<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3.dtd">
<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">10.24057/2071-9388-2024-2984</article-id><article-id custom-type="elpub" pub-id-type="custom">gesj-3495</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>Modeling land use change of mid-sized cities in the process of metropolization. Case study La Serena-Coquimbo conurbation, Chile</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>Mustelier</surname><given-names>Diana</given-names></name></name-alternatives><bio xml:lang="en"><p>7820436 </p></bio><email xlink:type="simple">dmustelier@uc.cl</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>Henríquez</surname><given-names>Cristian</given-names></name></name-alternatives><bio xml:lang="en"><p>7820436,  8331150, 7520246 </p></bio><xref ref-type="aff" rid="aff-2"/></contrib></contrib-group><aff xml:lang="en" id="aff-1"><institution>Institute of Geography, Pontificia Universidad Católica de Chile</institution><country>Chile</country></aff><aff xml:lang="en" id="aff-2"><institution>Institute of Geography, Pontificia Universidad Católica de Chile ; Interdisciplinary Centre on Global Change, Pontificia Universidad Católica de Chile; Centre for Sustainable Urban Development ANID/FONDAP</institution><country>Chile</country></aff><pub-date pub-type="collection"><year>2024</year></pub-date><pub-date pub-type="epub"><day>05</day><month>07</month><year>2024</year></pub-date><volume>17</volume><issue>2</issue><fpage>106</fpage><lpage>118</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Mustelier D., Henríquez C., 2024</copyright-statement><copyright-year>2024</copyright-year><copyright-holder xml:lang="ru">Mustelier D., Henríquez C.</copyright-holder><copyright-holder xml:lang="en">Mustelier D., Henríquez C.</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/3495">https://ges.rgo.ru/jour/article/view/3495</self-uri><abstract><p>The current urbanization trend shows a large number of conurbated medium-sized cities growing and others that could be transformed into metropolises, especially in Latin America. This has led to disparities in the provision of urban services and amenities, as well as new territorial processes and spatial fragmentation. The objective of this study is to analyze the future changes in land use and land cover in the La Serena-Coquimbo conurbation, Coquimbo Region, Chile, under two different scenarios: Business-as-usual and Spatial Planning between 2020 and 2042. These different scenarios were simulated using the CLUMondo model based on the evolution of land use/cover between 1990-2020 in order to identify the main dynamics associated with urban growth in both cities. The simulation scenarios reflect how the urban area of the conurbation will expand towards the peri-urban area. In the first scenario, urban land shows an increase of 54%, and in the second one, 45% from 2020 to 2042, reinforcing the issues of the metropolization process in the conurbation, such as spatial segregation, infrastructure deficits, loss of ecosystems and natural landscapes, and fragmentation of rural areas. Spatially explicit models have proven to be a powerful tool for decision-makers tasked with projecting urban growth, particularly in conurbated cities undergoing metropolization.</p></abstract><kwd-group xml:lang="en"><kwd>mid-sized cities</kwd><kwd>land use change</kwd><kwd>modeling</kwd><kwd>scenario simulation</kwd><kwd>La Serena-Coquimbo</kwd><kwd>CLUMondo</kwd></kwd-group><funding-group><funding-statement xml:lang="en">The authors thank public officials of the Regional Government of Coquimbo for their contribution of knowledge for the validation of the results. Also, we gratefully acknowledge the research support provided by ANID/ Fondecyt Project No 1220688 and CEDEUS, ANID FONDAP 1522A0002.</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">Aguirre, C., Olivares, R., and Orellana, A. (2018). Patrones de crecimiento urbano en la metropolización de sistemas urbanos intermedios. El caso de la conurbación La Serena-Coquimbo. Congreso Internacional Ciudad y Territorio Virtual (CTV), DOI: 10.5821/ctv.8234.</mixed-citation><mixed-citation xml:lang="en">Aguirre, C., Olivares, R., and Orellana, A. (2018). Patrones de crecimiento urbano en la metropolización de sistemas urbanos intermedios. El caso de la conurbación La Serena-Coquimbo. Congreso Internacional Ciudad y Territorio Virtual (CTV), DOI: 10.5821/ctv.8234.