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RESEARCH FELLOW - DOE Genesis Forward Modeling Project

Ann Arbor, MI
Full-Time

Job Description

How to Apply

Applications should be sent to [email protected] with the subject line: Postdoctoral Application - DOE Genesis Forward Modeling Project. 

Interested applicants should submit: 

  1. Cover letter describing research interests and relevant experience (or information embedded in email).
  2. Curriculum vitae.
  3. Contact information for three references.

Who We Are

At Michigan Engineering, we develop the talent and technologies that move society forward and serve our state and national interests. Through discovery and innovation, we create the foundational knowledge and practical technologies to solve not only today's most pressing challenges, but also power industries and change lives. Our programs and community are designed to promote personal well-being and achievement - enabling everyone to unlock their potential and contribute with confidence.

Job Summary

The Department of Mechanical Engineering at the University of Michigan invites applications for a postdoctoral research fellow. The position is part of a U.S. Department of Energy Genesis Mission project that brings together the University of Michigan, Los Alamos National Laboratory, and Argonne National Laboratory to accelerate materials discovery by integrating advanced 3D X-ray diffraction experiments, mechanistic modeling, and artificial intelligence. 

A powerful set of high-resolution 3D X-ray diffraction imaging modalities - topotomography, dark-field X-ray microscopy, and Bragg coherent diffraction imaging - has emerged over the past decade that can resolve 3D defect architectures and strain fields with spatial resolutions approaching tens of nanometers. However, current reconstructions are slow, expert-driven, and difficult to scale, preventing real-time experimental decision-making and broader use for materials design. 

To address this challenge, the project will combine molecular dynamics-generated synthetic microstructures, physics-based forward diffraction models, and generative AI approaches such as variational autoencoders and diffusion models. The resulting workflow will train AI models on paired virtual diffraction data and known ground truth, then validate and refine them using experimental datasets from DOE light sources. The postdoctoral fellow will focus on curating the virtual diffraction models and datasets, eventually extending into real experiments and experimental datasets collected at the Advanced Photon Source.

Responsibilities*

The successful candidate will: 

  • Develop physics-based forward models for diffraction-based materials characterization, including topotomography, dark-field X-ray microscopy, and Bragg coherent diffraction imaging. Many of these forward models exist to varying degrees of readiness, but the postdoc will be responsible for curating these models in preparation for the project.  
  • Simulate diffraction patterns from synthetic 3D crystalline microstructures (provided by collaborators at LANL).
  • Integrate forward models with experimental data streams from the Advanced Photon Source and conduct new experiments at these facilities. 
  • Collaborate with AI/ML researchers to incorporate forward models into inverse modeling, uncertainty quantification, autonomous analysis, and surrogate modeling frameworks. 
  • Work closely with experimental collaborators at the University of Michigan, Los Alamos National Laboratory, and the Advanced Photon Source. 
  • Contribute to publications, conference presentations, software development, and project reporting. 
  • Participate in a highly collaborative, multidisciplinary research environment spanning mechanics, materials science, X-ray characterization, scientific computing, and artificial intelligence.

Required Qualifications*

Applicants should have: 

  • A Ph.D. in mechanical engineering, materials science and engineering, applied physics, computational science, or a closely related field. 
  • Strong background in solid mechanics, materials physics, and crystallography. 
  • Experience developing tools using Python, C/C++, MATLAB, etc. 
  • Demonstrated ability to conduct independent research and publish in peer-reviewed journals. 
  • Strong communication skills and interest in collaborative, team-based research. 

Desired Qualifications*

Preferred candidates will have experience in one or more of the following areas: 

  • 3D X-ray diffraction, high-energy diffraction microscopy, Bragg coherent diffraction imaging, dark-field X-ray diffraction, X-ray diffraction, or other diffraction-based characterization methods. 
  • Reconstructing, forward modeling, or inverse modeling of diffraction data. 
  • High-performance computing and scalable scientific software development. 
  • Molecular dynamics, crystal plasticity, finite-element, or other 3D mesoscale materials modeling. 

