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JAX-FEM: A differentiable GPU-accelerated 3D finite element solver for automatic inverse design and mechanistic data science [PDF]
This paper introduces JAX-FEM, an open-source differentiable finite element method (FEM) library. Constructed on top of Google JAX, a rising machine learning library focusing on high-performance numerical computing, JAX-FEM is implemented with pure ...
T. Xue +6 more
semanticscholar +1 more source
Hybrid FEM-NN models: Combining artificial neural networks with the finite element method [PDF]
We present a methodology combining neural networks with physical principle constraints in the form of partial differential equations (PDEs). The approach allows to train neural networks while respecting the PDEs as a strong constraint in the optimisation
Sebastian K. Mitusch +2 more
semanticscholar +1 more source
Hybrid FEM and peridynamic simulation of hydraulic fracture propagation in saturated porous media [PDF]
This paper presents a hybrid modeling approach for simulating hydraulic fracture propagation in saturated porous media: ordinary state-based peridynamics is used to describe the behavior of the solid phase, including the deformation and crack propagation,
T. Ni +5 more
semanticscholar +1 more source
Menurut Undang-Undang Nomor 43 Tahun 2009 tentang Kearsipan, penyusutan arsip adalah kegiatan pengurangan jumlah arsip dengan cara memindahkan arsip inaktif dari unit pengolah ke unit kearsipan, memusnahkan arsip yang tidak memiliki nilai guna, dan ...
Farhah Faridah +2 more
doaj +1 more source
IntroductionIn this study, we supplemented models of Caciotta-like cheese with blackcurrant (Ribes nigrum) and Cornelian cherry (Cornus mas), as they have a high content of polyphenols, known as phytochemicals associated with health benefits.
Jonas Andersen +7 more
doaj +1 more source
Bacterial Complexity of Traditional Mountain Butter Is Affected by the Malga-Farm of Production
Bacteria can play different roles affecting flavors and food characteristics. Few studies have described the bacterial microbiota of butter. In the present paper, next-generation sequencing was used to determine bacterial diversity, together with ...
Silvia Schiavon +6 more
doaj +1 more source
FEM modelling of the evolution of corrosion cracks in reinforced concrete structures
: Corrosion cracks are caused bythe increased volume of corrosion products during the corrosion of the reinforcement. After corrosion initiation the rust products from the corroded reinforcement will initially fill the porous zone near the reinforcement ...
P. Thoft-Christensen
semanticscholar +1 more source
Large scale genome reconstructions illuminate Wolbachia evolution
By greatly expanding the number of assembled genomes for Wolbachia (a group of intracellular bacteria) and constructing robust phylogenies, this study finds strong rate heterogeneity among Wolbachiapopulations and no support for synchronous divergence ...
Matthias Scholz +5 more
doaj +1 more source
scikit-fem: A Python package for finite element assembly
Powered by TCPDF (www.tcpdf.org) This material is protected by copyright and other intellectual property rights, and duplication or sale of all or part of any of the repository collections is not permitted, except that material may be duplicated by you ...
T. Gustafsson, G. McBain
semanticscholar +1 more source
The establishment of the Goods/Services Procurement Unit (UKPBJ) is part of the program to increase the Procurement of Goods/Services as an indicator of an efficient and corruption-free Government procurement system.
M Lucky Akbar +3 more
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