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Anderson, J. (1976). A Land Use and Land Cover Classification System for Use with Remote Sensor Data. Washington: US Government Printing Office, DOI: 10.3133/pp964</mixed-citation><mixed-citation xml:lang="en">Anderson, J. (1976). A Land Use and Land Cover Classification System for Use with Remote Sensor Data. Washington: US Government Printing Office, DOI: 10.3133/pp964</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Arunyawat, S. and Shrestha, R.P. (2018). Simulating future land use and ecosystem services in Northern Thailand. Journal of Land Use Science, 13(1–2), 146–165, DOI: 10.1080/1747423X.2018.1496157.</mixed-citation><mixed-citation xml:lang="en">Arunyawat, S. and Shrestha, R.P. (2018). Simulating future land use and ecosystem services in Northern Thailand. Journal of Land Use Science, 13(1–2), 146–165, DOI: 10.1080/1747423X.2018.1496157.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">van Asselen, S. and Verburg, P. (2013). Land cover change or land-use intensification: simulating land system change with a global-scale land change model. Global Change Biology, 19(12), 3648–3667, DOI: 10.1111/gcb.12331.</mixed-citation><mixed-citation xml:lang="en">van Asselen, S. and Verburg, P. (2013). Land cover change or land-use intensification: simulating land system change with a global-scale land change model. Global Change Biology, 19(12), 3648–3667, DOI: 10.1111/gcb.12331.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Bähr, J., and Borsdorf, A. (2005). La ciudad latinoamericana. La construcción de un modelo. Vigencia y perspectivas. Urbe. Revista de ciudad, urbanismo y paisaje (Lima), 2(2), 207-222.</mixed-citation><mixed-citation xml:lang="en">Bähr, J., and Borsdorf, A. (2005). La ciudad latinoamericana. La construcción de un modelo. Vigencia y perspectivas. Urbe. Revista de ciudad, urbanismo y paisaje (Lima), 2(2), 207-222.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Batty, M. (2013). The New Science of Cities. Cambridge: MIT press, DOI: 10.7551/mitpress/9399.001.0001</mixed-citation><mixed-citation xml:lang="en">Batty, M. (2013). The New Science of Cities. Cambridge: MIT press, DOI: 10.7551/mitpress/9399.001.0001</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Borsdorf, A. (2003). Cómo modelar el desarrollo y la dinámica de la ciudad latinoamericana. EURE. Revista latinoamericana de estudios urbano regionales, 29, 37–49, DOI: 10.4067/S0250-71612003008600002.</mixed-citation><mixed-citation xml:lang="en">Borsdorf, A. (2003). Cómo modelar el desarrollo y la dinámica de la ciudad latinoamericana. EURE. Revista latinoamericana de estudios urbano regionales, 29, 37–49, DOI: 10.4067/S0250-71612003008600002.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Breiman, L. (2001). Random Forests. Machine Learning, 45(1), 5–32, DOI: 10.1023/A:1010933404324.</mixed-citation><mixed-citation xml:lang="en">Breiman, L. (2001). Random Forests. Machine Learning, 45(1), 5–32, DOI: 10.1023/A:1010933404324.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">DESE (2016). Desarrollo Urbano y El Cambio Climático: Huella Actual e Histórica, Escenarios de Crecimiento Urbano y Estudios Básicos Sobre Mitigación y Adaptación al Cambio Clima Tico En La Conurbación La Serena/Coquimbo.</mixed-citation><mixed-citation xml:lang="en">DESE (2016). Desarrollo Urbano y El Cambio Climático: Huella Actual e Histórica, Escenarios de Crecimiento Urbano y Estudios Básicos Sobre Mitigación y Adaptación al Cambio Clima Tico En La Conurbación La Serena/Coquimbo.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">García-Álvarez, D., Lara Hinojosa, J., Jurado Pérez, F.J., and Quintero Villaraso, J. (2022). Global General Land Use Cover Datasets with a Time Series of Maps. In: D. García Álvarez and M. Camacho Olmedo, M. Paegelow and J. Mas, eds. Land Use Cover Datasets and Validation Tools: Validation Practices with QGIS. Cham: Springer International Publishing, 287–311, DOI: 10.1007/978-3-030-90998-7.</mixed-citation><mixed-citation xml:lang="en">García-Álvarez, D., Lara Hinojosa, J., Jurado Pérez, F.J., and Quintero Villaraso, J. (2022). Global General Land Use Cover Datasets with a Time Series of Maps. In: D. García Álvarez and M. Camacho Olmedo, M. Paegelow and J. Mas, eds. Land Use Cover Datasets and Validation Tools: Validation Practices with QGIS. Cham: Springer International Publishing, 287–311, DOI: 10.1007/978-3-030-90998-7.