Modes of Work

Positions that are eligible for hybrid or mobile/remote work mode are at the discretion of the hiring department. Work agreements are reviewed annually at a minimum and are subject to change at any time, and for any reason, throughout the course of employment. Learn more about the work modes.

Additional Information

Position Details: 

  • Location: Ann Arbor, Michigan, U.S. 
  • Department: Mechanical Engineering, University of Michigan   
  • Start date: Flexible; preferred start date of September 1, 2026, or as soon as possible   
  • Appointment length: Initial one-year appointment, renewable based on performance for an additional one to two years
  • Funding: The U.S. Department of Energy Genesis Mission   
  • Supervisor: Prof. Ashley Bucsek, Department of Mechanical Engineering, Department of Materials Science and Engineering 

Background Screening

The University of Michigan conducts background checks on all job candidates upon acceptance of a contingent offer and may use a third-party administrator to conduct background checks.  Background checks are performed in compliance with the Fair Credit Reporting Act.

Application Deadline

Job openings are posted for a minimum of seven calendar days. The review and selection process may begin as early as the eighth day after posting. This opening may be removed from posting boards and filled at any time after the minimum posting period has ended.

U-M EEO Statement

The University of Michigan is an Equal Opportunity Employer. We are committed to providing an environment of mutual respect where equal employment opportunities are available to all applicants, including protected veterans and individuals with disabilities.

PDN-a266f784-efe4-4f4f-b7af-38ba17acfa1b

How to Apply

Applications should be sent to [email protected] with the subject line: Postdoctoral Application - DOE Genesis Forward Modeling Project. 

Interested applicants should submit: 

  1. Cover letter describing research interests and relevant experience (or information embedded in email).
  2. Curriculum vitae.
  3. Contact information for three references.

Who We Are

At Michigan Engineering, we develop the talent and technologies that move society forward and serve our state and national interests. Through discovery and innovation, we create the foundational knowledge and practical technologies to solve not only today's most pressing challenges, but also power industries and change lives. Our programs and community are designed to promote personal well-being and achievement - enabling everyone to unlock their potential and contribute with confidence.

Job Summary

The Department of Mechanical Engineering at the University of Michigan invites applications for a postdoctoral research fellow. The position is part of a U.S. Department of Energy Genesis Mission project that brings together the University of Michigan, Los Alamos National Laboratory, and Argonne National Laboratory to accelerate materials discovery by integrating advanced 3D X-ray diffraction experiments, mechanistic modeling, and artificial intelligence. 

A powerful set of high-resolution 3D X-ray diffraction imaging modalities - topotomography, dark-field X-ray microscopy, and Bragg coherent diffraction imaging - has emerged over the past decade that can resolve 3D defect architectures and strain fields with spatial resolutions approaching tens of nanometers. However, current reconstructions are slow, expert-driven, and difficult to scale, preventing real-time experimental decision-making and broader use for materials design. 

To address this challenge, the project will combine molecular dynamics-generated synthetic microstructures, physics-based forward diffraction models, and generative AI approaches such as variational autoencoders and diffusion models. The resulting workflow will train AI models on paired virtual diffraction data and known ground truth, then validate and refine them using experimental datasets from DOE light sources. The postdoctoral fellow will focus on curating the virtual diffraction models and datasets, eventually extending into real experiments and experimental datasets collected at the Advanced Photon Source.

Responsibilities*

The successful candidate will: 

  • Develop physics-based forward models for diffraction-based materials characterization, including topotomography, dark-field X-ray microscopy, and Bragg coherent diffraction imaging. Many of these forward models exist to varying degrees of readiness, but the postdoc will be responsible for curating these models in preparation for the project.  
  • Simulate diffraction patterns from synthetic 3D crystalline microstructures (provided by collaborators at LANL).
  • Integrate forward models with experimental data streams from the Advanced Photon Source and conduct new experiments at these facilities. 
  • Collaborate with AI/ML researchers to incorporate forward models into inverse modeling, uncertainty quantification, autonomous analysis, and surrogate modeling frameworks. 
  • Work closely with experimental collaborators at the University of Michigan, Los Alamos National Laboratory, and the Advanced Photon Source. 
  • Contribute to publications, conference presentations, software development, and project reporting. 
  • Participate in a highly collaborative, multidisciplinary research environment spanning mechanics, materials science, X-ray characterization, scientific computing, and artificial intelligence.

