{"id":14367,"date":"2022-06-14T15:33:18","date_gmt":"2022-06-14T13:33:18","guid":{"rendered":"https:\/\/navier-lab.fr\/equipe\/guyacan-carrillo-lina\/"},"modified":"2026-10-20T11:29:49","modified_gmt":"2026-10-20T09:29:49","slug":"guayacan-lina","status":"publish","type":"team","link":"https:\/\/navier-lab.fr\/en\/equipe\/guayacan-lina\/","title":{"rendered":"Guayac\u00e1n-Carrillo Lina-Mar\u00eda"},"content":{"rendered":"<section class=\"kc-elm kc-css-38523 kc_row\"><div class=\"kc-row-container  kc-container\"><div class=\"kc-wrap-columns\"><div class=\"kc-elm kc-css-253328 kc_col-sm-12 kc_column kc_col-sm-12\"><div class=\"kc-col-container\"><div class=\"kc-elm kc_text_block\"><\/p>\n<style type=\"text\/css\"><\/style>\n<section class=\"kc-elm kc-css-865593 kc_row\">\n<div class=\"kc-row-container kc-container\">\n<div class=\"kc-wrap-columns\">\n<div class=\"kc-elm kc-css-814052 kc_col-sm-12 kc_column kc_col-sm-12\">\n<div class=\"kc-col-container\">\n<div class=\"kc-elm kc-css-236710 kc_text_block\">\n<div class=\"kc-elm kc-css-642405 kc_text_block\">\n<div class=\"kc-elm kc-css-684850 kc-title-wrap \">\n<h2 class=\"kc_title\">Biography<\/h2>\n<\/div>\n<div class=\"kc-elm kc-css-248188 kc_text_block\">\n<ul>\n<li>2025: HDR (accreditation to supervise research) &#8211; <em>Monitoring &#8211; Simulation &#8211; Machine Learning alliance in tunnelling. <\/em>Institut Polytechnique de Paris (IPP).<\/li>\n<li>2019 &#8211; Present: Research Scientist on Geomechanics, <span class=\"t-14 t-normal\"><span aria-hidden=\"true\">Laboratoire Navier\/CERMES &#8211; Ecole des Ponts ParisTech (ENPC).<\/span><\/span><\/li>\n<li>2017 &#8211; 2019: Geomechanics Engineer, French national radioactive waste management agency (Andra).<\/li>\n<li>2016: Ph.D. Thesis in geotechnical engineering, <span class=\"t-14 t-normal\"><span aria-hidden=\"true\">Laboratoire Navier\/CERMES &#8211; ENPC\/Andra.\u00a0<\/span><\/span><\/li>\n<li>2013: Master degree, Mechanics of Soil, Rocks and Structures in their Environment (MSROE) &#8211; ENPC.<\/li>\n<li>2012:\n<ul>\n<li>Civil engineering degree &#8211; Escuela Colombiana de Ingenier\u00eda Julio Gavarito (ECI).<\/li>\n<li>Urban systems engineering degree &#8211; Universit\u00e9 de Technologie de Compi\u00e8gne (UTC).<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>Research interests<\/h2>\n<ul>\n<li>Rock Mechanics and Tunneling.<\/li>\n<li>Application of Machine Learning in Geotechnics and Geomechanics.<\/li>\n<li>The Effect of Multiphysics Couplings on the Time-Dependent Behavior of Underground Structures.<\/li>\n<\/ul>\n<h2>Teaching<\/h2>\n<ul>\n<li>Structures, energy and risks, Advanced Master in the Engineering of large energy structures (GCGOE), ENPC.<\/li>\n<li>Advanced geotechnics for energy, Advanced Master in the Engineering of large energy structures (GCGOE), ENPC.<\/li>\n<li>Soils Mechanics, Department of Civil and Structural Engineering, ENPC.<\/li>\n<li>AI projects:\n<ul>\n<li>Applications of Machine Learning, Department of Mechanical Engineering and Materials Science, ENPC.<\/li>\n<\/ul>\n<\/li>\n<li>Numerical modelling projects:\n<ul>\n<li>Geomechanics and advanced geotechnics, Department of Civil and Structural Engineering, ENPC.