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Geist, H. and Lambin, E. (2002). Proximate Causes and Underlying Driving Forces of Tropical Deforestation: Tropical forests are disappearing as the result of many pressures, both local and regional, acting in various combinations in different geographical locations. BioScience, 52(2), 143–150, DOI: 10.1641/0006-3568(2002)052[0143:PCAUDF]2.0.CO;2.</mixed-citation><mixed-citation xml:lang="en">Geist, H. and Lambin, E. (2002). Proximate Causes and Underlying Driving Forces of Tropical Deforestation: Tropical forests are disappearing as the result of many pressures, both local and regional, acting in various combinations in different geographical locations. BioScience, 52(2), 143–150, DOI: 10.1641/0006-3568(2002)052[0143:PCAUDF]2.0.CO;2.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Henríquez, C. (2014). El problema ambiental de la urbanización. In: C. Henríquez, Modelando El Crecimiento de Ciudades Medias Chilenas, 1st ed. Santiago de Chile: Ediciones UC, 29–94.</mixed-citation><mixed-citation xml:lang="en">Henríquez, C. (2014). El problema ambiental de la urbanización. In: C. Henríquez, Modelando El Crecimiento de Ciudades Medias Chilenas, 1st ed. Santiago de Chile: Ediciones UC, 29–94.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Henríquez, C. and Azócar, G. (2007). Propuesta de modelos predictivos en la planificación territorial y evaluación de impacto ambiental. Scripta Nova. Revista Electrónica de Geografía y Ciencias Sociales, [online] Volume 11. Available at: https://www.ub.edu/geocrit/sn/sn-24541.htm. [Accessed 10 april 2022].</mixed-citation><mixed-citation xml:lang="en">Henríquez, C. and Azócar, G. (2007). Propuesta de modelos predictivos en la planificación territorial y evaluación de impacto ambiental. Scripta Nova. Revista Electrónica de Geografía y Ciencias Sociales, [online] Volume 11. Available at: https://www.ub.edu/geocrit/sn/sn-24541.htm. [Accessed 10 april 2022].</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Henríquez, C. and Hidalgo, R. (2023). Escenarios de crecimiento en ciudades medias chilenas: lectura de trayectorias futuras para diferentes tipologías urbanas. In: C. Henríquez, W. Ribeiro, V. Aprigliano, and G. Salazar, eds., Urbanización y Ciudades Medias. Territorios y Espacialidades En Cuestionamiento. Santiago de Chile: Impresión Gráfica LOM, 135-154.</mixed-citation><mixed-citation xml:lang="en">Henríquez, C. and Hidalgo, R. (2023). Escenarios de crecimiento en ciudades medias chilenas: lectura de trayectorias futuras para diferentes tipologías urbanas. In: C. Henríquez, W. Ribeiro, V. Aprigliano, and G. Salazar, eds., Urbanización y Ciudades Medias. Territorios y Espacialidades En Cuestionamiento. Santiago de Chile: Impresión Gráfica LOM, 135-154.</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Henríquez, C., Morales, M., Qüense, J., and Hidalgo, R. (2022). Future land use conflicts: Comparing spatial scenarios for urban-regional planning. Environment and Planning B: Urban Analytics and City Science, 50(2), 332-349, DOI: 10.1177%2F23998083221111404.</mixed-citation><mixed-citation xml:lang="en">Henríquez, C., Morales, M., Qüense, J., and Hidalgo, R. (2022). Future land use conflicts: Comparing spatial scenarios for urban-regional planning. Environment and Planning B: Urban Analytics and City Science, 50(2), 332-349, DOI: 10.1177%2F23998083221111404.</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Henríquez-Dole, L., Usón, T., Vicuña, S., Henríquez, C., Gironás, J., and Meza, F. (2018). Integrating strategic land use planning in the construction of future land use scenarios and its performance: The Maipo River Basin, Chile. Land Use Policy, 78, 353–366.</mixed-citation><mixed-citation xml:lang="en">Henríquez-Dole, L., Usón, T., Vicuña, S., Henríquez, C., Gironás, J., and Meza, F. (2018). Integrating strategic land use planning in the construction of future land use scenarios and its performance: The Maipo River Basin, Chile. Land Use Policy, 78, 353–366.</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Hidalgo, R., Arenas, F., and Monsalve, R. (2009). La conurbación La Serena-Coquimbo: problemas y desafíos de su transformación metropolitana. In R. Hidalgo, C. De Mattos, F. Arenas, eds., Chile: del país urbano al país metropolitano. Santiago de Chile: GEOlibros &amp; EURELibros, 161–187.