78909 20200108100344.0 doi 10.1063/1.5034930 sideral 106474 ART-2018-106474 eng Abisset-Chavanne, E. Model and system learners, optimal process constructors and kinetic theory-based goal-oriented design: a new paradigm in materials and processes informatics 2018 Access copy available to the general public Unrestricted Traditionally, Simulation-Based Engineering Sciences (SBES) has relied on the use of static data inputs (model parameters, initial or boundary conditions, ... obtained from adequate experiments) to perform simulations. A new paradigm in the field of Applied Sciences and Engineering has emerged in the last decade. Dynamic Data-Driven Application Systems [9, 10, 11, 12, 22] allow the linkage of simulation tools with measurement devices for real-time control of simulations and applications, entailing the ability to dynamically incorporate additional data into an executing application, and in reverse, the ability of an application to dynamically steer the measurement process. It is in that context that traditional "digital-twins" are giving raise to a new generation of goal-oriented data-driven application systems, also known as "hybrid-twins", embracing models based on physics and models exclusively based on data adequately collected and assimilated for filling the gap between usual model predictions and measurements. Within this framework new methodologies based on model learners, machine learning and kinetic goal-oriented design are defining a new paradigm in materials, processes and systems engineering. info:eu-repo/semantics/openAccess All rights reserved http://www.europeana.eu/rights/rr-f/ 0.182 2018 Physics and Astronomy (miscellaneous) 2018 info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion Duval, J.L. (orcid)0000-0003-1017-4381 Cueto, E. Universidad de Zaragoza Chinesta, F. 5004 605 Universidad de Zaragoza Dpto. Ingeniería Mecánica Área Mec.Med.Cont. y Teor.Est. 1960 (2018), 090004 [6 pp.] AIP conf. proc. AIP Conference Proceedings 0094-243X 89745 http://zaguan.unizar.es/record/78909/files/texto_completo.pdf Versión publicada 55416 http://zaguan.unizar.es/record/78909/files/texto_completo.jpg?subformat=icon icon Versión publicada oai:zaguan.unizar.es:78909 articulos driver 2020-01-08-09:29:09 ARTICLE