Management, Loei. Retrieved from Bangkok, Thailand.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Foody G.M. and Mathur A. (2004). Toward intelligent training of supervised image classifications: directing training data acquisition for SVM classification. Remote Sensing of Environment, 93, 11, DOI: 10.1016/j.rse.2004.06.017.</mixed-citation><mixed-citation xml:lang="en">Foody G.M. and Mathur A. (2004). Toward intelligent training of supervised image classifications: directing training data acquisition for SVM classification. Remote Sensing of Environment, 93, 11, DOI: 10.1016/j.rse.2004.06.017.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Geist H.J. and Lambin E.F. (2002). Proximate causes and underlying driving forces of tropical deforestation. Bioscience, 52, 8.</mixed-citation><mixed-citation xml:lang="en">Geist H.J. and Lambin E.F. (2002). Proximate causes and underlying driving forces of tropical deforestation. Bioscience, 52, 8.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Gilani H., Shrestha H.L., Murthy M.S.R., Phuntso P., Pradhan S., Bajracharya B. and Shrestha B. (2015). Decadal land cover change dynamics in Bhutan. Journal of Environmental Management, 148, 10, DOI: 10.1016/j.jenvman.2014.02.014.</mixed-citation><mixed-citation xml:lang="en">Gilani H., Shrestha H.L., Murthy M.S.R., Phuntso P., Pradhan S., Bajracharya B. and Shrestha B. (2015). Decadal land cover change dynamics in Bhutan. Journal of Environmental Management, 148, 10, DOI: 10.1016/j.jenvman.2014.02.014.</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Gobin A., Campling P. and Feyen J. (2002). Logistic modelling to derive agricultural land use determinants: A case study from southeastern Nigeria. Agriculture Ecosystems &amp; Environment, 89(3), 16, DOI: 10.1016/S0167-8809(01)00163-3.</mixed-citation><mixed-citation xml:lang="en">Gobin A., Campling P. and Feyen J. (2002). Logistic modelling to derive agricultural land use determinants: A case study from southeastern Nigeria. Agriculture Ecosystems &amp; Environment, 89(3), 16, DOI: 10.1016/S0167-8809(01)00163-3.</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Guan D., Li H., Inohae T., Su W., Nagaie T. and Hokao K. (2011). Modeling urban land use change by the integration of cellular automaton and Markov model. Ecological Modelling, 222, 13, DOI: 10.1016/j.ecolmodel.2011.09.009.</mixed-citation><mixed-citation xml:lang="en">Guan D., Li H., Inohae T., Su W., Nagaie T. and Hokao K. (2011). Modeling urban land use change by the integration of cellular automaton and Markov model. Ecological Modelling, 222, 13, DOI: 10.1016/j.ecolmodel.2011.09.009.</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Guang L., Jin Q., Li J., Li L., He C., Huang Y. and Yao Y. (2017). Policy factors impact analysis based on remote sensing data and the CLUE-S model in the Lijiang River Basin. China. Catena, 158, 12, DOI: 10.1016/j.catena.2017.07.003.</mixed-citation><mixed-citation xml:lang="en">Guang L., Jin Q., Li J., Li L., He C., Huang Y. and Yao Y. (2017). Policy factors impact analysis based on remote sensing data and the CLUE-S model in the Lijiang River Basin. China. Catena, 158, 12, DOI: 10.1016/j.catena.2017.07.003.</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Hooke R.L., J. F. Martín-Duque and Pedraza J. (2012). Land transformation by humans. A review. GSA Today, 22, 7. IPCC (2007). Climate Change 2007: Synthesis Report. Contribution of Working Groups I, II and III to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, IPCC, Geneva, Switzerland, 104.</mixed-citation><mixed-citation xml:lang="en">Hooke R.L., J. F. Martín-Duque and Pedraza J. (2012). Land transformation by humans. A review. GSA Today, 22, 7. IPCC (2007). Climate Change 2007: Synthesis Report. Contribution of Working Groups I, II and III to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, IPCC, Geneva, Switzerland, 104.