Mesh reduction methods for thermoelasticity of laminated composite structures: Study on the B-spline based State Space Finite Element Method and Physics-Informed Neural Networks

Fracture characterization from noisy displacement data using artificial neural networks

(2022) M. Khaleghi et al.   ENGINEERING FRACTURE MECHANICS

Scientific Machine Learning Through Physics–Informed Neural Networks: Where we are and What’s Next

(2022) Salvatore Cuomo et al.   JOURNAL OF SCIENTIFIC COMPUTING

Self-adaptive loss balanced Physics-informed neural networks

(2022) Zixue Xiang et al.   NEUROCOMPUTING

Elasticity imaging using physics-informed neural networks: Spatial discovery of elastic modulus and Poisson's ratio

(2022) Ali Kamali et al.   Acta Biomaterialia

Design optimization of laminated composite structures using artificial neural network and genetic algorithm

(2022) Xiaoyang Liu et al.   COMPOSITE STRUCTURES

Physics-informed neural networks for analysis of 2D thin-walled structures

(2022) Yan Gu et al.   ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS

Physics-Informed Neural Networks for shell structures

(2022) Jan-Hendrik Bastek et al.   EUROPEAN JOURNAL OF MECHANICS A-SOLIDS

Deep autoencoder based energy method for the bending, vibration, and buckling analysis of Kirchhoff plates with transfer learning

(2021) Xiaoying Zhuang et al.   EUROPEAN JOURNAL OF MECHANICS A-SOLIDS

A Dual-Dimer method for training physics-constrained neural networks with minimax architecture

(2021) Dehao Liu et al.   NEURAL NETWORKS

The semianalytical analysis of nearly singular integrals in 2D potential problem by isogeometric boundary element method

(2020) Zhilin Han et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Isogeometric analysis of size-dependent isotropic and sandwich functionally graded microplates based on modified strain gradient elasticity theory

(2018) Chien H. Thai et al.   COMPOSITE STRUCTURES

Hidden physics models: Machine learning of nonlinear partial differential equations

(2018) Maziar Raissi et al.   JOURNAL OF COMPUTATIONAL PHYSICS

A new higher order shear deformation theory for static, vibration and buckling responses of laminated plates with the isogeometric analysis

(2018) Peng Shi et al.   COMPOSITE STRUCTURES

The semi-analytical evaluation for nearly singular integrals in isogeometric elasticity boundary element method

(2018) Zhilin Han et al.   ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

(2018) M. Raissi et al.   JOURNAL OF COMPUTATIONAL PHYSICS

A state-space finite element method for laminated composite plates under thermal loading

(2017) Z. L. Han et al.   JOURNAL OF THERMAL STRESSES

Strong Formulation Isogeometric Analysis (SFIGA) for laminated composite arbitrarily shaped plates

(2016) Nicholas Fantuzzi et al.   COMPOSITES PART B-ENGINEERING

A review on the mechanical behaviour of curvilinear fibre composite laminated panels

(2013) Pedro Ribeiro et al.   JOURNAL OF COMPOSITE MATERIALS

Recent developments in finite element analysis for laminated composite plates

(2008) Y.X. Zhang et al.   COMPOSITE STRUCTURES