<\/li>\n<li>Applied Design of Geotechnical Works, Department of Civil and Structural Engineering, ENPC.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<div class=\"kc-elm kc-css-642405 kc_text_block\">\n<h2>Research group<\/h2>\n<h4><em><strong>PhD students<\/strong><\/em><\/h4>\n<ul>\n<li><strong>Fernan Villanueva<\/strong> &#8211; <em>A data-driven machine learning approach for decision-making in the context of abandoned underground mines<\/em>. PhD to be defended in\u00a0<strong>2029<\/strong>. Main supervisor; co-supervised with Nathalie Conil.<\/li>\n<li><strong>Jacob Sibanda<\/strong> &#8211; <em>Design and monitoring of tunnels facing energy and numerical transitions<\/em>.\u00a0PhD to be defended in <strong>2028<\/strong>. Main supervisor; co-supervised with Jean Sulem.<\/li>\n<li><strong>Julien Lalanne<\/strong> &#8211; <em>Constrained Generative AI for dimensionality expansion of offshore windfarms subsurface data<\/em>. PhD to be defended in <strong>2028<\/strong>. Co\u2011supervised; main supervisor: Jean\u2011Michel Pereira.<\/li>\n<li><strong>Blaise-Pascal Allo<\/strong> &#8211; <em>Rock-support interaction analysis in underground works excavated in Callovo-Oxfordian claystone<\/em>. PhD to be defended in <strong>2027<\/strong>. Co\u2011supervised; main supervisor: Jean Sulem.<\/li>\n<\/ul>\n<h4><em><strong>Former PhD students<\/strong><\/em><\/h4>\n<ul>\n<li><strong>Frederico Lara<\/strong> &#8211; <em>Long-term behavior of drifts excavated in Callovo-Oxfordian claystone : Development of an analysis procedure for the design of drifts<\/em>. PhD defended in <strong>2024<\/strong>. Co\u2011supervised; main supervisor: Jean Sulem.<\/li>\n<li><strong>Alec Tristani<\/strong> &#8211; <em>Enriching tunnel behavior analysis with artificial intelligence tools<\/em>. PhD defended in <strong>2024<\/strong>. Co\u2011supervised; main supervisor: Jean Sulem.<\/li>\n<li><strong>Tatiana Richa<\/strong> \u2014 <em>Prediction of shield tunneling\u2011induced settlement: Database construction and machine learning approaches<\/em>. PhD defended in <strong>2023<\/strong>. Co\u2011supervised; main supervisor: Jean\u2011Michel Pereira.<\/li>\n<\/ul>\n<h2 class=\"kc_title\">Selected publications<\/h2>\n<ul>\n<li><strong>Guayac\u00e1n-Carrillo LM<\/strong>, Pereira JM &amp; Sulem J (2026). <em>Lessons Learned From Using Simple Supervised Learning Tools on Small\u2010Ensemble Data\u2014Applicability to Tunnel Design and Monitoring<\/em>. Int J Num &amp; Anal Meth Geomech. doi: <a href=\"https:\/\/onlinelibrary.wiley.com\/doi\/10.1002\/nag.70287?utm_medium=article&amp;utm_source=researchgate.net\">10.1002\/nag.70287<\/a>.<\/li>\n<li>Lalanne J, Picard D, Boillot L, <strong>Guayac\u00e1n-Carrillo LM<\/strong>, Barens L, Pereira JM (2026). <em>Random Process Flow Matching: Generative Implicit Representations of Multivariate Random Fields.