</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Islam K., Jashimuddin M., Nath B. and Kumar T. N. (2018). Land use classification and change detection by using multi-temporal remotely sensed imagery: The case of Chunati wildlife sanctuary, Bangladesh. The Egyptian Journal of Remote Sensing and Space Sciences, 21, 17, DOI: 10.1016/j.ejrs.2016.12.005.</mixed-citation><mixed-citation xml:lang="en">Islam K., Jashimuddin M., Nath B. and Kumar T. N. (2018). Land use classification and change detection by using multi-temporal remotely sensed imagery: The case of Chunati wildlife sanctuary, Bangladesh. The Egyptian Journal of Remote Sensing and Space Sciences, 21, 17, DOI: 10.1016/j.ejrs.2016.12.005.</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Jensen J.R. and Kiefer R.W. (2007). Remote sensing of the environment. New Jersey: Pearson Prentice Hall. Jia K., Liang S., Zhang L., Wei X., Yao Y. and Xie X. (2014). Forest cover classification using Landsat ETM+ data and time series MODIS NDVI data. International Journal of Applied Earth Observation and Geoinformation, 33, 7, DOI: 10.1016/j.jag.2014.04.015.</mixed-citation><mixed-citation xml:lang="en">Jensen J.R. and Kiefer R.W. (2007). Remote sensing of the environment. New Jersey: Pearson Prentice Hall. Jia K., Liang S., Zhang L., Wei X., Yao Y. and Xie X. (2014). Forest cover classification using Landsat ETM+ data and time series MODIS NDVI data. International Journal of Applied Earth Observation and Geoinformation, 33, 7, DOI: 10.1016/j.jag.2014.04.015.</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Jia Z., Ma B., Zhang J. and Zeng W. (2018). Simulating Spatial-Temporal Changes of Land-Use Based on Ecological Redline Restrictions and Landscape Driving Factors: A Case Study in Beijing. Sustainability, 10, DOI: 10.3390/su10041299.</mixed-citation><mixed-citation xml:lang="en">Jia Z., Ma B., Zhang J. and Zeng W. (2018). Simulating Spatial-Temporal Changes of Land-Use Based on Ecological Redline Restrictions and Landscape Driving Factors: A Case Study in Beijing. Sustainability, 10, DOI: 10.3390/su10041299.</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Klongvessa P., Lu M. and Chotpantarat S. (2018). Response of the flood peak to the spatial distribution of rainfall in the Yom River basin, Thailand. Stochastic Environmental Research and Risk Assessment, 32(10), 17.</mixed-citation><mixed-citation xml:lang="en">Klongvessa P., Lu M. and Chotpantarat S. (2018). Response of the flood peak to the spatial distribution of rainfall in the Yom River basin, Thailand. Stochastic Environmental Research and Risk Assessment, 32(10), 17.</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Komaki T., Noda I., Furuya N., Yokota Y., Himmapan W. and Pusudsavang A. (2012). The present circumstances of teak wood processing, marketing and future prospects in Northeast Thailand. JIRCAS Working Report, 74, 64-68.</mixed-citation><mixed-citation xml:lang="en">Komaki T., Noda I., Furuya N., Yokota Y., Himmapan W. and Pusudsavang A. (2012). The present circumstances of teak wood processing, marketing and future prospects in Northeast Thailand. JIRCAS Working Report, 74, 64-68.</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Konpian S., Som-ard J., Jitsukka W. and Suwanlee S. R. (2019). Assessment of Forest Recovery at Conservation Areas in Loei Province Using Landsat Imagery in Time Series. Thai Science and Technology Journal, 28(7), 1185-1201.</mixed-citation><mixed-citation xml:lang="en">Konpian S., Som-ard J., Jitsukka W. and Suwanlee S. R. (2019). Assessment of Forest Recovery at Conservation Areas in Loei Province Using Landsat Imagery in Time Series. Thai Science and Technology Journal, 28(7), 1185-1201.