| People | Locations | Statistics |
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| Naji, M. |
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| Motta, Antonella |
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| Aletan, Dirar |
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| Mohamed, Tarek |
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| Ertürk, Emre |
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| Taccardi, Nicola |
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| Kononenko, Denys |
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| Petrov, R. H. | Madrid |
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| Alshaaer, Mazen | Brussels |
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| Bih, L. |
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| Casati, R. |
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| Muller, Hermance |
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| Kočí, Jan | Prague |
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| Šuljagić, Marija |
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| Kalteremidou, Kalliopi-Artemi | Brussels |
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| Azam, Siraj |
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| Ospanova, Alyiya |
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| Blanpain, Bart |
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| Ali, M. A. |
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| Popa, V. |
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| Rančić, M. |
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| Ollier, Nadège |
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| Azevedo, Nuno Monteiro |
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| Landes, Michael |
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| Rignanese, Gian-Marco |
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Pellegrino, Antonio
University of Bath
in Cooperation with on an Cooperation-Score of 37%
Topics
Publications (29/29 displayed)
- 2024Strain rate and temperature dependence of short/unidirectional carbon fibre PEEK hybrid compositescitations
- 2024Strain rate and temperature dependence of short/unidirectional carbon fibre PEEK hybrid compositescitations
- 2024A data-driven rate and temperature dependent constitutive model of the compression response of a syntactic foamcitations
- 2024A comprehensive investigation on the temperature and strain rate dependent mechanical response of three polymeric syntactic foams for thermoforming and energy absorption applicationscitations
- 2024A Novel Specimen Design for Multiaxial Loading Experiments at High Strain Ratescitations
- 2023Dynamic response of Advanced Placed Ply compositescitations
- 2023Influence of Strain History on Dynamic Strain Localization and Stress State During High-Rate Tensile Loading of Titanium Alloys:Experiments, Modeling, and Analytical Methodscitations
- 2023A data-driven model of the yield and strain hardening response of commercially pure titanium in uniaxial stresscitations
- 2023Influence of Strain History on Dynamic Strain Localization and Stress State During High-Rate Tensile Loading of Titanium Alloyscitations
- 2022The dependency of compressive response of epoxy syntactic foam on the strain rate and temperature under rigid confinementcitations
- 2022Loading mode and lateral confinement dependent dynamic fracture of a glass ceramic Macorcitations
- 2022Pure shear plastic flow and failure of titanium alloys under quasi-static and dynamic torsional loadingcitations
- 2022Temperature dependent dynamic compressive response of PA66-GF30 composite under constant strain rate multiaxial loadingcitations
- 2022Experimental analysis of the multiaxial failure stress locus of commercially pure titanium at low and high rates of straincitations
- 2021Temperature dependent dynamic strain localization and failure of ductile polymeric rods under large deformationcitations
- 2021Thermomechanical constitutive behaviour of a near α titanium alloy over a wide range of strain ratescitations
- 2021Dynamic necking of a near α titanium alloy at high strain ratescitations
- 2021Measurement of pure shear constitutive relationship from torsion tests under quasi-static, medium, and high strain rate conditionscitations
- 2020Strain rate and temperature dependent strain localization of a near α titanium alloycitations
- 2020Dynamic tensile testing of needle-punched nonwoven fabricscitations
- 2020Rate dependent behaviour and dynamic strain localisation of three novel impact resilient titanium alloyscitations
- 2019A new technique for tensile testing of engineering materials and composites at high strain ratescitations
- 2018Measurements of the effects of pure and salt water absorption on the rate-dependent response of an epoxy matrixcitations
- 2018Effect of particle morphology, compaction, and confinement on the high strain rate behavior of sandcitations
- 2017Bayesian calibration of microCT-based DEM simulations for predicting the effective elastic response of granular materials
- 2017Strain rate dependence of mode II delamination resistance in through thickness reinforced laminated compositescitations
- 2016Effect of strain rate and fibre rotation on the in-plane shear response of ±45° laminates in tension and compression testscitations
- 2016The Dynamic Response of Etnean Sand and the Effect of Its Impingement on Ti-6Al-4 V Alloycitations
- 2015The mechanical response of a syntactic polyurethane foam at low and high rates of straincitations
Places of action
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article
A data-driven model of the yield and strain hardening response of commercially pure titanium in uniaxial stress
Abstract
This study presents a technique to develop data-driven constitutive models for the elastic-plastic response of materials, and applies this technique to the case of commercially pure titanium. The complex yield and strain hardening characteristics of this solid are captured for random non-monotonic uniaxial loading, without relying on specific theoretical descriptions. The surrogate model is obtained by supervised machine learning, relying on feed-forward neural networks trained with data obtained from random loading of titanium specimens in uniaxial stress. Uniaxial tests are conducted in strain control, applying random histories of axial strain in the range [−0.04, 0.04], to prevent the occurrence of significant damage. The corresponding stress versus strain histories are subdivided into a finite number of increments, and machine learning is applied to predict the change in stress in each increment. A suitable architecture of the data-driven model, key to obtaining accurate predictions, is presented. The predictions of the surrogate model are validated by comparing to experiments not used in the training process, and compared to those of an established theoretical model. An excellent agreement is obtained between the measurements and the predictions of the data-driven surrogate model.