TY - GEN AU - Perko, Janez AU - Laloy, Eric AU - Zarzuela Sánchez, Rafael AU - Couckuyt, Ivo AU - Garcia-Navarro, R. AU - Mosquera Díaz, María Jesús A4 - Química Física PY - 2023 SN - 0958-9465 UR - http://hdl.handle.net/10498/29339 AB - The effectiveness of sol-gel based treatments for the protection of concrete depends on their capacity to penetrate into the material pores. Optimization of sol formulation to achieve maximum penetration depth is not a straightforward process, as the... LA - eng PB - Elservier KW - Impregnation products KW - Optimization KW - Machine learning KW - Gaussian processes KW - Penetration depth KW - Pore size distribution KW - Mortars TI - A combined data-driven, experimental and modelling approach for assessing the optimal composition of impregnation products for cementitious materials DO - 10.1016/j.cemconcomp.2022.104903 ER -