</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Lagrosa IV J.J., Zippwerer W.C. and Andreu M.G. (2018). Projecting Land-Use and Land Cover Change in a Subtropical Urban Watershed. Urban Science, 2(1)(11), 23, DOI: 10.3390/urbansci2010011.</mixed-citation><mixed-citation xml:lang="en">Lagrosa IV J.J., Zippwerer W.C. and Andreu M.G. (2018). Projecting Land-Use and Land Cover Change in a Subtropical Urban Watershed. Urban Science, 2(1)(11), 23, DOI: 10.3390/urbansci2010011.</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Lambin E.F. (1997). Modelling and monitoring land-cover change processes in tropical regions. Progress in Physical Geograph, 21, 9.</mixed-citation><mixed-citation xml:lang="en">Lambin E.F. (1997). Modelling and monitoring land-cover change processes in tropical regions. Progress in Physical Geograph, 21, 9.</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Lambin E.F. and Meyfroidt P. (2010). Land use transitions: socio-ecological feedback versus socio-economic change. Land Use Policy, 27, 11, DOI: 10.1016/j.landusepol.2009.09.003.</mixed-citation><mixed-citation xml:lang="en">Lambin E.F. and Meyfroidt P. (2010). Land use transitions: socio-ecological feedback versus socio-economic change. Land Use Policy, 27, 11, DOI: 10.1016/j.landusepol.2009.09.003.</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Liu Y., Huang X., Yang H. and Zhong T. (2014). Environmental effects of land-use/cover change caused by urbanization and policies in Southwest China Karst area e A case study of Guiyang. Habitat International, 44, 10.</mixed-citation><mixed-citation xml:lang="en">Liu Y., Huang X., Yang H. and Zhong T. (2014). Environmental effects of land-use/cover change caused by urbanization and policies in Southwest China Karst area e A case study of Guiyang. Habitat International, 44, 10.</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">Luo G., Yin C., Chen X., Xu W. and Lu L. (2010). Combining system dynamic model and CLUE-S model to improve land use scenario analyses at regional scale: A case study of Sangong watershed in Xinjiang, China. Ecological Complexity, 7, 10, DOI: 10.1016/j.ecocom.2010.02.001.</mixed-citation><mixed-citation xml:lang="en">Luo G., Yin C., Chen X., Xu W. and Lu L. (2010). Combining system dynamic model and CLUE-S model to improve land use scenario analyses at regional scale: A case study of Sangong watershed in Xinjiang, China. Ecological Complexity, 7, 10, DOI: 10.1016/j.ecocom.2010.02.001.</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">Mallinis G., Emmanoloudis D., Giannakopoulos V., Maris F. and Koutsias N. (2011). Mapping and interpreting historical land cover/land use changes in a Natura 2000 site using earth observational data: The case of Nestos delta, Greece. Applied Geography, 31, 9, DOI: 10.1016/j.apgeog.2010.07.002.</mixed-citation><mixed-citation xml:lang="en">Mallinis G., Emmanoloudis D., Giannakopoulos V., Maris F. and Koutsias N. (2011). Mapping and interpreting historical land cover/land use changes in a Natura 2000 site using earth observational data: The case of Nestos delta, Greece. Applied Geography, 31, 9, DOI: 10.1016/j.apgeog.2010.07.002.</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Moreira F., Rego F. C. and Ferreira P. G. (2001). Temporal (1958-1995) pattern of change in a cultural landscape of northwestern Portugal: implications for fire occurrence. Landscape Ecology, 16(6), 11.</mixed-citation><mixed-citation xml:lang="en">Moreira F., Rego F. C. and Ferreira P. G. (2001). Temporal (1958-1995) pattern of change in a cultural landscape of northwestern Portugal: implications for fire occurrence. Landscape Ecology, 16(6), 11.