Postdoctoral Researcher in AI-driven Surrogate Modeling for Manufacturing Process Optimization
vor 1 Tag
Are you passionate about applying artificial intelligence to revolutionize traditional manufacturing processes? We are looking for a talented and motivated postdoctoral researcher to join our multidisciplinary team, working at the intersection of AI and mechanical engineering. In this exciting role, you will contribute to the development of innovative AI-based surrogate models that significantly accelerate forging process simulations, optimize manufacturing parameters, and reduce dependency on computationally expensive simulations.
This position offers the opportunity to work with leading experts, access state-of-the-art computational resources, and contribute to high-impact research that bridges academia and industry. If you have a strong background in AI, machine learning, and a keen interest in real-world applications, we encourage you to apply and be part of this exciting journey.
Project backgroundManufacturing process optimization is a critical challenge in the modern industrial landscape, particularly in high-precision industries such as aerospace, automotive, and energy. Current methodologies in processes like forging rely heavily on computationally expensive simulations based on Smoothed Particle Hydrodynamics (SPH) or Finite Element Method (FEM), which require significant computational resources and expert knowledge. These traditional methods lead to prolonged development cycles and increased costs. The demand for rapid and accurate process optimization solutions is increasing, driven by the need to reduce time-to-market and production costs while maintaining high-quality standards.
This project aims to develop a novel AI-driven solution to revolutionize forging process optimization by leveraging surrogate modeling techniques. The objective is to create an AI-based tool that can:
- Accurately simulate forging processes in milliseconds instead of hours
- Predict optimal process parameters with high accuracy
- Reduce dependency on expensive simulations based on SPH or FEM
- Enable real-time decision-making in production environments
- Design and implement data augmentation techniques to enhance model performance
- Implement efficient parametrization methods for geometries and workpiece properties such as temperature or strain
- Develop and optimize AI-based surrogate models for manufacturing processes
- Develop a user-friendly graphical interface (GUI) for interaction with the AI model, including real-time analytics and visualization
- Prepare manuscripts, reports, and presentations to disseminate findings
- Maintain thorough documentation of model development and project progress
Required
- PhD in Computer Science with a focus on AI
- Proficiency in Python programming
- Strong expertise in machine learning and deep learning frameworks (especially PyTorch)
- Demonstrated ability to work independently and as part of a multidisciplinary team
- Excellent written and verbal communication skills (Proficiency in English; German is a plus)
Preferred
- Basic familiarity with FEM and SPH
- Knowledge of manufacturing processes, especially forging
- Experience with computer graphics concepts such as implicit modeling, mesh processing, or CAD-related tasks
- Familiarity with reinforcement learning
The open position is in the Advanced Manufacturing Laboratory (Prof. Dr. Markus Bambach) within the Department of Mechanical and Process Engineering (D-MAVT) at ETH Zurich in Zurich, Switzerland.
We offer a 2-year project-based contract starting in Spring/Summer 2025 that includes:
- Opportunities to engage with different communities bridging machine learning and mechanical engineering leading to high impact publications
- You will be part of a highly motivated, multidisciplinary and collaborative team
- We will support your scientific career and application for postdoctoral fellowships on your path towards scientific leadership
- Access to state-of-the-art computational resources and collaborative research networks
- Opportunities for professional development and career advancement
In line with our values, ETH Zurich encourages an inclusive culture. We promote equality of opportunity, value diversity and nurture a working and learning environment in which the rights and dignity of all our staff and students are respected. Visit our Equal Opportunities and Diversity website to find out how we ensure a fair and open environment that allows everyone to grow and flourish.
About ETH ZürichETH Zurich is one of the world’s leading universities specializing in science and technology. We are renowned for our excellent education, cutting-edge fundamental research and direct transfer of new knowledge into society. Over 30,000 people from more than 120 countries find our university to be a place that promotes independent thinking and an environment that inspires excellence. Located in the heart of Europe, yet forging connections all over the world, we work together to develop solutions for the global challenges of today and tomorrow.
