Machine learning assisted characterisation and simulation of compressive damage in composite laminates

A physics-informed machine learning approach for solving heat transfer equation in advanced manufacturing and engineering applications

(2021) Navid Zobeiry et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

A practical approach for the non-local simulation of progressive damage in quasi-isotropic fibre-reinforced composite laminates

(2021) Johannes Reiner   COMPOSITE STRUCTURES

Compressive damage modeling of fiber-reinforced composite laminates using 2D higher-order layer-wise models

(2021) M.H. Nagaraj et al.   COMPOSITES PART B-ENGINEERING

Progressive damage analysis of composite structures using higher-order layer-wise elements

(2020) M.H. Nagaraj et al.   COMPOSITES PART B-ENGINEERING

Computational micromechanics of the effect of fibre misalignment on the longitudinal compression and shear properties of UD fibre-reinforced plastics

(2020) T.A. Sebaey et al.   COMPOSITE STRUCTURES

Damage Detection in Composites By Artificial Neural Networks Trained By Using in Situ Distributed Strains

(2020) America Califano et al.   APPLIED COMPOSITE MATERIALS

Theory-guided machine learning for damage characterization of composites

(2020) Navid Zobeiry et al.   COMPOSITE STRUCTURES

Failure mechanisms in NCF composite bolted joints: Experiments and FE model

(2020) Anton Shipsha et al.   COMPOSITES PART B-ENGINEERING

Machine learning in composites manufacturing: A case study of Automated Fiber Placement inspection

(2020) Christopher Sacco et al.   COMPOSITE STRUCTURES

An experimental study of scaling effects in notched quasi-isotropic carbon/epoxy laminates under compressive loads

(2020) Xiaodong Xu et al.   COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING

Development and validation of a finite deformation fibre kinking model for crushing of composites

(2020) Sérgio Costa et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Virtual characterization of nonlocal continuum damage model parameters using a high fidelity finite element model

(2020) Johannes Reiner et al.   COMPOSITE STRUCTURES

Predicting the effects of microstructure on matrix crack initiation in fiber reinforced ceramic matrix composites via Machine Learning

(2019) Dipen K. Patel et al.   COMPOSITE STRUCTURES

Failure load prediction for fiber-reinforced composites based on acoustic emission

(2018) Markus G.R. Sause et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Predicting shim gaps in aircraft assembly with machine learning and sparse sensing

(2018) Krithika Manohar et al.   JOURNAL OF MANUFACTURING SYSTEMS

Predicting the axial crush response of CFRP tubes using three damage-based constitutive models

(2018) Aleksandr Cherniaev et al.   THIN-WALLED STRUCTURES

Failure mechanisms of cross-ply carbon fiber reinforced polymer laminates under longitudinal compression with experimental and computational analyses

(2018) Qingping Sun et al.   COMPOSITES PART B-ENGINEERING

Simulation of CFRP components subjected to dynamic crash loads

(2017) M. Waimer et al.   INTERNATIONAL JOURNAL OF IMPACT ENGINEERING

Physics-informed machine learning approach for reconstructing Reynolds stress modeling discrepancies based on DNS data

(2017) Jian-Xun Wang et al.   Physical Review Fluids

Simulation of High Velocity Impact on Composite Structures - Model Implementation and Validation

(2016) Dominik Schueler et al.   APPLIED COMPOSITE MATERIALS

Effect of strain rate on the failure mechanisms and energy absorption in polymer composite elements under axial loading

(2015) Matthew David et al.   COMPOSITE STRUCTURES

Micro-mechanical analysis of the effect of ply thickness on the transverse compressive strength of polymer composites

(2015) A. Arteiro et al.   COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING

Characterization of strain-softening behavior and failure mechanisms of composites under tension and compression

(2015) N. Zobeiry et al.   COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING

Identification of phases, symmetries and defects through local crystallography

(2015) Alex Belianinov et al.   Nature Communications

Computational Modeling of Damage Development in Composite Laminates Subjected to Transverse Dynamic Loading

(2009) Alireza Forghani et al.   JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME

Measuring the notched compressive strength of composite laminates: Specimen size effects

(2007) J. Lee et al.   COMPOSITES SCIENCE AND TECHNOLOGY