</mixed-citation><mixed-citation xml:lang="en">Hidalgo, R., Arenas, F., and Monsalve, R. (2009). La conurbación La Serena-Coquimbo: problemas y desafíos de su transformación metropolitana. In R. Hidalgo, C. De Mattos, F. Arenas, eds., Chile: del país urbano al país metropolitano. Santiago de Chile: GEOlibros &amp; EURELibros, 161–187.</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Hidalgo, R., Borsdorf, A., and Plaza, F. (2009). Parcelas de agrado alrededor de Santiago y Valparaíso: ¿Migración por amenidad a la chilena? Revista de geografía Norte Grande, (44), 93–112, DOI: 10.4067/S0718-34022009000300005.</mixed-citation><mixed-citation xml:lang="en">Hidalgo, R., Borsdorf, A., and Plaza, F. (2009). Parcelas de agrado alrededor de Santiago y Valparaíso: ¿Migración por amenidad a la chilena? Revista de geografía Norte Grande, (44), 93–112, DOI: 10.4067/S0718-34022009000300005.</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Hidalgo, R., De Mattos, C., and Arenas, F. (2009). Chile: Del País Urbano al País Metropolitano. Santiago de Chile: GEOlibros &amp; EURE-Libros.</mixed-citation><mixed-citation xml:lang="en">Hidalgo, R., De Mattos, C., and Arenas, F. (2009). Chile: Del País Urbano al País Metropolitano. Santiago de Chile: GEOlibros &amp; EURE-Libros.</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Huang, H., Chen, Y., Clinton, N., Wang, J., Wang, X., Liu, C., Gong, P., Yang, J., Bai, Y., Zheng, Y., and Zhu, Z. (2017). Mapping major land cover dynamics in Beijing using all Landsat images in Google Earth Engine. Remote Sensing of Environment, 202, 166–176, DOI: 10.1016/J.RSE.2017.02.021.</mixed-citation><mixed-citation xml:lang="en">Huang, H., Chen, Y., Clinton, N., Wang, J., Wang, X., Liu, C., Gong, P., Yang, J., Bai, Y., Zheng, Y., and Zhu, Z. (2017). Mapping major land cover dynamics in Beijing using all Landsat images in Google Earth Engine. Remote Sensing of Environment, 202, 166–176, DOI: 10.1016/J.RSE.2017.02.021.</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">INE (2019). Análisis Del Censo de La Población y Vivienda. Región de Coquimbo.</mixed-citation><mixed-citation xml:lang="en">INE (2019). Análisis Del Censo de La Población y Vivienda. Región de Coquimbo.</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Islam, S., Li, Y., Ma, M., Chen, A., and Zhongxi, G. (2021). Simulation and Prediction of the Spatial Dynamics of Land Use Changes Modelling Through CLUE-S in the Southeastern Region of Bangladesh. Journal of the Indian Society of Remote Sensing, 49, 2755–2777, DOI: 10.1007/s12524-021-01402-w.</mixed-citation><mixed-citation xml:lang="en">Islam, S., Li, Y., Ma, M., Chen, A., and Zhongxi, G. (2021). Simulation and Prediction of the Spatial Dynamics of Land Use Changes Modelling Through CLUE-S in the Southeastern Region of Bangladesh. Journal of the Indian Society of Remote Sensing, 49, 2755–2777, DOI: 10.1007/s12524-021-01402-w.</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Jande, J., Nsofor, G., and Abdulkadir, A. (2020). Modelling of Urban Growth with Land Change Modeler in Otukpo Metropolis of Benue State, Nigeria. International Journal of Engineering Applied Sciences and Technology, 4(9), 26–40.</mixed-citation><mixed-citation xml:lang="en">Jande, J., Nsofor, G., and Abdulkadir, A. (2020). Modelling of Urban Growth with Land Change Modeler in Otukpo Metropolis of Benue State, Nigeria. International Journal of Engineering Applied Sciences and Technology, 4(9), 26–40.</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Llop, J.M. and Cifuentes, P.A. (2015). Repensando la ciudad: estrategias de desarrollo urbano sostenible de las ciudades intermedias de América Latina. Nodo: Arquitectura. Ciudad. Medio Ambiente, 10(19),73–83.</mixed-citation><mixed-citation xml:lang="en">Llop, J.M. and Cifuentes, P.A. (2015). Repensando la ciudad: estrategias de desarrollo urbano sostenible de las ciudades intermedias de América Latina. Nodo: Arquitectura. Ciudad. Medio Ambiente, 10(19),73–83.</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Nasar-u-Minallah M., Zia S., Rahman A., Riaz O. (2021). Spatio-Temporal Analysis of Urban Expansion and Future Growth Patterns of Lahore, Pakistan. Geography, Environment, Sustainability, 14(3), 41-53, DOI: 10.24057/2071-9388-2020-215.</mixed-citation><mixed-citation xml:lang="en">Nasar-u-Minallah M., Zia S., Rahman A., Riaz O. (2021). Spatio-Temporal Analysis of Urban Expansion and Future Growth Patterns of Lahore, Pakistan. Geography, Environment, Sustainability, 14(3), 41-53, DOI: 10.24057/2071-9388-2020-215.