Topology optimization via machine learning and deep learning: A review
S Shin, D Shin, N Kang - Journal of Computational Design and …, 2023 - academic.oup.com
Topology optimization (TO) is a method of deriving an optimal design that satisfies a given
load and boundary conditions within a design domain. This method enables effective design …
load and boundary conditions within a design domain. This method enables effective design …
Topology optimization approach for functionally graded metamaterial components based on homogenization of mechanical variables
I Ben-Yelun, L Saucedo-Mora, MÁ Sanz… - Computers & …, 2023 - Elsevier
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 …
design of components, optimizing not only the topology of the component, but also the …
Converting pixel‐type topology optimization results to MMC‐representation based on sparse optimization and its applications
R Ling, G Xu, X Zhang, J Xu… - International Journal for …, 2024 - Wiley Online Library
How to realize the switching between various topology optimization approaches such as
SIMP and moving morphable component (MMC) method, is a crucial challenge in the field of …
SIMP and moving morphable component (MMC) method, is a crucial challenge in the field of …
Large language model agent as a mechanical designer
Y Jadhav, AB Farimani - arXiv preprint arXiv:2404.17525, 2024 - arxiv.org
Conventional mechanical design paradigms rely on experts systematically refining concepts
through experience-guided modification and FEA to meet specific requirements. However …
through experience-guided modification and FEA to meet specific requirements. However …
A partitioned combined computational method for multi‐scale dynamic systems
A partitioned/combined computational method based on Newmark scheme is proposed to
analyze dynamic systems with different temporal scales and element scales. To effectively …
analyze dynamic systems with different temporal scales and element scales. To effectively …
Reduced order topology optimisation of a planar honeycomb defined by a linear elastic Ti6al4V (ELI) material model
Combined numerical modelling and topology optimisation methods are useful in the design
and analysis of engineering structures. The two tools are used to predict and optimise the …
and analysis of engineering structures. The two tools are used to predict and optimise the …
[HTML][HTML] Load introduction specimen design for the mechanical characterisation of lattice structures under tensile loading
J Jung, G Meyer, M Greiner, C Mittelstedt - Journal of Manufacturing and …, 2023 - mdpi.com
In recent years, it has been demonstrated that the lightweight potential of load-carrying
structural components could be further enhanced using additive manufacturing technology …
structural components could be further enhanced using additive manufacturing technology …
Surrogate-assisted optimization under uncertainty for design for remanufacturing considering material price volatility
M Tabassum, K De Brabanter, GE Kremer - Sustainable Materials and …, 2024 - Elsevier
Remanufacturing is a well-established end-of-life (EOL) strategy that promises significant
savings in energy and carbon emissions. However, the current design practices are not …
savings in energy and carbon emissions. However, the current design practices are not …
[HTML][HTML] 3D decomposition optimization of topology-optimized structures considering a build volume constraint for additive manufacturing
The integration of topology optimization and additive manufacturing (AM) offers a
transformative approach to designing and fabricating complex structures across various …
transformative approach to designing and fabricating complex structures across various …
SIMP Phase-field topology optimization framework to maximize fracture resistance in FGMs
In this study, we explore the use of SIMP topology optimization and the phase field approach
to fracture to maximize fracture resistance in functionally graded materials (FGMs) in the …
to fracture to maximize fracture resistance in functionally graded materials (FGMs) in the …