</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">National Statistical Office. (2019). Household Income &amp; Expenditure. [online] Available at: http://web.nso.go.th/en/stat_theme_socpop.html [Accessed 15 January 2019].</mixed-citation><mixed-citation xml:lang="en">National Statistical Office. (2019). Household Income &amp; Expenditure. [online] Available at: http://web.nso.go.th/en/stat_theme_socpop.html [Accessed 15 January 2019].</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Peng L., Chen T. and Liu S. (2016). Spatiotemporal Dynamics and Drivers of Farmland Changes in Panxi Mountainous Region, China. Sustainability, 8(11), DOI: 10.3390/su8111209.</mixed-citation><mixed-citation xml:lang="en">Peng L., Chen T. and Liu S. (2016). Spatiotemporal Dynamics and Drivers of Farmland Changes in Panxi Mountainous Region, China. Sustainability, 8(11), DOI: 10.3390/su8111209.</mixed-citation></citation-alternatives></ref><ref id="cit34"><label>34</label><citation-alternatives><mixed-citation xml:lang="ru">Pontius R. G. and Schneider L.C. (2001). Land-cover change model validation by an ROC method for the Ipswich watershed, Massachusetts, USA. Agriculture, Ecosystems &amp; Environment, 85(1-3), 10, DOI: 10.1016/S0167-8809(01)00187-6</mixed-citation><mixed-citation xml:lang="en">Pontius R. G. and Schneider L.C. (2001). Land-cover change model validation by an ROC method for the Ipswich watershed, Massachusetts, USA. Agriculture, Ecosystems &amp; Environment, 85(1-3), 10, DOI: 10.1016/S0167-8809(01)00187-6</mixed-citation></citation-alternatives></ref><ref id="cit35"><label>35</label><citation-alternatives><mixed-citation xml:lang="ru">Poursanidis D., Chrysoulakis N. and Mitraka Z. (2015). Landsat 8 vs. Landsat 5: A comparison based on urban and peri-urban land cover mapping. International Journal of Applied Earth Observation and Geoinformation, 35, 11, DOI: 10.1016/j.jag.2014.09.010.</mixed-citation><mixed-citation xml:lang="en">Poursanidis D., Chrysoulakis N. and Mitraka Z. (2015). Landsat 8 vs. Landsat 5: A comparison based on urban and peri-urban land cover mapping. International Journal of Applied Earth Observation and Geoinformation, 35, 11, DOI: 10.1016/j.jag.2014.09.010.</mixed-citation></citation-alternatives></ref><ref id="cit36"><label>36</label><citation-alternatives><mixed-citation xml:lang="ru">Richards J. A. and Jia X. (2006). An introduction. In Remote sensing digital image analysis: Springer. Royal Forest Department Resources. (2007). Forestry Statistics Year 2006. Royal Forest Department, Ministry of Natural Resources and Environment, Bangkok, Thailand.</mixed-citation><mixed-citation xml:lang="en">Richards J. A. and Jia X. (2006). An introduction. In Remote sensing digital image analysis: Springer. Royal Forest Department Resources. (2007). Forestry Statistics Year 2006. Royal Forest Department, Ministry of Natural Resources and Environment, Bangkok, Thailand.</mixed-citation></citation-alternatives></ref><ref id="cit37"><label>37</label><citation-alternatives><mixed-citation xml:lang="ru">Royal Forest Department Resources. (2016). Forestry Statistics Year 2016. Royal Forest Department, Ministry of Natural Resources and Environment, Bangkok, Thailand.</mixed-citation><mixed-citation xml:lang="en">Royal Forest Department Resources. (2016). Forestry Statistics Year 2016. Royal Forest Department, Ministry of Natural Resources and Environment, Bangkok, Thailand.</mixed-citation></citation-alternatives></ref><ref id="cit38"><label>38</label><citation-alternatives><mixed-citation xml:lang="ru">Sadler J., Bates A., Donovan R. and Bodnar S. (2011). Building for biodiversity: Accommodating people and wildlife in cities. In In Urban Ecology. Patterns, Processes and Applications (12). Oxford, UK: Oxford University Press.