</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Malek, Ž. and Verburg, P.H. (2018). Adaptation of land management in the Mediterranean under scenarios of irrigation water use and availability. Mitigation and adaptation strategies for global change, 23(6), 821–837, DOI: 10.1007/S11027-017-9761-0.</mixed-citation><mixed-citation xml:lang="en">Malek, Ž. and Verburg, P.H. (2018). Adaptation of land management in the Mediterranean under scenarios of irrigation water use and availability. Mitigation and adaptation strategies for global change, 23(6), 821–837, DOI: 10.1007/S11027-017-9761-0.</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Maturana, F., Morales, M., Peña-Cortés, F., Peña, M., and Vielma, C. (2021). Urban Growth, Real Estate Development and Indigenous Property: Simulating the Expansion Process in the City of Temuco, Chile. ISPRS International Journal of Geo-Information, 10(2), 101, DOI: 10.3390/IJGI10020101.</mixed-citation><mixed-citation xml:lang="en">Maturana, F., Morales, M., Peña-Cortés, F., Peña, M., and Vielma, C. (2021). Urban Growth, Real Estate Development and Indigenous Property: Simulating the Expansion Process in the City of Temuco, Chile. ISPRS International Journal of Geo-Information, 10(2), 101, DOI: 10.3390/IJGI10020101.</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Maturana, F., Peña Cortés, F., Morales, M., and Vielma López, C. (2021). Crecimiento urbano difuso en ciudades intermedias. Simulando el proceso de expansión en la ciudad de Temuco, Chile. Urbano (Concepción), 24, 62–73, DOI: 10.22320/07183607.2021.24.43.06.</mixed-citation><mixed-citation xml:lang="en">Maturana, F., Peña Cortés, F., Morales, M., and Vielma López, C. (2021). Crecimiento urbano difuso en ciudades intermedias. Simulando el proceso de expansión en la ciudad de Temuco, Chile. Urbano (Concepción), 24, 62–73, DOI: 10.22320/07183607.2021.24.43.06.</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">Maturana, F., Peña-Cortés, F., Carrasco, F., and Telias, M. (2019). Dinámicas urbanas y transición hacia espacios metropolitanos: el caso de Valdivia y la Región de Los Ríos, Chile. Urbe. Revista Brasileira de Gestão Urbana, 11, DOI: 10.1590/2175-3369.011.e20180143.</mixed-citation><mixed-citation xml:lang="en">Maturana, F., Peña-Cortés, F., Carrasco, F., and Telias, M. (2019). Dinámicas urbanas y transición hacia espacios metropolitanos: el caso de Valdivia y la Región de Los Ríos, Chile. Urbe. Revista Brasileira de Gestão Urbana, 11, DOI: 10.1590/2175-3369.011.e20180143.</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">Maturana, F., Sposito, M., Bellet, C., and Henríquez, C. (2017). Sistemas Urbanos y Ciudades Medias En Iberoamérica. Santiago de Chile: Impresión gráfica LOM.</mixed-citation><mixed-citation xml:lang="en">Maturana, F., Sposito, M., Bellet, C., and Henríquez, C. (2017). Sistemas Urbanos y Ciudades Medias En Iberoamérica. Santiago de Chile: Impresión gráfica LOM.</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Mezoued, A.M. (2022). Fragmentation, metropolization and resilience of urban forms in Algiers. CyberGeo: European Journal of Geography, DOI: 10.4000/cybergeo.38150.</mixed-citation><mixed-citation xml:lang="en">Mezoued, A.M. (2022). Fragmentation, metropolization and resilience of urban forms in Algiers. CyberGeo: European Journal of Geography, DOI: 10.4000/cybergeo.38150.</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">Midekisa, A., Holl, F., Savory, D.J., Andrade-Pacheco, R., Gething, P.W., Bennett, A., and Sturrock, H.J.W. (2017). Mapping land cover change over continental Africa using Landsat and Google Earth Engine cloud computing. PloS ONE, 12(9), DOI: 10.1371/journal.pone.0184926.</mixed-citation><mixed-citation xml:lang="en">Midekisa, A., Holl, F., Savory, D.J., Andrade-Pacheco, R., Gething, P.W., Bennett, A., and Sturrock, H.J.W. (2017). Mapping land cover change over continental Africa using Landsat and Google Earth Engine cloud computing. PloS ONE, 12(9), DOI: 10.1371/journal.pone.0184926.</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Municipalidad de Coquimbo (2014). Plan Regulador Comunal de Coquimbo (Actualización). Informe Ambiental.</mixed-citation><mixed-citation xml:lang="en">Municipalidad de Coquimbo (2014). Plan Regulador Comunal de Coquimbo (Actualización). Informe Ambiental.</mixed-citation></citation-alternatives></ref><ref id="cit34"><label>34</label><citation-alternatives><mixed-citation xml:lang="ru">Municipalidad de La Serena (2020). Plan Regulador Comunal de La Serena (Actualización). Memoria Explicativa. La Serena.