Concurrent topology optimization of parts and their supports for additive manufacturing with thermal deformation constraint
A typical manufacturing failure in powder bed additive manufacturing (AM) is caused by the collision between the already printed structure and the powder recoater due to large thermal deformation. This paper presents a density-based topology ...
Highlights
- Concurrent topology optimization approach to design the parts and their supports.
- Additive manufacturing process simulation model based on inherent strain method.
- New thermal deformation constraint to avoid recoater collision.
Programmatic model updating of damaged structures using modified SERR method
- A modified stain energy release rate method is proposed to enable the method for solid element.
- An algorithm is proposed to map the crack information obtained by vision method in the FE model.
- The effectiveness and generality of ...
Vision inspection information of damages in civil engineering structures is hard to be transformed into an analysis-available resistance model to conduct in-service condition assessment. This paper proposes an updating crack-embedded finite ...
On efficient seismic fragility assessment using sequential Bayesian inference and truncation scheme: A case study of shear wall structure
- An efficient method for seismic fragility of shear walls is developed.
- The proposed method uses sequential Bayesian inference with a binary analysis chain.
- The truncation strategy of analysis is combined with the proposed method.
The seismic performance of shear walls in nuclear power plants is critical because a failure of such structures can cause severe accidents. Thus, research on the seismic fragility of shear walls in nuclear power plants has been attempted. However,...
Buckling analysis and optimization of variable angle tow composite plates via Ritz method and variable stiffness optimization
- A variable stiffness optimization (VSO) algorithm is proposed for VAT plates.
- The concept of tailoring stiffness through-thickness direction is introduced.
- Curvature and divergence constraints for VAT plates have been taken into ...
A novel variable stiffness optimization (VSO) algorithm is proposed accounting for the inherent mechanical characteristics of variable angle tow (VAT) plates. Through sampling in the design space of lamination parameters (LPs), a good initial ...
Learning structural stress virtual sensors from on-board instrumentation of a commercial aircraft
This work aims to predict the mechanical stress on the structure of a business jet in service phase from flight instrument only. A significant database obtained from test flights using aircraft instrumented with strain gauges has been provided as ...
Highlights
- Virtual sensor of aircraft structural stress is learned from test flights data.
- A proof of concept has been developed in the context of a data science challenge.
- An ensemble model with two stacked regressors is used for time series ...
Parametric CAD-integrated simulation of masonry structures based on the isogeometric analysis
This publication presents a novel numerical avenue for the assessment of masonry structures. To circumvent the labor-intensive finite element method modeling and pre-processing step, the isogeometric analysis is enhanced within this contribution ...
Highlights
- Advancing the isogeometric analysis to cope with shell-based masonry structures.
- Proposing a damage model in the context of the isogeometric analysis.
- Newly proposed element length regularization technique for NURBS.
- ...
Nonlinear model order reduction of resonant piezoelectric micro-actuators: An invariant manifold approach
This paper presents a novel derivation of the direct parametrisation method for invariant manifolds able to build simulation-free reduced-order models for nonlinear piezoelectric structures, with a particular emphasis on applications to Micro ...
Highlights
- Model order reduction for structures with geometric and piezoelectric nonlinearity.
- Direct computation of the invariant manifold from finite element problem.
- Efficient technique accounting for electrostrictive response of the ...
Topology optimization for material extrusion-based additive manufacturing processes with weak bead bonding
- Presents a new topology optimization framework for material extrusion AM.
- Captures both discrete nozzle size and weakness of adjacent bead bonds.
- Design solution includes the structure and a trace for the raster path.
- Path ...
Topology optimization (TO) is a powerful design tool that has been used to design lightweight high-performing structures. Additive manufacturing (AM) is a favoured fabrication method for TO designs because of its high precision and flexibility to ...
Topology optimization approach for functionally graded metamaterial components based on homogenization of mechanical variables
The micron resolutions that 3D printers are reaching allow for a change of paradigm in the design of components, optimizing not only the topology of the component, but also the microstructure of the material, which can adopt different objectives ...
Highlights
- We present a new Topology Optimization (TO) approach capable to be used in the design of functionally graded metamaterials.
- The method proposed is capable to optimize the structure by defining a Young moduli distribution across the ...
Design of ultra-lightweight and energy-efficient civil structures through shape morphing
- New formulation to design structures that react to loads through shape morphing.
- Target shapes and element dimensions obtained via gradient-based optimization.
- Formulation of derivatives of objective and constraint functions.
- ...
This paper gives a new formulation to synthesize load-responsive structures through shape morphing. The design method is based on the minimization of the whole-life energy, which comprises an embodied share in the material and an operational ...
Improved interval finite element for analysis of planar frames
- Intervals can be used for uncertainty modeling in structural mechanics and providing meaningful results.
- Overestimation due to interval dependency can be reduced.
- Interval Finite Element Method can provide sharp and guaranteed ...
The Interval Finite Element Method (IFEM) can be used for the analysis of structures with uncertainties in load, geometry, and material. However, a naïve application of IFEM leads to meaningless overestimated enclosures due to interval ...
Introduction of a recurrent neural network constitutive description within an implicit gradient enhanced damage framework
The contribution at hand presents a method for the application of Recurrent neural network based constitutive models within a coupled field Finite Element Analysis. Thereby, an additional scalar field is coupled to the displacement field and ...
Highlights
- Proof of concept for neural network constitutive models in coupled field simulation.
- Possibility to approximate arbitrary inelastic constitutive behavior.
- Application for softening material behavior within Finite Element ...
A graphics processing unit-based computational framework for impact failure of automotive coatings
This paper is the first one to develop a graphics process unit-based computational framework to accelerate impact failure simulations of automotive coatings, which require a considerable computational cost. Such an efficient computational ...
Highlights
- Novel graphics processing unit-based framework for polymer coating impact failure.
- Parallel discontinuous Galerkin/cohesive zone model for large deformation debonding.
- Parallel contact algorithm designed for interfacial ...
Consistent assembly method for elemental damping
This study proposes a new assembly method to address the problems of using the conventional direct assembly method for assembling elemental damping matrices for a global damping matrix. These problems include the challenges in calibrating an ...
Highlights
- Address problems of direct assembly method for elemental damping.
- Propose new and consistent assembly method for elemental damping.
- Maintain consistent elemental and global structural damping ratio.
- Maintain minimal coupling ...
An integrated section model to enable simulating composite slabs in fire simply as modelling a flat slab
- An integrated section is proposed to enable single section in modelling composite slabs.
- The integrated section model is formulated with rigorous theoretical base to correctly distribute deformation components.
- The implicit state ...
Modelling slabs is vitally necessary when simulating building structures in fire. The composite action between slabs and beams and tensile membrane action after fire induced deflections significantly reshape the load redistribution mechanisms and ...
Data-informed statistical finite element analysis of rail buckling
In this paper, the statistical finite element method is developed further to synthesize distributed rail response data with nonlinear finite element model predictions within and outside the measured loading range. In the data-generating model of ...
Highlights
- Statistical finite element method enables integration of nonlinear model and sensor data.
- Model selection/misspecification & data uncertainty incorporated using Bayesian formalism.
- A polynomial chaos expansion is utilized to derive ...
Flexoelectric enhancement in lead-free piezocomposites with graded inclusion concentrations and porous matrices
- The key factors influencing flexoelectric enhancement in piezocomposites have been explored, with the main focus given to lead-free piezoelectric composite materials.
- Using an advanced electro-elastic model that incorporates ...
Flexoelectricity is the generation of electric fields through strain gradients. It offers unconventional ways to enhance the electromechanical coupling response of piezoelectric materials and composites compared to the conventional ...
A smart component model replacement approach for refined simulation of large nonlinear RC structures
- Propose a smart component model replacement (SCMR) approach to simulate large-scale nonlinear structure.
- The SCMR approach can finely simulate the local damage and failure mechanism in structures.
- Present “replacement” strategies ...
This paper proposes a novel smart component model replacement (SCMR) approach that is not only efficient for large-scale nonlinear structural analysis, but also accurate in the refined simulation of components of interest. The method creates a FE ...
Computational morphogenesis of three-dimensional free-form structures using isosurfaces based on space mapping
- A new method for structural morphogenesis based on space mapping is developed.
- A separate but related module is used for form evolution and structural analysis.
- Smooth form generated with performance isosurface at the global-...
This paper presented a novel computational morphogenesis method based on space mapping that employed isosurfaces to generate three-dimensional free-form continuum structures from design domains of arbitrary complexity. To achieve the interaction ...
Worst-case compliance for independently constrained uncertain loads
We consider optimization problem formulations for finding the worst compliance of a structure subject to uncertain loading. Typically, there is a least some data available on the direction and magnitude of the loading, and we therefore consider a ...
Highlights
- Worst-case load uncertainty with multiple independently constrained loads.
- Three versions of the worst compliance problem formulated and compared.
- Inhomogeneous eigenvalue formulation with numerical indication of global optimality.
Machine learning prediction of structural dynamic responses using graph neural networks
- Proposed a novel machine learning approach based on Graph Neural Networks (GNN) for dynamic response simulation of structures subjected to dynamics loads.
- The proposed GNN can simulate full-field spatiotemporal dynamics, generating ...
Prediction of structural responses is essential for the analysis of structural behaviour subjected to dynamic loads. Existing approaches are limited in different ways. Experimental tests are expensive due to the requirement of intensive labour ...
Physics-informed neural network for first-passage reliability assessment of structural dynamic systems
- A machine learning framework for first-passage reliability assessment based on PINN is established.
- The proposed method makes full use of the physical properties and sample information of the practical problems.
- Physical problems ...
The first-passage failure of structural dynamic systems is a typical failure mode in engineering. Most of the existing methods use ordinary or partial differential equations (ODEs/PDEs) to describe the dynamic systems, and transform the first-...
A multi-scale model combining martensitic transformations with multi-phase crystallographic slip
Mechanically induced martensitic transformations are an essential mechanism influencing the constitutive behaviour of many advanced steel grades, such as austenitic stainless steels and Transformation Induced Plasticity (TRIP) alloys. In this ...
Highlights
- A novel multi-scale physically based constitutive model is formulated.
- Includes crystallographic slip after transformation from retained austenite.
- A fully implicit and consistently linearised formulation is derived in detail.
- ...
Free vibration analysis of thin plates with side cracks by the weak form quadrature element method
- The free vibration analysis of thin plates with side cracks is conducted.
- The first ten frequency parameters for several typical examples are obtained.
- Fewer degrees of freedom are needed in the present approach.
- Merits of weak ...
The weak form quadrature element method is applied to vibration analysis of thin plates with side cracks. Eigenfunctions are introduced into the inner square domain around the crack tip, while the rest of the problem domain is analyzed by the ...
Machine learning-based prediction of residual drift and seismic risk assessment of steel moment-resisting frames considering soil-structure interaction
- Improved Machine-Learning (ML) techniques were used to predict Maximum Interstory Drift Ratio (IDRmax) and Residual Interstory Drift Ratio (RIDR) of 384 Special Moment-Resisting Frames (SMRFs) considering Soil-Structure Interaction (SSI).
Nowadays, due to improvements in seismic codes and computational devices, retrofitting buildings is an important topic, in which, permanent deformation of buildings, known as Residual Interstory Drift Ratio (RIDR), plays a crucial role. To ...
Direct point-cloud-based numerical analysis using octree meshes
Point-cloud-based geometry acquisition techniques have seen an increased deployment in recent years and can be used in many branches of science and engineering. Different from conventional computer aided design (CAD) models, point-cloud data can ...
Highlights
- Point cloud-based direct structural analysis of geometrically complex domains.
- Automatic mesh generation (i.e., no user intervention) from point cloud models.
- Highly efficient pre-computation technique based on octree ...
Absolute nodal coordinate formulation – Multilevel finite element framework for the nonlinear multi-scale multibody dynamic analysis of composite structures
- A multi-scale beam model is derived using FE2 framework and absolute nodal coordinate formulation.
- It has both the efficiency of absolute nodal coordinate formulation and multi-scale framework.
- Performance of the proposed method is ...
In this paper, a multi-scale modeling approach for the dynamic response of flexible multibody system made of composite material is suggested using the absolute nodal coordinate formulation (ANCF) – multilevel finite element (FE2) method. On many ...
Structural topology optimization considering geometrical and load nonlinearities
- A TO method is proposed considering geometrical and load nonlinearities.
- The external work (objective) contains intermediate information of deformation.
- The linear FEM and traction results are compared with pressure results.
The pressure loads are always perpendicular to the deformed surface. Under the large deformation, the pressure loads will lead to load nonlinearity because of the direction change. This paper proposes a topology optimization method considering ...