#J-18808-Ljbffr-
Zürich, Schweiz Eidgenössische Technische Hochschule Zürich VollzeitPostdoctoral Researcher in AI-driven Surrogate Modeling for Manufacturing Process OptimizationAre you passionate about applying artificial intelligence to revolutionize traditional manufacturing processes? We are looking for a talented and motivated postdoctoral researcher to join our multidisciplinary team, working at the intersection of AI and mechanical...
-
Zürich, Schweiz TN Switzerland VollzeitSocial network you want to login/join with:Client:ETHLocation:Job Category:ManufacturingJob Reference:91414af1125cJob Views:10Posted:21.01.2025Expiry Date:07.03.2025Job Description:We are looking for motivated postdoctoral researchers to contribute to this effort. The envisioned research will address:Lifelong learning and adaptation using digital twins for...
-
Zürich, Schweiz ETH VollzeitJob description We are looking for motivated postdoctoral researchers to contribute to this effort. The envisioned research will address: Lifelong learning and adaptation using digital twins for continuous process optimization in industrial processes, using methods such as reinforcement learning, continual learning, Bayesian optimization and...
-
Zürich, Schweiz Karlstad University VollzeitPostdoctoral Researcher in Tectono-Geomorphic Processes and Mountain BiodiversityETH Zürich is well known for its excellent education, ground-breaking fundamental research and for implementing its results directly into practice.The Laboratory of Ecosystems and Landscape Evolution at ETH Zurich is looking for candidates to fill a post-doctoral position as...
-
Postdoctoral Researcher in Industrial Robotics
Vor 5 Tagen
Zürich, Schweiz Eidgenössische Technische Hochschule Zürich VollzeitPostdoctoral Researcher in Industrial RoboticsThe Industrial Robotics Group at ETH Zürich is rapidly growing and focuses on pressing challenges in robot-based manufacturing. Utilizing advanced computational methods, machine learning, modeling, and custom hardware, we test our solutions in various real-world projects with industry.Project BackgroundWe foster...
-
Zürich, Schweiz Karlstad University VollzeitPostdoctoral Researcher in Electrification and Sector CouplingETH Zürich is well known for its excellent education, ground-breaking fundamental research and for implementing its results directly into practice.The Group for Sustainability and Technology (SusTec) within the Department of Management, Technology, and Economics of ETH Zürich investigates the...
-
Postdoctoral Researcher
Vor 5 Tagen
Zürich, Schweiz ETH get hired VollzeitETH Zurich is one of the world’s leading universities specialising in science and technology. It is renowned for its excellent education, its cutting-edge fundamental research and its efforts to put new knowledge and innovations directly into practice.Postdoctoral ResearcherThe Medical Data Science Research Group, led by Professor Julia Vogt at ETH Zurich,...
-
Zürich, Schweiz Eidgenössische Technische Hochschule Zürich VollzeitPostdoctoral Researcher in Tectono-Geomorphic Processes and Mountain BiodiversityThe Laboratory of Ecosystems and Landscape Evolution at the ETH Zurich is looking for candidates to fill a post-doctoral position as part of the fully funded SNFS Consolidator project “Burgeon” aiming at understanding the connection between tectono-geomorphic processes and...
-
Zürich, Schweiz Eidgenössische Technische Hochschule Zürich VollzeitPostdoctoral Researcher in Electrification and Sector Coupling The Group for Sustainability and Technology (SusTec) within the Department of Management, Technology, and Economics of ETH Zürich investigates the role of policy, technological innovation, and institutional and organizational strategies on the path to a decarbonized energy system and a circular...
-
Zürich, Schweiz Startupticker VollzeitJoin Exeon as AI Research and Optimization Intern!Exeon is looking for two AI Research and Optimization Interns to join the team. See the details and apply here, we look forward to meeting you!Apply HereProject DescriptionExeon specializes in the automatic security monitoring of IT networks. Based on award-winning research at ETH Zurich, our next-generation...