</mixed-citation><mixed-citation xml:lang="en">Municipalidad de La Serena (2020). Plan Regulador Comunal de La Serena (Actualización). Memoria Explicativa. La Serena.</mixed-citation></citation-alternatives></ref><ref id="cit35"><label>35</label><citation-alternatives><mixed-citation xml:lang="ru">Olofsson, P., Foody, G., Herold, M., Stehman, S., Woodcock, C., and Wulder, M. (2014). Good practices for estimating area and assessing accuracy of land change. Remote Sensing of Environment, 148, 42–57, DOI: 10.1016/j.rse.2014.02.015.</mixed-citation><mixed-citation xml:lang="en">Olofsson, P., Foody, G., Herold, M., Stehman, S., Woodcock, C., and Wulder, M. (2014). Good practices for estimating area and assessing accuracy of land change. Remote Sensing of Environment, 148, 42–57, DOI: 10.1016/j.rse.2014.02.015.</mixed-citation></citation-alternatives></ref><ref id="cit36"><label>36</label><citation-alternatives><mixed-citation xml:lang="ru">Orellana, A. (2020). Conformación metropolitana desde la fragmentación. El proceso de conurbación del Gran La Serena. Urbano (Concepción), 23(41), 58–83, DOI: 10.22320/07183607.2020.23.41.04.</mixed-citation><mixed-citation xml:lang="en">Orellana, A. (2020). Conformación metropolitana desde la fragmentación. El proceso de conurbación del Gran La Serena. Urbano (Concepción), 23(41), 58–83, DOI: 10.22320/07183607.2020.23.41.04.</mixed-citation></citation-alternatives></ref><ref id="cit37"><label>37</label><citation-alternatives><mixed-citation xml:lang="ru">Ornetsmüller, C., Verburg, P., and Heinimann, A. (2016). Scenarios of land system change in the Lao PDR: Transitions in response to alternative demands on goods and services provided by the land. Applied Geography, 75, 1–11, DOI: 10.1016/j.apgeog.2016.07.010.</mixed-citation><mixed-citation xml:lang="en">Ornetsmüller, C., Verburg, P., and Heinimann, A. (2016). Scenarios of land system change in the Lao PDR: Transitions in response to alternative demands on goods and services provided by the land. Applied Geography, 75, 1–11, DOI: 10.1016/j.apgeog.2016.07.010.</mixed-citation></citation-alternatives></ref><ref id="cit38"><label>38</label><citation-alternatives><mixed-citation xml:lang="ru">Ortiz, J., Castro, C.P., and Escolano, S. (2002). Procesos de reestructuración urbana y niveles de vulnerabilidad a amenazas naturales en una ciudad de tamaño medio: La Serena, Chile. Investigaciones Geográficas, 36, 17-42, DOI: 10.5354/0719-5370.2002.27744.</mixed-citation><mixed-citation xml:lang="en">Ortiz, J., Castro, C.P., and Escolano, S. (2002). Procesos de reestructuración urbana y niveles de vulnerabilidad a amenazas naturales en una ciudad de tamaño medio: La Serena, Chile. Investigaciones Geográficas, 36, 17-42, DOI: 10.5354/0719-5370.2002.27744.</mixed-citation></citation-alternatives></ref><ref id="cit39"><label>39</label><citation-alternatives><mixed-citation xml:lang="ru">Pokojska, P. (2019). Simulating land use change in the southern part of warsaw metropolitan area with application of dyna-CLUE model. Geografie-Sbornik CGS, 124(1), 57–82, DOI: 10.37040/geografie2019124010057.</mixed-citation><mixed-citation xml:lang="en">Pokojska, P. (2019). Simulating land use change in the southern part of warsaw metropolitan area with application of dyna-CLUE model. Geografie-Sbornik CGS, 124(1), 57–82, DOI: 10.37040/geografie2019124010057.</mixed-citation></citation-alternatives></ref><ref id="cit40"><label>40</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), 239–248, 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), 239–248, DOI: 10.1016/S0167-8809(01)00187-6.</mixed-citation></citation-alternatives></ref><ref id="cit41"><label>41</label><citation-alternatives><mixed-citation xml:lang="ru">Puertas, O.L., Henríquez, C., and Meza, F.J. (2014). Assessing spatial dynamics of urban growth using an integrated land use model. Application in Santiago Metropolitan Area, 2010–2045. Land Use Policy, 38, 415–425, DOI: 10.1016/J.LANDUSEPOL.2013.11.024.</mixed-citation><mixed-citation xml:lang="en">Puertas, O.L., Henríquez, C., and Meza, F.J. (2014). Assessing spatial dynamics of urban growth using an integrated land use model. Application in Santiago Metropolitan Area, 2010–2045. Land Use Policy, 38, 415–425, DOI: 10.1016/J.LANDUSEPOL.2013.11.024.