Blog posts
Problem-independent machine learning (PIML)-based topology optimization—A universal approach
Solving topology optimization problem is very computationally demanding especially when high resolution results are sought for. In the present work, a problem-independent machine learning (PIML) technique is proposed to reduce the computational time associated with finite element analysis (FEA) which constitutes the main bottleneck of the solution process.
Defect-based Physics-Informed Machine Learning Framework for Fatigue Prediction
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
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.
Assistant/Associate Professor in Fluid Flow and Simulations
SDU Mechatronics and the Centre of Industrial Mechanics, part of the Department of Mechanical and Electrical Engineering and the Faculty of Engineering at the University of Southern Denmark which is located in beautiful Sønderborg campus, invites applications a position as assistant/associate professor in mechanical engineering with experience in the following fields: Computational Fluid Dynamics, Two-phase flow, Heat transfer, and Numerical simulations.
Assistant/Associate Professor in Solid Mechanics
SDU Mechatronics and the Centre of Industrial Mechanics, part of the Department of Mechanical and Electrical Engineering and the Faculty of Engineering at the University of Southern Denmark whihc is located in beautiful Sønderborg campus, invites applications a position as assistant/associate professor in mechanical engineering with experience in the following fields: Composite materials, Failure of materials, Finite element methods, and Plasticity.
Starting date is negotiable, preferably before Feb. 2023.
Lecturer positions in the School of Aeronautics at Purdue
Colleagues: this is an exciting opportunity for an individual interested in kickstarting their academic career.
https://careers.purdue.edu/job/West-Lafayette-Lecturer-Continuing-IN-47906/862136200/
Delayed tensile instabilities of hydrogels
Jie Ma, Daochen Yin, Zhi Sheng, Jian Cheng, Zheng Jia*, Teng Li, Shaoxing Qu, Delayed Tensile Instabilities of Hydrogels, Journal of the Mechanics and Physics of Solids, 168, 105052 (2022)
Hector Research Career Development Award For W1 Assistant Professors (with or without Tenure Track) & Junior Research Group Leaders
Do you hold a W1 assistant professorship (with or without Tenure Track) or are you an ambitious leader of a junior research group (e.g., Emmy Noether, ERC Starting Grant, or similar)? Are you working in the natural or engineering sciences, medicine or psychology? Are you aiming for obtaining a full professorship or habilitation?
PhD Positions at Drexel University
Hi all,
I'm starting up my new research group at Drexel University, located in downtown Philly, and am hiring for two PhD students to start Sep 2023. My research group will be focused on batteries, with opportunities to explore electrochemical manufacturing of chemical products. Here is the site for more information: https://research.coe.drexel.edu/mem/changlab/hiring