-
Zürich, Schweiz ETH get hired VollzeitPostdoctoral Researcher in Electrification and Sector Coupling100 %BrancheRegionPosition OverviewThe Group for Sustainability and Technology (SusTec) within the Department of Management, Technology, and Economics of ETH Zürich investigates the role of policy, technological innovation, and institutional and organizational strategies on the path to a...
-
Zürich, Schweiz NZZone VollzeitThe Group for Sustainability and Technology (SusTec) within the Department of Management, Technology, and Economics of ETH Zürich investigates the role of policy, technological innovation, and institutional and organizational strategies on the path to a decarbonized energy system and a circular economy. To strengthen our team, we are looking for a...
-
Postdoctoral Researcher
vor 1 Woche
Zürich, Schweiz Unist VollzeitOrganisation/Company: ETH ZürichResearch Field: Engineering » Control engineering, Engineering » Mechanical engineering, Engineering » Systems engineeringResearcher Profile: Recognised Researcher (R2)Country: SwitzerlandApplication Deadline: 3 Apr 2025 - 21:59 (UTC)Type of Contract: TemporaryJob Status: Part-timeHours Per Week: 41Is the job funded...
-
Zürich, Schweiz ETH VollzeitJob description We are looking for motivated doctoral students to contribute to this effort. The envisioned research will address: Online learning-based control and control-oriented machine learning with application to advanced manufacturing systems, using methods such as Reinforcement Learning, Online Convex Optimization, and Iterative Learning...
-
Zürich, Schweiz ETH VollzeitJob description In the framework of the NCCR Automation, we are seeking a driven postdoctoral candidate to explore the intricacies of traffic control management in contemporary urban environments. The emergence of new transportation modes like car sharing and electric vehicles, alongside the increasingly interconnected transportation network motivate...
-
Zürich, Schweiz ETH get hired VollzeitPostdoctoral position – High Resolution Air Quality Numerical ModelingApplications are invited for a postdoctoral position in the Air Quality and Particle Technology group (Prof. Dr. J. Wang). The successful candidate will be hosted by the Institute of Environmental Engineering, ETH Zürich.Project backgroundThe air quality models play significant roles in...
-
Postdoctoral Researcher
Vor 5 Tagen
Zürich, Schweiz Euraxess VollzeitOrganisation/Company: ETH ZürichResearch Field: Engineering » Control engineering, Engineering » Mechanical engineering, Engineering » Systems engineeringResearcher Profile: Recognised Researcher (R2)Country: SwitzerlandApplication Deadline: 3 Apr 2025 - 21:59 (UTC)Type of Contract: TemporaryJob Status: Full-timeHours Per Week: 41Is the job funded...
-
Postdoctoral Researcher
Vor 5 Tagen
Zürich, Schweiz EURAXESS Czech Republic VollzeitOrganisation/Company: ETH ZürichResearch Field: Engineering » Control engineering, Engineering » Mechanical engineering, Engineering » Systems engineeringResearcher Profile: Recognised Researcher (R2)Country: SwitzerlandApplication Deadline: 3 Apr 2025 - 21:59 (UTC)Type of Contract: TemporaryJob Status: Part-timeHours Per Week: 41Is the job funded...
-
Zürich, Schweiz TN Switzerland VollzeitClient: ETHLocation:Job Category:OtherJob Reference:4a5156d8d83aJob Views:10Posted:21.01.2025Expiry Date:07.03.2025Job Description:In the framework of the NCCR Automation, we are seeking a driven postdoctoral candidate to explore the intricacies of traffic control management in contemporary urban environments. The emergence of new transportation modes like...
-
Zürich, Schweiz Karlstad University VollzeitPostdoctoral researcher position on Resilient Energy Infrastructures for the Swiss Energy Transition ETH Zürich is well known for its excellent education, ground-breaking fundamental research and for implementing its results directly into practice. Overview The Research Center for Energy Networks (Forschungsstelle Energienetze – FEN) of the Swiss Federal...
