NTU
Wallenberg-NTUPostdoctoralFellow
Neural analysis suggests this role is
optimal for Mid+ candidates.
“Wallenberg- NTU Postdoctoral Fellow at NTU. Skills: AI-based surrogate models, Topology optimization, Machine learning models, Active learning. Develop AI-based surrogate models. Implement AI-based surrogate models”
What You'll Achieve.
Prepare technical reports; Prepare research publications; Prepare documentation
Industry & Context.
Topology optimization; Reliability-based optimization; Computational models
What They're Looking For.
Must Have
PhD in Mechanical Engineering, PhD in Civil Engineering, PhD in Computational Engineering, PhD in related field, Reliability engineering background, Uncertainty quantification background, Optimization methods background, Experience with surrogate modeling, Experience with machine learning, Experience with AI in engineering, Proficiency in Python, Proficiency in MATLAB, Proficiency in C++, Experience with finite element analysis, Familiarity with active learning, Familiarity with explainable AI, Mathematical skills in probability, Mathematical skills in statistics, Ability to design computational models, Ability to validate computational models, Excellent academic writing skills, Excellent communication skills, Ability to work independently, Ability to work collaboratively
Nice to Have
Graduated from Swedish university
What You'll Do.
Develop AI-based surrogate models
Implement AI-based surrogate models
Develop geometry-generalizing models
Implement active learning strategies
Perform finite element simulations
Validate developed methods
Prepare technical reports
Prepare research publications
Prepare documentation
Present research findings
Collaborate with students
Assist supervision of students
How You'll Work.
Team & Collaboration
Interdisciplinary research environments
Communication Scope
Technical reports; Research publications; Documentation; Present findings
Full Job Description
The Wallenberg-NTU Postdoctoral Fellowship is to bring outstanding young researchers, who have graduated from a Swedish university, to NTU for two years of postdoctoral research and studies. The Postdoctoral Fellows are given the opportunity to participate in a broad range of interdisciplinary activities and programs that characterize NTU’s approach to research and education. **Key Responsibilities:** The fellow in this research project is required to: * Develop and implement decoupled AI-based surrogate models for reliability-based topology optimization * Develop geometry-generalizing machine learning models * Implement explainability-driven active learning strategies for RBTO problems * Perform finite element simulations to be used within AI-based surrogate frameworks * Validate developed methods using benchmark engineering case study problems * Prepare technical reports, research publications, and documentation of developed methods * Present research findings at internal meetings, conferences, and workshops * Collaborate and assist with the supervision of undergraduate and postgraduate students on projects **Job Requirements:** * A PhD in Mechanical Engineering, Civil Engineering, Computational Engineering, or a related field * Strong background in reliability engineering, uncertainty quantification, and optimization methods * Experience with surrogate modeling, machine learning, or AI in engineering applications * Proficiency in programming (Python, MATLAB, or C++) * Experience with numerical simulation methods (e.g., finite element analysis) * Familiarity with active learning and explainable AI techniques * Strong mathematical skills in probability and statistics * Ability to design and validate computational models for complex engineering systems * Excellent academic writing and communication skills * Ability to work independently and collaboratively in interdisciplinary research environments We regret that only shortlisted candidates will be notified. Hiring
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