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Model-based investigation of water adsorption in Achira (Canna edulis K.) biscuits

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Model-based investigation of water adsorption in Achira (Canna edulis K.) biscuits

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dc.contributor.author Collazos-Escobar, Gentil Andres es_ES
dc.contributor.author Gutiérrez-Guzmán, Nelson es_ES
dc.contributor.author Váquiro-Herrera, Henry A. es_ES
dc.contributor.author Bon Corbín, José es_ES
dc.contributor.author Carcel, J. A. es_ES
dc.contributor.author Garcia-Perez, J.V. es_ES
dc.date.accessioned 2024-06-12T18:18:55Z
dc.date.available 2024-06-12T18:18:55Z
dc.date.issued 2023-11-01 es_ES
dc.identifier.uri http://hdl.handle.net/10251/205083
dc.description.abstract [EN] The water adsorption properties of Achira biscuits were investigated using a mathematical model-based strategy to understand the relationship between water activity and moisture content due to the fact that it is highly relevant for its storage. For this purpose, the water adsorption isotherms of commercial Achira biscuits were firstly experimentally determined by the dynamic dew point (DDI) method at 25, 35, and 45¿°C and ATR¿FTIR spectroscopy was used to detect the functional groups. Secondly, the Guggenheim-Anderson-de Boer (GAB) equation, 4 empirical models (Smith, Oswin, Peleg and DLP), and 5 machine-learning techniques (Regression trees, Random Forest, k-Nearest Neighbors, Artificial Neural Networks and Support Vector Machine) were used to model the isotherms. The fundamentals of water adsorption were analyzed via GAB model parameters, adsorption surface area, spreading pressure, effective pore size, and thermodynamic properties, such as enthalpy-entropy and Gibbs free energy. The experimental results reflected a type III water isotherm and a moderate temperature effect. The GAB model quantified the effect of temperature on the adsorption properties, which reflected a lower degree of hygroscopicity at high temperatures. The Support Vector Machine Learning model provided the best mathematical description of the water adsorption isotherms considering the temperature effect (MRE<3% and R2adj>99%). es_ES
dc.description.sponsorship This study was supported by the grant, PID2019-106148RRC42, funded by MCIN/AEI/10.13039/501100011033, the PhD grant of Gentil A. Collazos-Escobar, PRE2020-092255, funded by the State Training Subprogram of the State Plan for Scientific and Technical Research and Innovation 2017-2020 and the European Social Fund, and the funding for open access charge: Universitat Politecnica de Valencia. es_ES
dc.language Inglés es_ES
dc.publisher Elsevier es_ES
dc.relation.ispartof LWT - Food Science & Technology (Online) es_ES
dc.rights Reconocimiento - No comercial - Sin obra derivada (by-nc-nd) es_ES
dc.subject Hygroscopicity es_ES
dc.subject Monolayer moisture content es_ES
dc.subject Spontaneity es_ES
dc.subject Integral entropy es_ES
dc.subject Machine learning es_ES
dc.subject.classification TECNOLOGIA DE ALIMENTOS es_ES
dc.title Model-based investigation of water adsorption in Achira (Canna edulis K.) biscuits es_ES
dc.type Artículo es_ES
dc.identifier.doi 10.1016/j.lwt.2023.115472 es_ES
dc.relation.projectID info:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2017-2020/PID2019-106148RR-C42/ES/INTEGRACION DE SUBPRODUCTOS AGROALIMENTARIOS REVALORIZADOS EN UN MODELO DE ECONOMIA CIRCULAR: INTENSIFICACION DE PROCESOS Y EVALUACION DE SOSTENIBILIDAD/ es_ES
dc.relation.projectID info:eu-repo/grantAgreement/AEI//PRE2020-092255//INTEGRACION DE SUBPRODUCTOS AGROALIMENTARIOS REVALORIZADOS EN UN MODELO DE ECONOMIA CIRCULAR: INTENSIFICACION DE PROCESOS Y EVALUACION DE SOSTENIBILIDAD PERSONALIZADAS/ es_ES
dc.rights.accessRights Abierto es_ES
dc.contributor.affiliation Universitat Politècnica de València. Escuela Técnica Superior de Ingeniería Agronómica y del Medio Natural - Escola Tècnica Superior d'Enginyeria Agronòmica i del Medi Natural es_ES
dc.contributor.affiliation Universitat Politècnica de València. Departamento de Tecnología de Alimentos - Departament de Tecnologia d'Aliments es_ES
dc.description.bibliographicCitation Collazos-Escobar, GA.; Gutiérrez-Guzmán, N.; Váquiro-Herrera, HA.; Bon Corbín, J.; Carcel, JA.; Garcia-Perez, J. (2023). Model-based investigation of water adsorption in Achira (Canna edulis K.) biscuits. LWT - Food Science & Technology (Online). 189. https://doi.org/10.1016/j.lwt.2023.115472 es_ES
dc.description.accrualMethod S es_ES
dc.relation.publisherversion https://doi.org/10.1016/j.lwt.2023.115472 es_ES
dc.type.version info:eu-repo/semantics/publishedVersion es_ES
dc.description.volume 189 es_ES
dc.identifier.eissn 1096-1127 es_ES
dc.relation.pasarela S\502280 es_ES
dc.contributor.funder European Social Fund es_ES
dc.contributor.funder AGENCIA ESTATAL DE INVESTIGACION es_ES
dc.contributor.funder Universitat Politècnica de València es_ES
dc.subject.ods 02.- Poner fin al hambre, conseguir la seguridad alimentaria y una mejor nutrición, y promover la agricultura sostenible es_ES
dc.subject.ods 09.- Desarrollar infraestructuras resilientes, promover la industrialización inclusiva y sostenible, y fomentar la innovación es_ES
upv.costeAPC 2232,15 es_ES


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