OOIR: Observatory of International Research

Papers

(The H4-Index of Computational Mechanics is 24. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-11-01 to 2024-11-01.)

Article	Citations
Machine learning for metal additive manufacturing: predicting temperature and melt pool fluid dynamics using physics-informed neural networks	230
A general phase-field model for fatigue failure in brittle and ductile solids	74
A comparative review of peridynamics and phase-field models for engineering fracture mechanics	70
A physics-informed neural network technique based on a modified loss function for computational 2D and 3D solid mechanics	55
Stabilized methods for high-speed compressible flows: toward hypersonic simulations	42
A digital-twin and machine-learning framework for the design of multiobjective agrophotovoltaic solar farms	42
A Bayesian multiscale CNN framework to predict local stress fields in structures with microscale features	40
Anisotropic hyperelastic constitutive models for finite deformations combining material theory and data-driven approaches with application to cubic lattice metamaterials	39
Recurrent neural networks (RNNs) learn the constitutive law of viscoelasticity	35
Automated constitutive modeling of isotropic hyperelasticity based on artificial neural networks	35
FE$${}^\textrm{ANN}$$: an efficient data-driven multiscale approach based on physics-constrained neural networks and automated data mining	34
Multi-physics modeling of direct energy deposition process of thin-walled structures: defect analysis	32
Can CFD establish a connection to a milder COVID-19 disease in younger people? Aerosol deposition in lungs of different age groups based on Lagrangian particle tracking in turbulent flow	30
On differences and comparisons of peridynamic differential operators and nonlocal differential operators	30
A gradient reproducing kernel based stabilized collocation method for the static and dynamic problems of thin elastic beams and plates	29
U-duct turbulent-flow computation with the ST-VMS method and isogeometric discretization	29
Bayesian inversion for unified ductile phase-field fracture	28
Space–time VMS isogeometric analysis of the Taylor–Couette flow	27
A variational phase-field model For ductile fracture with coalescence dissipation	27
Uncertainty quantification of spatially uncorrelated loads with a reduced-order stochastic isogeometric method	27
An FE-DMN method for the multiscale analysis of thermomechanical composites	26
Space–time isogeometric analysis of car and tire aerodynamics with road contact and tire deformation and rotation	25
Hybrid thermal modeling of additive manufacturing processes using physics-informed neural networks for temperature prediction and parameter identification	24
Modelling stress-induced anisotropy in multi-phase granular soils	24