Required Qualifications*

Applicants should have: 

  • A Ph.D. in mechanical engineering, materials science and engineering, applied physics, computational science, or a closely related field. 
  • Strong background in solid mechanics, materials physics, and crystallography. 
  • Experience developing tools using Python, C/C++, MATLAB, etc. 
  • Demonstrated ability to conduct independent research and publish in peer-reviewed journals. 
  • Strong communication skills and interest in collaborative, team-based research. 

Desired Qualifications*

Preferred candidates will have experience in one or more of the following areas: 

  • 3D X-ray diffraction, high-energy diffraction microscopy, Bragg coherent diffraction imaging, dark-field X-ray diffraction, X-ray diffraction, or other diffraction-based characterization methods. 
  • Reconstructing, forward modeling, or inverse modeling of diffraction data. 
  • High-performance computing and scalable scientific software development. 
  • Molecular dynamics, crystal plasticity, finite-element, or other 3D mesoscale materials modeling. 

Modes of Work

Positions that are eligible for hybrid or mobile/remote work mode are at the discretion of the hiring department. Work agreements are reviewed annually at a minimum and are subject to change at any time, and for any reason, throughout the course of employment. Learn more about the work modes.

Additional Information

Position Details: 

  • Location: Ann Arbor, Michigan, U.S. 
  • Department: Mechanical Engineering, University of Michigan   
  • Start date: Flexible; preferred start date of September 1, 2026, or as soon as possible   
  • Appointment length: Initial one-year appointment, renewable based on performance for an additional one to two years
  • Funding: The U.S. Department of Energy Genesis Mission   
  • Supervisor: Prof. Ashley Bucsek, Department of Mechanical Engineering, Department of Materials Science and Engineering 

Background Screening

The University of Michigan conducts background checks on all job candidates upon acceptance of a contingent offer and may use a third-party administrator to conduct background checks.  Background checks are performed in compliance with the Fair Credit Reporting Act.

Application Deadline

Job openings are posted for a minimum of seven calendar days. The review and selection process may begin as early as the eighth day after posting. This opening may be removed from posting boards and filled at any time after the minimum posting period has ended.

U-M EEO Statement

The University of Michigan is an Equal Opportunity Employer. We are committed to providing an environment of mutual respect where equal employment opportunities are available to all applicants, including protected veterans and individuals with disabilities.

PDN-a266f784-efe4-4f4f-b7af-38ba17acfa1b

About University of Michigan

Why Work at Michigan?

Being part of something greater, of serving a larger mission of discovery and care — that's the heart of what drives people to work at Michigan. In some way, great or small, every person here helps to advance this world-class institution. It's adding a purpose to your profession. Work at Michigan and become a victor for the greater good.

 

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Our Values

  • Values guide our choices and actions. From how we hire and promote, make decisions, educate, conduct research, provide care, and treat one another. We strive to ensure the following values reflect who we are and what we stand for.
  • Integrity - We act with honesty and take responsibility for our actions.
  • Respect - We act in a way that acknowledges the humanity and contributions of each individual.
  • Inclusion- We create an environment where all can participate, are invited to contribute, and have a sense of belonging.
  • Equity - We create conditions that provide everyone an opportunity to thrive.
  • Diversity - We welcome, acknowledge and appreciate our similarities and differences.
  • Innovation - We promote creativity and curiosity to tackle challenges and inspire new ideas.

 

More about Working at U-M

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  • Our commitment to employee engagement

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University of Michigan
RESEARCH FELLOW - DOE Genesis Forward Modeling Project
University of Michigan
Ann Arbor, MI
Aug 2, 2026
Full-time
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