A design methodology of composite scarf repairs using artificial intelligence

Machine learning for accelerating the design process of double-double composite structures

(2022) Zilan Zhang et al.   COMPOSITE STRUCTURES

Accelerating the Layup Sequences Design of Composite Laminates via Theory-Guided Machine Learning Models

(2022) Zhenhao Liao et al.   Polymers

Effectiveness Assessment of TMDs in Bridges under Strong Winds Incorporating Machine-Learning Techniques

(2022) Zhen Sun et al.   JOURNAL OF PERFORMANCE OF CONSTRUCTED FACILITIES

Prediction and early warning of wind-induced girder and tower vibration in cable-stayed bridges with machine learning-based approach

(2022) Xiao-Wei Ye et al.   ENGINEERING STRUCTURES

Graph Neural Networks in TensorFlow and Keras with Spektral [Application Notes]

(2021) Daniele Grattarola et al.   IEEE Computational Intelligence Magazine

A parametric study of adhesive bonded joints with composite material using black-box and grey-box machine learning methods: Deep neuron networks and genetic programming

(2021) Zewen Gu et al.   COMPOSITES PART B-ENGINEERING

End-to-end deep learning method to predict complete strain and stress tensors for complex hierarchical composite microstructures

(2021) Zhenze Yang et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

An even-load-distribution design for composite bolted joints using a novel circuit model and neural network

(2021) Cheng Qiu et al.   COMPOSITE STRUCTURES

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

(2021) Johannes Reiner et al.   COMPOSITE STRUCTURES

A methodology to generate design allowables of composite laminates using machine learning

(2021) C. Furtado et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES

An improved progressive failure modelling and damage tolerant design methodology for composite scarf joints with bondline flaws

(2020) J.M. Hayes-Griss et al.   COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING

Machine learning predictions on fracture toughness of multiscale bio-nano-composites

(2020) Vahid Daghigh et al.   JOURNAL OF REINFORCED PLASTICS AND COMPOSITES

Compressive intralaminar fracture toughness and residual strength of 2D woven carbon fibre reinforced composites: New developments on using the size effect method

(2020) D. Dalli et al.   THEORETICAL AND APPLIED FRACTURE MECHANICS

Failure behavior of scarf-bonded woven fabric CFRP laminates

(2020) Evren Sonat et al.   COMPOSITE STRUCTURES

Machine learning for composite materials

(2019) Chun-Teh Chen et al.   MRS Communications

A CEEMDAN and XGBOOST-Based Approach to Forecast Crude Oil Prices

(2019) Yingrui Zhou et al.   COMPLEXITY

A micro-mechanics perspective to the invariant-based approach to stiffness

(2019) A. Arteiro et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Mode I intralaminar fracture toughness of 2D woven carbon fibre reinforced composites: A comparison of stable and unstable crack propagation techniques

(2019) D. Dalli et al.   ENGINEERING FRACTURE MECHANICS

Initial failure strength prediction of woven composites using a new yarn failure criterion constructed by deep learning

(2019) Xin Liu et al.   COMPOSITE STRUCTURES

Structural optimisation of vertical-axis wind turbine composite blades based on finite element analysis and genetic algorithm

(2016) Lin Wang et al.   COMPOSITE STRUCTURES

Experiment and design methods of composite scarf repair for primary-load bearing structures

(2016) Bin Liu et al.   COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING

A trace-based approach to design for manufacturing of composite laminates

(2015) Stephen W Tsai et al.   JOURNAL OF REINFORCED PLASTICS AND COMPOSITES

An invariant-based theory of composites

(2014) Stephen W. Tsai et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Effects of bondline flaws on the damage tolerance of composite scarf joints

(2013) J.Y. Goh et al.   COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING

Reliability analysis of adhesive bonded scarf joints

(2012) A. Kimiaeifar et al.   ENGINEERING STRUCTURES

Modelling the tensile fracture behaviour of CFRP scarf repairs

(2008) R.D.S.G. Campilho et al.   COMPOSITES PART B-ENGINEERING

On the design methodology of scarf repairs to composite laminates

(2007) Chun H. Wang et al.   COMPOSITES SCIENCE AND TECHNOLOGY

Using a cohesive damage model to predict the tensile behaviour of CFRP single-strap repairs

(2007) R.D.S.G. Campilho et al.   INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES