Latest Research in Structural Topology Optimization

Top Research Topics in Structural Topology Optimization

• Cellular and Composite Structures — 56 papers
• Numerical Analysis — 55 papers
• Acoustic Wave Phenomena Research — 44 papers
• Advanced machining processes and optimization — 44 papers
• Composite Structure Analysis and Optimization — 41 papers
• Machine Learning — 36 papers
• Topology Optimization in Engineering — 35 papers
• ECG Monitoring and Analysis — 30 papers
• Gear and Bearing Dynamics Analysis — 30 papers
• Model Reduction and Neural Networks — 26 papers

Highest-Cited Papers

1. Data distribution impacts the performance and generalisability of contrastive learning-based foundation models of electrocardiograms (1 citations)
2. BenchECG and xECG: a benchmark and baseline for ECG foundation models (1 citations)
3. Sub-cell-free weighted least-squares integration methods with and without stabilization terms for higher-order shear deformation analysis of isotropic plates (1 citations)
4. Analysis of the Wrinkle Behavior of Creased Membranes Considering Concentrated Residual Stress
5. Heterogeneous Geometry for Heterogeneous Rock: Cobweb, Beehive Hemisphere, and Compound Eye Topologies as Boring Tool Face Design Principles
6. Adaptive ultra-lightweight 12-lead ECG reconstruction from limited leads via a vectorcardiogram-mediated cascade framework
7. Extended physics-informed neural networks (Ex-PINNs): a machine-learning method for solving partial differential equations in domain with spatially heterogeneous parameters
8. Physics-Informed Structural Attention Unlocks Efficient and Interpretable Inverse-Designed Photonic Devices
9. Thermo-mechanical stress analysis of variable stiffness composite sandwich plates with auxetic honeycomb core using a higher-order zig-zag theory
10. Heterogeneous Geometry for Heterogeneous Rock: Cobweb, Beehive Hemisphere, and Compound Eye Topologies as Boring Tool Face Design Principles
11. Parametric phase-field brittle fracture computations with convolutional Fourier neural operators
12. Inverse analysis of viscoelastic stress relaxation in small AA7175 rings
13. Requirements for numeric models as sources of synthetic data for predicting real-world data sets in progressive deep drawing processes
14. Energy absorption performance study of bio-inspired hierarchical honeycomb structures with curved cell walls under Quasi-static loading
15. CDM-based constitutive model incorporating strength and stiffness degradation for ULCF prediction of weld metal
16. Static and dynamic behaviors of a geometrically nonlinear quasi-zero-stiffness multilayer vibration isolator with a large-stroke energy harvester
17. In-line monitoring of the material extrusion additive manufacturing process by non-destructive methodologies
18. Bayesian-optimized hybrid CNN–RNN framework for high-fidelity prediction of spindle thermal deformation in CNC machine tools
19. Early Mpox Detection: Integrating Skin Lesion Imaging, Epidemiology, and Treatment for Deep Learning Approaches
20. Constructive AI: autonomous robotic 3D printing enabled by AI-driven process control and 3D machine vision

Sub-Regions

• Numerical Topology Frameworks — 354 papers
• Metamaterial Lattice Engineering — 151 papers
• Structural Performance Optimization — 145 papers
• Rotordynamic Bearing Kinematics — 121 papers
• Additive Manufacturing Fabrication — 103 papers
• Cardiac Diagnostic Intelligence — 89 papers
• Acoustic Wave Propagation — 86 papers
• Piezoelectric Harvesting Dynamics — 39 papers