\u00a0<\/em>ICML 2026. <a href=\"https:\/\/arxiv.org\/html\/2605.28625v1\">arXiv preprint arXiv:2605.28625<\/a><\/li>\n<li>Lara F, Jaber J, Sulem J, Armand G &amp; <strong>Guayac\u00e1n-Carrillo LM <\/strong>(2026). <em>From convergence monitoring to numerical modeling: A practical engineering-oriented framework to assess the long-term behavior of drifts in Callovo-Oxfordian claystone<\/em>. Comp &amp; Geotech, 199, 108343. doi: <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0266352X26004490\">10.1016\/j.compgeo.2026.108343<\/a><\/li>\n<li>Richa T, <strong style=\"font-style: inherit;\">Guayac\u00e1n-Carrillo LM<\/strong><span style=\"font-style: inherit;\">, Pereira JM &amp; Chapron G (2025). <\/span><em>Apprentissage automatique en g\u00e9otechnique : \u00e9tude de cas dans le domaine des tunnels<\/em><span style=\"font-style: inherit;\">. Techniques de l\u2019Ing\u00e9nieur, v1-c231. <\/span><a style=\"font-style: inherit;\" href=\"https:\/\/doi.org\/10.51257\/a-v1-c231\">https:\/\/doi.org\/10.51257\/a-v1-c231.<\/a><\/li>\n<li>Tristani A, <strong>Guayac\u00e1n-Carrillo LM<\/strong> &amp; Sulem J (2024). <em>Data-driven tools to evaluate support pressure, radial displacements and face extrusion for tunnels excavated in elastoplastic grounds.<\/em> Int J Num &amp; Anal Meth Geomech. doi: <a class=\"epub-doi\" href=\"https:\/\/doi.org\/10.1002\/nag.3889\" aria-label=\"Digital Object Identifier for Data-Driven Tools to Evaluate Support Pressure, Radial Displacements, and Face Extrusion for Tunnels Excavated in Elastoplastic Grounds link\">10.1002\/nag.3889.<\/a><\/li>\n<li>Lara F, <strong>Guayac\u00e1n-Carrillo LM<\/strong>, Sulem J, Jaber J &amp; Armand G (2024). <em>Time-Dependent Modeling of Supported Drifts Excavated in Callovo-Oxfordian Claystone Considering the Excavation-Induced Fractured Zone<\/em>. Comp &amp; Geotech, 179, 107030. doi: <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0266352X24009698\">10.1016\/j.compgeo.2024.107030.<\/a><\/li>\n<li>Tristani A, Sulem J &amp; <strong>Guayac\u00e1n-Carrillo LM <\/strong>(2024). <em>Analytical solutions and back analysis of convergence measurements for deep circular tunnels.<\/em> Int J Rock Mech Min Sci, 182, 105866. doi: <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1365160924002314\">10.1016\/j.ijrmms.2024.105866<\/a>.<\/li>\n<li><strong>Guayac\u00e1n-Carrillo LM <span style=\"font-weight: 400;\">&amp; Sulem J (2024). <\/span><\/strong><i><span lang=\"EN-US\">Symbolic regression based prediction of anisotropic closure in deep tunnels<\/span><\/i><span lang=\"EN-US\" style=\"font-style: inherit;\">.\u00a0<\/span>Comp &amp; Geotech, 171,\u00a0<span lang=\"EN-US\" style=\"font-size: 11.0pt; line-height: 107%;\">106355. doi:\u00a0<a href=\"https:\/\/doi.org\/10.1016\/j.compgeo.2024.106355\">10.1016\/j.compgeo.2024.106355<\/a>.<\/span><\/li>\n<li>Dai BL, Zhou C, Tang AM &amp;<strong> Guayac\u00e1n-Carrillo LM <\/strong>(2024). <em>A bounding surface model for anisotropic and structured soils under saturated and unsaturated conditions<\/em>. Comp &amp; Geotech, 173, 106533. doi: <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0266352X24004695\">10.1016\/j.compgeo.2024.106533<\/a>.