</mixed-citation><mixed-citation xml:lang="en">Sadler J., Bates A., Donovan R. and Bodnar S. (2011). Building for biodiversity: Accommodating people and wildlife in cities. In In Urban Ecology. Patterns, Processes and Applications (12). Oxford, UK: Oxford University Press.</mixed-citation></citation-alternatives></ref><ref id="cit39"><label>39</label><citation-alternatives><mixed-citation xml:lang="ru">Santiphop T., Shrestha R. P. and Hazarika M. K. (2012). An analysis of factors affecting agricultural land use patterns and livelihood strategies of farm households in Kanchanaburi Province, Thailand. Journal of Land Use Science, 7, 8, DOI: 10.1080/1747423X.2011.587208.</mixed-citation><mixed-citation xml:lang="en">Santiphop T., Shrestha R. P. and Hazarika M. K. (2012). An analysis of factors affecting agricultural land use patterns and livelihood strategies of farm households in Kanchanaburi Province, Thailand. Journal of Land Use Science, 7, 8, DOI: 10.1080/1747423X.2011.587208.</mixed-citation></citation-alternatives></ref><ref id="cit40"><label>40</label><citation-alternatives><mixed-citation xml:lang="ru">Satika B. and Chotpantarat S. (2014). Simulation of nitrate concentration affected from land use changes in the lower part of Yom river basin, Thailand: a preliminary study. Advanced Materials Research, 931-932, 6.</mixed-citation><mixed-citation xml:lang="en">Satika B. and Chotpantarat S. (2014). Simulation of nitrate concentration affected from land use changes in the lower part of Yom river basin, Thailand: a preliminary study. Advanced Materials Research, 931-932, 6.</mixed-citation></citation-alternatives></ref><ref id="cit41"><label>41</label><citation-alternatives><mixed-citation xml:lang="ru">Satika B. and Chotpantarat S. (2018). Impacts of land-use changes on watershed discharge and water quality in a large intensive agricultural area in Thailand. Hydrological Sciences Journal, 63(9), 12, DOI: 10.1080/02626667.2018.1506128.</mixed-citation><mixed-citation xml:lang="en">Satika B. and Chotpantarat S. (2018). Impacts of land-use changes on watershed discharge and water quality in a large intensive agricultural area in Thailand. Hydrological Sciences Journal, 63(9), 12, DOI: 10.1080/02626667.2018.1506128.</mixed-citation></citation-alternatives></ref><ref id="cit42"><label>42</label><citation-alternatives><mixed-citation xml:lang="ru">Shalaby A. and Tateishi R. (2007). Remote sensing and GIS for mapping and monitoring land cover and land-use changes in the Northwestern coastal zone of Egypt. Applied Geography, 27(1), 4.</mixed-citation><mixed-citation xml:lang="en">Shalaby A. and Tateishi R. (2007). Remote sensing and GIS for mapping and monitoring land cover and land-use changes in the Northwestern coastal zone of Egypt. Applied Geography, 27(1), 4.</mixed-citation></citation-alternatives></ref><ref id="cit43"><label>43</label><citation-alternatives><mixed-citation xml:lang="ru">Shirvani D.A., Sargolini M., Broussard A.S., Chatrchyan A. and De Luca G. (2020). Climate Change and Sustaining Heritage Resources: A Framework for Boosting Cultural and Natural Heritage Conservation in Central Italy. Climate. 2020, 8(2), 26, DOI: 10.3390/cli8020026.</mixed-citation><mixed-citation xml:lang="en">Shirvani D.A., Sargolini M., Broussard A.S., Chatrchyan A. and De Luca G. (2020). Climate Change and Sustaining Heritage Resources: A Framework for Boosting Cultural and Natural Heritage Conservation in Central Italy. Climate. 2020, 8(2), 26, DOI: 10.3390/cli8020026.