TY - JOUR AU - Acuña Rello, Luis AU - Spavento, Eleana AU - Casado Sanz, María Milagrosa AU - Basterra Otero, Luis Alfonso AU - López Rodríguez, Gamaliel AU - Ramón Cueto, Gemma AU - Relea Gangas, Enrique AU - Morillas Romero, Leandro AU - Escolano Margarit, David AU - Martínez López, Roberto Diego AU - Balmori Roiz, José Antonio PY - 2022 SN - 0141-0296 UR - https://uvadoc.uva.es/handle/10324/51750 AB - The efficiency of visual grading standards applied to structural timber is often inappropriate, and timber properties are either under or over-graded. Although not included in the current UNE 56544 visual grading standard, machine learning algorithms... LA - eng PB - Elsevier KW - Poplar KW - Timber grading KW - Defects KW - Sawing systems KW - Non-destructive testing KW - Strength class TI - Assessment of machine learning algorithm-based grading of Populus x euramericana I-214 structural sawn timber DO - https://doi.org/10.1016/j.engstruct.2021.113826 ER -