<\/li>\n<li><strong style=\"font-style: inherit;\">Guayac\u00e1n-Carrillo LM<\/strong><span style=\"font-style: inherit;\">, Sulem J &amp; Ghabezloo S (2021). <\/span><em>Main insights from 2D\/3D poroelastic analysis of tunnel excavation in low permeability anisotropic ground<\/em><span style=\"font-style: inherit;\">. Comp &amp; Geotech, 130, 103935. doi: <\/span><a style=\"font-style: inherit;\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0266352X20304985\">10.1016\/j.compgeo.2020.103935<\/a><span style=\"font-style: inherit;\">.<\/span><\/li>\n<li>Vu MN, <strong>Guayac\u00e1n-Carrillo LM<\/strong> &amp; Armand G (2020). <em>Excavation induced over pore pressure around drifts in the Callovo-Oxfordian claystone<\/em>. Eur J Env Civil Eng, 0(0), pp. 1\u201316. doi: <a href=\"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/19648189.2020.1784800\">10.1080\/19648189.2020.1784800<\/a>.<\/li>\n<li><strong>Guayac\u00e1n-Carrillo LM,<\/strong> Sulem J, Seyedi DM, Ghabezloo S &amp; Armand G (2018). <em>Size effect on the time-dependent closure of drifts excavated in Callovo-Oxfordian claystone<\/em>. Int J Geomechs, 18 (10). doi: <a href=\"https:\/\/ascelibrary.org\/doi\/10.1061\/%28ASCE%29GM.1943-5622.0001213\">10.1061\/(ASCE)GM.1943-5622.0001213<\/a>.<\/li>\n<li><strong>Guayac\u00e1n-Carrillo LM,<\/strong> Ghabezloo S, Sulem J, Seyedi DM &amp; Armand G (2017). <em>Effect of anisotropy and hydro-mechanical couplings on pore pressure evolution during tunnel excavation in low-permeability ground<\/em>. Int J Rock Mech Min Sci, 97, pp. 1-14. doi: <a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1365160917305932\">10.1016\/j.ijrmms.2017.02.016<\/a>.<\/li>\n<li><strong>Guayac\u00e1n-Carrillo LM,<\/strong> Sulem J, Seyedi DM, Ghabezloo S, Noiret A &amp; Armand G (2017). <em>Convergence analysis of an unsupported micro-tunnel at the Meuse\/Haute-Marne underground research laboratory<\/em>. In: Radioactive Waste Confinement: Clays in Natural and Engineered Barriers. Geological Society of London (GSL) Special Publications, 443, pp. 115-125. doi:\u00a0<a href=\"https:\/\/www.lyellcollection.org\/doi\/10.1144\/SP443.24\">10.1144\/SP443.24<\/a>.<\/li>\n<li><strong>Guayac\u00e1n-Carrillo LM,<\/strong> Sulem J, Seyedi DM, Ghabezloo S, Noiret A &amp; Armand G (2016). <em>Analysis of long-term anisotropic convergence in drifts excavated in Callovo-Oxfordian claystone<\/em>. Rock Mech Rock Eng, 49(1), pp. 97-114. doi: <a href=\"https:\/\/link.springer.com\/article\/10.1007\/s00603-015-0737-7\">10.1007\/s00603-015-0737-7<\/a>.<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<p>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n","protected":false},"featured_media":0,"template":"","team_cats":[210],"class_list":["post-14367","team","type-team","status-publish","hentry","team_cat-geotechnique"],"acf":[],"_links":{"self":[{"href":"https:\/\/navier-lab.fr\/en\/wp-json\/wp\/v2\/team\/14367","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/navier-lab.fr\/en\/wp-json\/wp\/v2\/team"}],"about":[{"href":"https:\/\/navier-lab.fr\/en\/wp-json\/wp\/v2\/types\/team"}],"wp:attachment":[{"href":"https:\/\/navier-lab.fr\/en\/wp-json\/wp\/v2\/media?parent=14367"}],"wp:term":[{"taxonomy":"team_cat","embeddable":true,"href":"https:\/\/navier-lab.fr\/en\/wp-json\/wp\/v2\/team_cats?post=14367"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}