</mixed-citation></citation-alternatives></ref><ref id="cit44"><label>44</label><citation-alternatives><mixed-citation xml:lang="ru">Tabor K., Hewson J., Tien H., González-Roglich M., Hole D. and Williams J.W. (2018). Tropical Protected Areas Under Increasing Threats from Climate Change and Deforestation. Land, 7(3), 90, DOI: 10.3390/land7030090.</mixed-citation><mixed-citation xml:lang="en">Tabor K., Hewson J., Tien H., González-Roglich M., Hole D. and Williams J.W. (2018). Tropical Protected Areas Under Increasing Threats from Climate Change and Deforestation. Land, 7(3), 90, DOI: 10.3390/land7030090.</mixed-citation></citation-alternatives></ref><ref id="cit45"><label>45</label><citation-alternatives><mixed-citation xml:lang="ru">Trisurat Y., Alkemade R. and Verburg P. H. (2010). Projecting land-use change and its consequences for biodiversity in Northern Thailand. Environmental Earth Sciences, 45, 14, DOI: 10.1007/s00267-010-9438-x.</mixed-citation><mixed-citation xml:lang="en">Trisurat Y., Alkemade R. and Verburg P. H. (2010). Projecting land-use change and its consequences for biodiversity in Northern Thailand. Environmental Earth Sciences, 45, 14, DOI: 10.1007/s00267-010-9438-x.</mixed-citation></citation-alternatives></ref><ref id="cit46"><label>46</label><citation-alternatives><mixed-citation xml:lang="ru">Trisurat Y., Shirakawa H. and Johnston J. M. (2019). Land-Use/Land-Cover Change from Socio-Economic Drivers and Their Impact on Biodiversity in Nan Province, Thailand. Sustainability, 11, DOI: 10.3390/su11030649.</mixed-citation><mixed-citation xml:lang="en">Trisurat Y., Shirakawa H. and Johnston J. M. (2019). Land-Use/Land-Cover Change from Socio-Economic Drivers and Their Impact on Biodiversity in Nan Province, Thailand. Sustainability, 11, DOI: 10.3390/su11030649.</mixed-citation></citation-alternatives></ref><ref id="cit47"><label>47</label><citation-alternatives><mixed-citation xml:lang="ru">Turner II B. L., Lambin E. and Reenberg A. (2007). The emergence of land change science for global environmental change and sustainability. Paper presented at the The National Academy of Sciences (PNAS).</mixed-citation><mixed-citation xml:lang="en">Turner II B. L., Lambin E. and Reenberg A. (2007). The emergence of land change science for global environmental change and sustainability. Paper presented at the The National Academy of Sciences (PNAS).</mixed-citation></citation-alternatives></ref><ref id="cit48"><label>48</label><citation-alternatives><mixed-citation xml:lang="ru">U.S. Geological Survey. (2014). Landsat Bands. United States Department of the Interior, Virginia. Retrieved from https://landsat.usgs.gov/what-are-band-designations-landsat-satellites</mixed-citation><mixed-citation xml:lang="en">U.S. Geological Survey. (2014). Landsat Bands. United States Department of the Interior, Virginia. Retrieved from https://landsat.usgs.gov/what-are-band-designations-landsat-satellites</mixed-citation></citation-alternatives></ref><ref id="cit49"><label>49</label><citation-alternatives><mixed-citation xml:lang="ru">Verburg P.H. and Overmars K.P. (2009). Combining top–down and bottom– up dynamics in land use modeling: exploring the future of abandoned farmlands in Europe with the Dyna-CLUE model. Landscape Ecology, 24, 5, DOI: 10.1007/s10980-009-9355-7.</mixed-citation><mixed-citation xml:lang="en">Verburg P.H. and Overmars K.P. (2009). Combining top–down and bottom– up dynamics in land use modeling: exploring the future of abandoned farmlands in Europe with the Dyna-CLUE model. Landscape Ecology, 24, 5, DOI: 10.1007/s10980-009-9355-7.</mixed-citation></citation-alternatives></ref><ref id="cit50"><label>50</label><citation-alternatives><mixed-citation xml:lang="ru">Verburg P.H., Soepboer W., Limpiada R., Espaldon M.V.O., Sharifa M. and Veldkamp A. (2002). Land use change modelling at the regional scale: The CLUE-S model. Environmental Management, 30, 15.