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

An efficient data generation method for ANN-based surrogate models

(2022) Ren Kai Tan et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

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

(2022) Zilan Zhang et al.   COMPOSITE STRUCTURES

Application of machine learning methods on dynamic strength analysis for additive manufactured polypropylene-based composites

(2022) Ruijun Cai et al.   POLYMER TESTING

The effect of stacking sequence and circumferential ply drop locations on the mechanical response of type IV composite pressure vessels subjected to internal pressure: A numerical and experimental study

(2022) M. Nebe et al.   COMPOSITE STRUCTURES

Study on Prediction of Compression Performance of Composite Laminates After Impact Based on Convolutional Neural Networks

(2021) Fengyang Jiang et al.   APPLIED COMPOSITE MATERIALS

Making costly manufacturing smart with transfer learning under limited data: A case study on composites autoclave processing

(2021) Milad Ramezankhani et al.   JOURNAL OF MANUFACTURING SYSTEMS

Predicting and optimizing coupling effect in magnetoelectric multi-phase composites based on machine learning algorithm

(2021) Weihao Zhu et al.   COMPOSITE STRUCTURES

Numerical design optimization of the fiber orientation of glass/phenolic composite tubes based on tensile and radial compression tests

(2021) Maha Hussein Abdallah et al.   COMPOSITE STRUCTURES

Machine learning and materials informatics approaches for evaluating the interfacial properties of fiber-reinforced composites

(2021) B.B. Yin et al.   COMPOSITE STRUCTURES

Layup optimisation of laminated composite tubular structures under thermomechanical loading conditions using PSO

(2021) Harry Veivers et al.   COMPOSITE STRUCTURES

Design optimisation of braided composite beams for lightweight rail structures using machine learning methods

(2021) Anubhav Singh et al.   COMPOSITE STRUCTURES

A review of artificial neural networks in the constitutive modeling of composite materials

(2021) Xin Liu et al.   COMPOSITES PART B-ENGINEERING

Reduction of free-edge effects around a hole of a composite plate using a numerical layup optimization

(2021) Navid Kharghani et al.   COMPOSITE STRUCTURES

On the numerical modelling and analysis of multi-directional functionally graded composite structures: A review

(2020) Pankaj S. Ghatage et al.   COMPOSITE STRUCTURES

A fast and efficient numerical prediction of compression after impact (CAI) strength of composite laminates and structures

(2020) Tian Ouyang et al.   THIN-WALLED STRUCTURES

Theory-guided machine learning for damage characterization of composites

(2020) Navid Zobeiry et al.   COMPOSITE STRUCTURES

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

(2020) Christopher Sacco et al.   COMPOSITE STRUCTURES

Curved fibre path optimisation for improved shape adaptive composite propeller blade design

(2020) Phyo Thu Maung et al.   COMPOSITE STRUCTURES

Accelerating gradient-based topology optimization design with dual-model artificial neural networks

(2020) Chao Qian et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Physically informed artificial neural networks for atomistic modeling of materials

(2019) G. P. Purja Pun et al.   Nature Communications

A review on the hybrid titanium composite laminates (HTCLs) with focuses on surface treatments, fabrications, and mechanical properties

(2019) M.E. Kazemi et al.   COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING

Machine Learning Based Predictive Model for AFP-Based Unidirectional Composite Laminates

(2019) Chathura Wanigasekara et al.   IEEE Transactions on Industrial Informatics