</mixed-citation></citation-alternatives></ref><ref id="cit42"><label>42</label><citation-alternatives><mixed-citation xml:lang="ru">Rodriguez-Galiano, V., Ghimire, B., Rogan, J., Chica-Olmo, M., and Rigol-Sanchez, J. (2012). An assessment of the effectiveness of a random forest classifier for land-cover classification. ISPRS Journal of Photogrammetry and Remote Sensing, 67, 93–104, DOI: 10.1016/j.isprsjprs.2011.11.002.</mixed-citation><mixed-citation xml:lang="en">Rodriguez-Galiano, V., Ghimire, B., Rogan, J., Chica-Olmo, M., and Rigol-Sanchez, J. (2012). An assessment of the effectiveness of a random forest classifier for land-cover classification. ISPRS Journal of Photogrammetry and Remote Sensing, 67, 93–104, DOI: 10.1016/j.isprsjprs.2011.11.002.</mixed-citation></citation-alternatives></ref><ref id="cit43"><label>43</label><citation-alternatives><mixed-citation xml:lang="ru">Salazar, E., Henríquez, C., Sliuzas, R., and Qüense, J. (2020). Evaluating spatial scenarios for sustainable development in Quito, Ecuador. ISPRS International Journal of Geo-Information, 9(3), 141, DOI 10.3390/ijgi9030141.</mixed-citation><mixed-citation xml:lang="en">Salazar, E., Henríquez, C., Sliuzas, R., and Qüense, J. (2020). Evaluating spatial scenarios for sustainable development in Quito, Ecuador. ISPRS International Journal of Geo-Information, 9(3), 141, DOI 10.3390/ijgi9030141.</mixed-citation></citation-alternatives></ref><ref id="cit44"><label>44</label><citation-alternatives><mixed-citation xml:lang="ru">SEREMI (2013a). Plan Regulador Intercomunal de Elqui. Informe Ambiental de La Evaluación Ambiental Estratégica. Etapa de Proyecto. Regi[online] Available at: https://eae.mma.gob.cl/storage/documents/02_1er_IA_PRI_Elqui.pdf.pdf [Accessed 10 Aug. 2022]</mixed-citation><mixed-citation xml:lang="en">SEREMI (2013a). Plan Regulador Intercomunal de Elqui. Informe Ambiental de La Evaluación Ambiental Estratégica. Etapa de Proyecto. Regi[online] Available at: https://eae.mma.gob.cl/storage/documents/02_1er_IA_PRI_Elqui.pdf.pdf [Accessed 10 Aug. 2022]</mixed-citation></citation-alternatives></ref><ref id="cit45"><label>45</label><citation-alternatives><mixed-citation xml:lang="ru">SEREMI (2013b). Plan Regulador Intercomunal de Elqui. Memoria Explicativa. [online] Available at: https://eae.mma.gob.cl/storage/documents/04_Anteproyecto_PRI_Elqui.pdf.pdf [Accessed 10 Aug. 2022]</mixed-citation><mixed-citation xml:lang="en">SEREMI (2013b). Plan Regulador Intercomunal de Elqui. Memoria Explicativa. [online] Available at: https://eae.mma.gob.cl/storage/documents/04_Anteproyecto_PRI_Elqui.pdf.pdf [Accessed 10 Aug. 2022]</mixed-citation></citation-alternatives></ref><ref id="cit46"><label>46</label><citation-alternatives><mixed-citation xml:lang="ru">van Asselen, S., and Verburg, P. (2012). A Land System representation for global assessments and land-use modeling. Global Change Biology, 18(10), 3125-3148, DOI: 10.1111/j.1365-2486.2012.02759.x</mixed-citation><mixed-citation xml:lang="en">van Asselen, S., and Verburg, P. (2012). A Land System representation for global assessments and land-use modeling. Global Change Biology, 18(10), 3125-3148, DOI: 10.1111/j.1365-2486.2012.02759.x</mixed-citation></citation-alternatives></ref><ref id="cit47"><label>47</label><citation-alternatives><mixed-citation xml:lang="ru">Van Asselen, S., and Verburg, P. (2013). Land cover change or land-use intensification: simulating land system change with a global-scale land change model. Global change biology, 19(12), 3648-3667, DOI: 10.1111/gcb.12331</mixed-citation><mixed-citation xml:lang="en">Van Asselen, S., and Verburg, P. (2013). Land cover change or land-use intensification: simulating land system change with a global-scale land change model. Global change biology, 19(12), 3648-3667, DOI: 10.1111/gcb.12331</mixed-citation></citation-alternatives></ref><ref id="cit48"><label>48</label><citation-alternatives><mixed-citation xml:lang="ru">Veldkamp, A. and Lambin, E. (2001). Predicting land-use change. Agriculture, Ecosystems &amp; Environment, 85(1), 1–6, DOI: 10.1016/S0167-8809(01)00199-2.</mixed-citation><mixed-citation xml:lang="en">Veldkamp, A. and Lambin, E. (2001). Predicting land-use change. Agriculture, Ecosystems &amp; Environment, 85(1), 1–6, DOI: 10.1016/S0167-8809(01)00199-2.</mixed-citation></citation-alternatives></ref><ref id="cit49"><label>49</label><citation-alternatives><mixed-citation xml:lang="ru">Verburg, P., Malek, Ž., Goodwin, S., and Zagaria, C. (2021). The Integrated Economic-Environmental Modeling (IEEM) Platform, IEEM Platform Technical Guides: IEEM Mathematical Statement. Inter-American Development Bank Technical Note.