</mixed-citation><mixed-citation xml:lang="en">Verburg P.H., Soepboer W., Limpiada R., Espaldon M.V.O., Sharifa M. and Veldkamp A. (2002). Land use change modelling at the regional scale: The CLUE-S model. Environmental Management, 30, 15.</mixed-citation></citation-alternatives></ref><ref id="cit51"><label>51</label><citation-alternatives><mixed-citation xml:lang="ru">Verburg P. H. and Veldkamp. (2004). A Projecting land use transitions at forest fringes in the Philippines at two spatial scales. Landscape Ecology, 19, 12.</mixed-citation><mixed-citation xml:lang="en">Verburg P. H. and Veldkamp. (2004). A Projecting land use transitions at forest fringes in the Philippines at two spatial scales. Landscape Ecology, 19, 12.</mixed-citation></citation-alternatives></ref><ref id="cit52"><label>52</label><citation-alternatives><mixed-citation xml:lang="ru">Verburg P.H., Veldkamp A. and Fresco L.O. (1999). Simulation of changes in the spatial pattern of land use in China. Applied Geography, 19, 22.</mixed-citation><mixed-citation xml:lang="en">Verburg P.H., Veldkamp A. and Fresco L.O. (1999). Simulation of changes in the spatial pattern of land use in China. Applied Geography, 19, 22.</mixed-citation></citation-alternatives></ref><ref id="cit53"><label>53</label><citation-alternatives><mixed-citation xml:lang="ru">Waiyasusri K. and Chotpantarat S. (2020). Watershed Prioritization of Kaeng Lawa Sub-Watershed, Khon Kaen Province Using the Morphometric and Land-Use Analysis: A Case Study of Heavy Flooding Caused by Tropical Storm Podul. Water, 12(6), 1570, DOI: 10.3390/w12061570.</mixed-citation><mixed-citation xml:lang="en">Waiyasusri K. and Chotpantarat S. (2020). Watershed Prioritization of Kaeng Lawa Sub-Watershed, Khon Kaen Province Using the Morphometric and Land-Use Analysis: A Case Study of Heavy Flooding Caused by Tropical Storm Podul. Water, 12(6), 1570, DOI: 10.3390/w12061570.</mixed-citation></citation-alternatives></ref><ref id="cit54"><label>54</label><citation-alternatives><mixed-citation xml:lang="ru">Waiyasusri K., Yumuang S. and Chotpantarat S. (2016). Monitoring and predicting land use changes in the Huai Thap Salao Watershed area, Uthaithani Province, Thailand, using the CLUE-s model. Environmental Earth Sciences, 75, 17, DOI: 10.1007/s12665-016-5322-1.</mixed-citation><mixed-citation xml:lang="en">Waiyasusri K., Yumuang S. and Chotpantarat S. (2016). Monitoring and predicting land use changes in the Huai Thap Salao Watershed area, Uthaithani Province, Thailand, using the CLUE-s model. Environmental Earth Sciences, 75, 17, DOI: 10.1007/s12665-016-5322-1.</mixed-citation></citation-alternatives></ref><ref id="cit55"><label>55</label><citation-alternatives><mixed-citation xml:lang="ru">Yumuang S. (2001). Debris flow and debris flood in Nam Ko area, Phetchabun province, central Thailand. Environ Geology, 2006(51), 18.</mixed-citation><mixed-citation xml:lang="en">Yumuang S. (2001). Debris flow and debris flood in Nam Ko area, Phetchabun province, central Thailand. Environ Geology, 2006(51), 18.</mixed-citation></citation-alternatives></ref><ref id="cit56"><label>56</label><citation-alternatives><mixed-citation xml:lang="ru">Zhang L., Cao M., Xing A., Sun Z. and Huang Y. (2018). Modelling the Spatial Expansion of Green Manure Considering Land Productivity and Implementing Strategies. Sustainability, 10, DOI: 10.3390/su10010225.</mixed-citation><mixed-citation xml:lang="en">Zhang L., Cao M., Xing A., Sun Z. and Huang Y. (2018). Modelling the Spatial Expansion of Green Manure Considering Land Productivity and Implementing Strategies. Sustainability, 10, DOI: 10.3390/su10010225.</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>
