Please use this identifier to cite or link to this item: http://hdl.handle.net/11400/10519
Title: An adaptive soft-sensor for non-destructive cement-based material testing, through the use of RBF networks
Authors: Αλεξανδρίδης, Αλέξανδρος Π.
Τριάντης, Δήμος Α.
Χονδροδήμα, Ευαγγελία
Στεργιόπουλος, Χαράλαμπος Χ.
Χλούπης, Γεώργιος Π.
Contributors: Σταύρακας, Ηλίας
Νίνος, Κωνσταντίνος Δ.
Item type: Conference publication
Conference Item Type: Poster
Keywords: Adaptive Soft-Sensors;Fuzzy Means;Nondestructive testing;Pressure Stimulated Currents;Radial basis functions;Προσαρμοζόμενοι Μαλακοί-Αισθητήρες;Ασαφής μέσα;Μη καταστροφικές δοκιμές;Ρεύματα που ενεργοποιούνται με την πίεση;Συνάρτηση ακτινικής βάσης
Subjects: Technology
Electrical engineering
Τεχνολογία
Ηλεκτρολογία Μηχανολογία
Issue Date: 16-May-2015
2012
Publisher: IEEE
Abstract: This paper presents the development of a soft-sensor receiving as inputs Pressure Stimulated Current (PSC) characteristics in order to predict a critical mechanical property of cement-based materials, in a non-destructive manner. The soft-sensor is based on a Radial Basis Function (RBF) network that starts with an empty hidden layer and evolves its structure and synaptic weights as new data become available. Results have shown that the proposed approach can be used successfully to evolve a predictive tool based on input-output data, whereas it is superior compared to other adaptive modeling techniques.
Language: English
Citation: Alexandridis, A.P., Triantis, D.A., Chondrodima, E., Stergiopoulos, C.C., Hloupis, G.P., et al. (2012) An adaptive soft-sensor for non-destructive cement-based material testing, through the use of RBF networks, In: Proceedings of the 2012 IEEE Conference on Evolving and Adaptive Intelligent Systems, EAIS 2012. Madrid, Spain. 17-18 May, 2012. [Online]. p. 51-56. Available from: http://ieeexplore.ieee.org/
Conference: 2012 IEEE Conference on Evolving and Adaptive Intelligent Systems, EAIS 2012
Access scheme: Embargo
License: Αναφορά Δημιουργού-Μη Εμπορική Χρήση-Όχι Παράγωγα Έργα 3.0 Ηνωμένες Πολιτείες
URI: http://hdl.handle.net/11400/10519
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