ANN modeling for the prediction of elastic moduli of ternary glass systems using physicochemical properties of the oxide components
Source abstract
Abstract
Abstract Artificial neural network (ANN) consists of an interconnected group of neurons which process the information. ANN can be used as a non-linear statistical data modeling tool. Due to their inherent adaptive nature they learn by example while training and acquire intelligence to capture the non-linear and complex relationships between the inputs and outputs. In this study a multilayer perception (MLP) feed forward neural network has been developed for predicting the elastic moduli of ternary oxide glass systems using the physicochemical properties of the oxide components.
Source: openaire · Quality: candidate unverified · Source record ↗
Research context
OpenAlex topics: Glass properties and applications · Phase-change materials and chalcogenides · Pigment Synthesis and Properties
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (16)
Show source-provided references
1. Bridge · Phys. Status Solidi · 1983 · 77 · 65510.1002/pssa.2210770231 ↗
2. Makishima · J. Non-Cryst. Solids · 1973 · 12 · 3510.1016/0022-3093(73)90053-7 ↗
3. Makishima · J. Non-Cryst. Solids · 1975 · 17 · 14710.1016/0022-3093(75)90047-2 ↗
4. Rafiq · Comput. Struct. · 2001 · 79 · 154110.1016/S0045-7949(01)00039-6 ↗
5. Kewalramani · Automat. Construct. · 2006 · 15 · 37410.1016/j.autcon.2005.07.003 ↗
6. Eskandari · SEG Recorder · 2004 · 40
7. Kalyana Raman · Chem. Eng. World · 2007 · 90
8. Onal · Adv. Eng. Softw. · 2010 · 41 · 16510.1016/j.advengsoft.2009.09.004 ↗
9. Adhikary · Construct. Build. Mater. · 2006 · 20 · 80110.1016/j.conbuildmat.2005.01.047 ↗
10. Inaba · J. Non-Cryst. Solids · 2003 · 325 · 25810.1016/S0022-3093(03)00315-6 ↗
11. El-Mallawany · Mater. Chem. Phys. · 2006 · 95 · 32110.1016/j.matchemphys.2005.06.025 ↗
12. Sidkey · Physica B. · 2004 · 348 · 4610.1016/j.physb.2003.11.005 ↗
13. Higazy · J. Non-Cryst. Solids · 1985 · 72 · 8110.1016/0022-3093(85)90167-X ↗
14. Abd El-Moneim · Mater. Chem. Phys. · 1998 · 52 · 25810.1016/S0254-0584(97)02025-7 ↗
15. Saddeek · Phyisca B. · 2007 · 398 · 110.1016/j.physb.2007.04.011 ↗
16. H. Demuth, M. Beale, Neural network toolbox — User's guide, The Math Works Inc., Version 7.5, 2007.