</mixed-citation><mixed-citation xml:lang="en">Verburg, P., Malek, Ž., Goodwin, S., and Zagaria, C. (2021). The Integrated Economic-Environmental Modeling (IEEM) Platform, IEEM Platform Technical Guides: IEEM Mathematical Statement. Inter-American Development Bank Technical Note.</mixed-citation></citation-alternatives></ref><ref id="cit50"><label>50</label><citation-alternatives><mixed-citation xml:lang="ru">Verburg, P., Soepboer, W., Veldkamp, A., Limpiada, R., Espaldon, M., and Mastura, S. (2002). Modeling the Spatial Dynamics of Regional Land Use: The CLUE-S Model. Environmental Management, 30, 391-405, DOI: 10.1007/s00267-002-2630-x.</mixed-citation><mixed-citation xml:lang="en">Verburg, P., Soepboer, W., Veldkamp, A., Limpiada, R., Espaldon, M., and Mastura, S. (2002). Modeling the Spatial Dynamics of Regional Land Use: The CLUE-S Model. Environmental Management, 30, 391-405, DOI: 10.1007/s00267-002-2630-x.</mixed-citation></citation-alternatives></ref><ref id="cit51"><label>51</label><citation-alternatives><mixed-citation xml:lang="ru">Verburg, Schot, P., and Dijst, M.J. (2004). Land use change modelling: current practice and research priorities. GeoJournal, 61(4), 309–324, DOI: 10.1007/s10708-004-4946-y.</mixed-citation><mixed-citation xml:lang="en">Verburg, Schot, P., and Dijst, M.J. (2004). Land use change modelling: current practice and research priorities. GeoJournal, 61(4), 309–324, DOI: 10.1007/s10708-004-4946-y.</mixed-citation></citation-alternatives></ref><ref id="cit52"><label>52</label><citation-alternatives><mixed-citation xml:lang="ru">van Vliet, J. and Verburg, P.H. (2018). A Short Presentation of CLUMondo. In: M. Camacho Olmedo, M. Paegelow, J. Mas, F. Escobar, eds., Geomatic Approaches for Modeling Land Change Scenarios. Cham: Springer, 485–492, DOI: 10.1007/978-3-319-60801-3_34.</mixed-citation><mixed-citation xml:lang="en">van Vliet, J. and Verburg, P.H. (2018). A Short Presentation of CLUMondo. In: M. Camacho Olmedo, M. Paegelow, J. Mas, F. Escobar, eds., Geomatic Approaches for Modeling Land Change Scenarios. Cham: Springer, 485–492, DOI: 10.1007/978-3-319-60801-3_34.</mixed-citation></citation-alternatives></ref><ref id="cit53"><label>53</label><citation-alternatives><mixed-citation xml:lang="ru">Yang, S., Zhao, W., and Pereira, P. (2022). Land-use modelling by CLUMondo under contrasting scenarios: a case study in the Yanhe watershed (China). In: P. Pereira, E. Gomes, and J. Rocha, eds., Mapping and Forecasting Land Use. Amsterdam: Elsevier, 173–192, DOI: 10.1016/B978-0-323-90947-1.00010-7.</mixed-citation><mixed-citation xml:lang="en">Yang, S., Zhao, W., and Pereira, P. (2022). Land-use modelling by CLUMondo under contrasting scenarios: a case study in the Yanhe watershed (China). In: P. Pereira, E. Gomes, and J. Rocha, eds., Mapping and Forecasting Land Use. Amsterdam: Elsevier, 173–192, DOI: 10.1016/B978-0-323-90947-1.00010-7.</mixed-citation></citation-alternatives></ref><ref id="cit54"><label>54</label><citation-alternatives><mixed-citation xml:lang="ru">Waiyasusri, K., and Chotpantarat, S. (2022). Spatial evolution of coastal tourist city using the Dyna-CLUE model in Koh Chang of Thailand during 1990–2050. ISPRS International Journal of Geo-Information, 11(1), 49, DOI: 10.3390/ijgi11010049</mixed-citation><mixed-citation xml:lang="en">Waiyasusri, K., and Chotpantarat, S. (2022). Spatial evolution of coastal tourist city using the Dyna-CLUE model in Koh Chang of Thailand during 1990–2050. ISPRS International Journal of Geo-Information, 11(1), 49, DOI: 10.3390/ijgi11010049</mixed-citation></citation-alternatives></ref><ref id="cit55"><label>55</label><citation-alternatives><mixed-citation xml:lang="ru">Zondag, B. and Borsboom, J. (2009). Driving forces of land-use change. Paper Prepared for the 49th ERSA Conference, [online] p. 1–16. Available at: https://www.researchgate.net/publication/285854006_Driving_forces_of_land-use_change [Accessed 20 Nov. 2022]</mixed-citation><mixed-citation xml:lang="en">Zondag, B. and Borsboom, J. (2009). Driving forces of land-use change. Paper Prepared for the 49th ERSA Conference, [online] p. 1–16. Available at: https://www.researchgate.net/publication/285854006_Driving_forces_of_land-use_change [Accessed 20 Nov. 2022]</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>
