Articles producció científicaQuímica Analítica i Química Orgànica

Analytical chemistry meets art: The transformative role of chemometrics in cultural heritage preservation

  • Datos identificativos

    Identificador:  imarina:9364930
    Autores:  Riu J; Giussani B
    Resumen:
    This review intends to illustrate the fruitful collaboration between chemometrics and cultural heritage science. It showcases past achievements, aiming to inspire numerous cultural heritage researchers who have yet to incorporate multivariate techniques in analysing their research findings. The goal is to practically discuss applications with examples extracted from the literature. These range from the most basic early applications, influenced by the limited laboratory equipment available at those times, to the more contemporary research endeavours. Recently, numerous new analytical instrumentations have gained widespread adoption, some of which were previously inconceivable for field use or analysing micro-samples, characteristics needed to work with cultural heritage. Chemometrics serves as the binding element in this process. It handles the multivariate data generated by analytical instruments, even from multiple instruments used to characterize the same sample and yields easily interpretable graphs that encapsulate all the information considered simultaneously. This review will delve into the challenges of achieving commendable results and constructing effective descriptive or predictive models. Additionally, it will offer essential theoretical insights crucial for a comprehensive grasp of the fundamental algorithms employed. We have explored fundamental qualitative and quantitative models capable of addressing most issues encountered in studying a historical or artistic artifact. Additionally, focus was directed towards data pre-processing, at times essential for enhancing model outcomes.
  • Otros:

    Enlace a la fuente original: https://www.sciencedirect.com/science/article/pii/S0169743924000352
    Referencia de l'ítem segons les normes APA: Riu J; Giussani B (2024). Analytical chemistry meets art: The transformative role of chemometrics in cultural heritage preservation. Chemometrics And Intelligent Laboratory Systems, 247(), -. DOI: 10.1016/j.chemolab.2024.105095
    Referencia al articulo segun fuente origial: Chemometrics And Intelligent Laboratory Systems. 247
    DOI del artículo: 10.1016/j.chemolab.2024.105095
    Año de publicación de la revista: 2024
    Entidad: Universitat Rovira i Virgili
    Versión del articulo depositado: info:eu-repo/semantics/publishedVersion
    Fecha de alta del registro: 2024-03-23
    Autor/es de la URV: Riu Rusell, Jordi
    Departamento: Química Analítica i Química Orgànica
    URL Documento de licencia: https://repositori.urv.cat/ca/proteccio-de-dades/
    Tipo de publicación: Journal Publications
    Autor según el artículo: Riu J; Giussani B
    Acceso a la licencia de uso: https://creativecommons.org/licenses/by/3.0/es/
    Áreas temáticas: Statistics & probability, Spectroscopy, Software, Robotics & automatic control, Química, Process chemistry and technology, Mathematics, interdisciplinary applications, Matemática / probabilidade e estatística, Interdisciplinar, Instruments & instrumentation, Farmacia, Engenharias iv, Engenharias iii, Engenharias ii, Computer science, artificial intelligence, Computer science applications, Ciências ambientais, Ciências agrárias i, Ciência de alimentos, Ciência da computação, Chemistry, analytical, Biotecnología, Automation & control systems, Analytical chemistry
    Direcció de correo del autor: jordi.riu@urv.cat
  • Palabras clave:

    Multivariate regression
    Exploratory methods
    Cultural heritage
    Classification
    Chemometrics
    Analytical Chemistry
    Automation & Control Systems
    Chemistry
    Analytical
    Computer Science Applications
    Computer Science
    Artificial Intelligence
    Instruments & Instrumentation
    Mathematics
    Interdisciplinary Applications
    Process Chemistry and Technology
    Robotics & Automatic Control
    Software
    Spectroscopy
    Statistics & Probability
    Química
    Matemática / probabilidade e estatística
    Interdisciplinar
    Farmacia
    Engenharias iv
    Engenharias iii
    Engenharias ii
    Ciências ambientais
    Ciências agrárias i
    Ciência de alimentos
    Ciência da computação
    Biotecnología
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