An efficient multiscale surrogate modelling framework for composite materials considering progressive damage based on artificial neural networks

Yan, Shibo; Zou, Xi; Ilkhani, Mohammad; Jones, Arthur

doi:10.1016/j.compositesb.2020.108014

All Outputs (6)

The Friction of Radially Loaded Hybrid Spindle Bearings under High Speeds (2023)
Journal Article

Friction losses are an important parameter for evaluating the operational behaviour of high-speed rolling bearings. Specifically, in machine tool applications, the bearings are subjected to high radial loads and high speeds, which lead to increased f... Read More about The Friction of Radially Loaded Hybrid Spindle Bearings under High Speeds.

Design of an aircraft generator with radial force control. (2023)
Journal Article

With the increasing electrical energy demands in aviation propulsion systems, the increase in the onboard generators’ power density is inevitable. During the flight, forces coming from the gearbox or gyroscopic forces generated by flight manoeuvres l... Read More about Design of an aircraft generator with radial force control..

Surface Permanent Magnet Synchronous Machines: High Speed Design and Limits (2022)
Journal Article

Surface permanent magnet synchronous machines are one of the most widely adopted machine topologies in high-speed applications where efficiency and power factor cannot be compromised. Although the design of such machine type has been extensively inve... Read More about Surface Permanent Magnet Synchronous Machines: High Speed Design and Limits.

Practical Implementation and Associated Challenges of Integrated Torque Limiter (2022)
Journal Article

Evolving of aircraft design towards further electrification requires safe and fault-free operation of all the components. More electric aircraft are increasingly utilizing electro-mechanical actuators (EMA). EMAs are prone to jamming and subsequent f... Read More about Practical Implementation and Associated Challenges of Integrated Torque Limiter.

An Abaqus plugin for efficient damage initiation hotspot identification in large-scale composite structures with repeated features (2021)
Journal Article

© 2021 Elsevier Ltd Identifying the hotspots for damage initiation in large-scale composite structure designs presents a significant challenge due to the high modelling cost. For most industrial applications, the finite element (FE) models are often... Read More about An Abaqus plugin for efficient damage initiation hotspot identification in large-scale composite structures with repeated features.

An efficient multiscale surrogate modelling framework for composite materials considering progressive damage based on artificial neural networks (2020)
Journal Article

© 2020 Elsevier Ltd Modelling of the progressive damage behaviour of large-scale composite structures presents a significant challenge in terms of computational cost. This is due to the detailed description in finite element (FE) models for the mater... Read More about An efficient multiscale surrogate modelling framework for composite materials considering progressive damage based on artificial neural networks.