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Defect-based Physics-Informed Machine Learning Framework for Fatigue Prediction

Submitted by enrico.salvati1 on

I would like to draw your attention to our recently proposed predictive method based on a semi-empirical model (LEFM) and Neural Network, exploiting the Physics-informed Machine Learning concept. We show how the accuracy of state-of-the-art fatigue predictive models, based on defects present in materials, can be significantly boosted by accounting for additional morphological features via Physics-Informed Machine Learning.

Post-doctoral position

Submitted by smuftu on

A post-doctoral position in the general area of material science and mechanics related to wire arc additive manufacturing (WAAM) is available in the Mechanical Engineering Department at Northeastern University, Boston, MA. The aim of the work is to investigate the thermomechanical causes of residual stresses and to assess the general build quality by experimental and modeling approaches.  FLIR and other non-contact measurement techniques will be used for in-situ process monitoring. XRD will be used to assess residual stresses.

Gilbreth Postdoc Fellow - Bone Deformation and Fracture

Submitted by siegmund on

The College of Engineering at Purdue University is accepting applications for the next Gilbreth Postdoc Fellowship cohort. Information about this program is at:

https://engineering.purdue.edu/Engr/Research/GilbrethFellowships#topics

Specifically, I am inviting candidates interested in research on deformation and fracture of bone to apply:

Tenure Track Faculty Position - Biomechanics

Submitted by siegmund on

The School of Mechanical Engineering is seeking applications for a tenure track faculty position in the area of biomechanics.

The position description is available at:
https://careers.purdue.edu/job/West-Lafayette-Assistant-or-Associate-Professor-of-Mechanical-Engineering-Biomechanics-IN-47906/932366300/

PhD Position at New Jersey Institute of Technology

Submitted by sfarokhirad on

The Computational Soft Matter Lab (https://farokhirad.com) at the New Jersey Institute of Technology (NJIT) has an opening for a fully-funded PhD position in Mechanical Engineering, starting in Spring or Fall 2023.

The successful candidate will conduct research in the areas of multiphase flows and interfacial transport phenomena involving droplet/particle interactions.

Article: An Atomistic-based Finite Deformation Continuum Membrane Model for Monolayer Transition Metal Dichalcogenides

Submitted by susanta on

Highlights

• A finite-deformation crystal-elastic membrane model for TMD monolayers is presented.

• Strains of the middle surface and two normal-stretches describe the deformation.

• The continuum hyperelastic strain energy is obtained from an interatomic potential.

• The present model matches well with the purely atomistic simulations.

Abstract

Postdoc in network-inspired models of heterogeneous materials

Submitted by info@signatur.dk on

Are you interested in becoming a pioneer of novel network-inspired models to predict the properties of heterogeneous materials? Then the Department of Mechanical and Production Engineering, Aarhus University, invites you to apply for a 2.5-year postdoc position.

Expected start date and duration of employment
This is a 2.5-year position starting on 01.12.2022 or as soon possible.

Job description