ERD

Periodic Reporting for period 2 - DREAM-ON (Structural damage: robust, real-time, and data-driven adaptive modeling for ...

Project: DREAM-ON

Updated at: 01-11-2024

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Project acronym DREAM-ON

Data-based model updating, selection, and enrichment using the modified constitutive relation error concept

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Scientific machine learning and physics-augmented neural networks for hybrid digital twins

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Data-driven MPC applied to nonlinear systems for real-time applications

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Réseaux de neurones informés par la physique pour l’apprentissage de lois de comportement

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Some recent advances in structural damage tracking and monitoring

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Damage tracking using distributed optic fiber sensors in structures

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

High resolution strain measurement using optic fiber sensors

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

DREAM-ON: merging advanced sensing techniques and simulation tools for future structural health monitoring technologies

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

OFDR optic fiber measurements: performance limitations

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Adaptive modeling and learning of material laws for effective data assimilation

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

NN-mCRE: a modified Constitutive Relation Error framework for unsupervised learning of nonlinear state laws with physics...

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Réseaux de neurones informés par la physique pour l’apprentissage de lois de comportement

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Physics-informed neural networks derived from a mCRE functional for constitutive modelling

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Commande garantie pour le contrôle et la prévention de l'endommagement des structures

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

In situ structural damage tracking and monitoring from advanced sensing techniques and hybrid twins

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

An educational review on distributed optic fiber sensing based on Rayleigh backscattering for damage tracking and struct...

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Training and generalization errors for Underparametrized Neural Networks

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

A modified Constitutive Relation Error framework to learn nonlinear constitutive laws using physics-augmented Neural Net...

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Physics-augmented neural networks for constitutive modeling: toward an application for structural health monitoring

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Physics-augmented neural networks for constitutive modeling: training with the modified constitutive relation error

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Physics-informed neural networks derived from a mCRE functional for constitutive modeling

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Use of physics-augmented neural networks for unsupervised learning of material constitutive relations - Comparison of th...

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Training and generalization errors for Underparametrized Neural Networks

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

A modified Constitutive Relation Error (mCRE) framework to learn nonlinear constitutive models from strain measurements ...

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Apprentissage non-supervisé de lois de comportement non-linéaires avec réseau de neurones thermodynamiquement consist...

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Contrôle en ligne garantissant la sûreté de fonctionnement de structures en mode dégradé

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Real-time monitoring of evolutive structural damage from advanced sensing and simulation

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Intégrer les connaissances physiques dans les réseaux de neurones: application à l'apprentissage des lois de comporte...

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Model updating with a Modified Dual Kalman Filter acting on distributed strain measurements

Project: DREAM-ON

Updated at: 27-04-2024

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Project acronym DREAM-ON

Resources

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Periodic Reporting for period 2 - DREAM-ON (Structural damage: robust, real-time, and data-driven adaptive modeling for ...

Data-based model updating, selection, and enrichment using the modified constitutive relation error concept

Scientific machine learning and physics-augmented neural networks for hybrid digital twins

Data-driven MPC applied to nonlinear systems for real-time applications

Réseaux de neurones informés par la physique pour l’apprentissage de lois de comportement

Some recent advances in structural damage tracking and monitoring

Damage tracking using distributed optic fiber sensors in structures

High resolution strain measurement using optic fiber sensors

DREAM-ON: merging advanced sensing techniques and simulation tools for future structural health monitoring technologies

OFDR optic fiber measurements: performance limitations

Adaptive modeling and learning of material laws for effective data assimilation

NN-mCRE: a modified Constitutive Relation Error framework for unsupervised learning of nonlinear state laws with physics...

Réseaux de neurones informés par la physique pour l’apprentissage de lois de comportement

Physics-informed neural networks derived from a mCRE functional for constitutive modelling

Commande garantie pour le contrôle et la prévention de l'endommagement des structures

In situ structural damage tracking and monitoring from advanced sensing techniques and hybrid twins

An educational review on distributed optic fiber sensing based on Rayleigh backscattering for damage tracking and struct...

Training and generalization errors for Underparametrized Neural Networks

A modified Constitutive Relation Error framework to learn nonlinear constitutive laws using physics-augmented Neural Net...

Physics-augmented neural networks for constitutive modeling: toward an application for structural health monitoring

Physics-augmented neural networks for constitutive modeling: training with the modified constitutive relation error

Physics-informed neural networks derived from a mCRE functional for constitutive modeling

Use of physics-augmented neural networks for unsupervised learning of material constitutive relations - Comparison of th...

Training and generalization errors for Underparametrized Neural Networks

A modified Constitutive Relation Error (mCRE) framework to learn nonlinear constitutive models from strain measurements ...

Apprentissage non-supervisé de lois de comportement non-linéaires avec réseau de neurones thermodynamiquement consist...

Contrôle en ligne garantissant la sûreté de fonctionnement de structures en mode dégradé

Real-time monitoring of evolutive structural damage from advanced sensing and simulation

Intégrer les connaissances physiques dans les réseaux de neurones: application à l'apprentissage des lois de comporte...

Model updating with a Modified Dual Kalman Filter acting on distributed strain measurements