Postdoctoral Appointee - AI/ML- driven control system for synchrotron beamlines
- Argonne National Laboratory
- Location: Argonne, IL
- Job Number: 7118198 (Ref #: 414559)
- Posting Date: Dec 14, 2022
- Application Deadline: Open Until Filled
The Advanced Photon Source upgrade with the Multi-Bend Achromat (MBA) lattice will increase the coherence and brightness of the emitted radiation by two orders of magnitude. This will equip researchers for groundbreaking discoveries and transformational innovations that create new products and industries and generate jobs. To take full advantage of the APS upgrade, a significant effort is being invested in the research and development of coherence and wavefront-preserving optics, including windows, crystal optics, and mirrors. Under the guidance of a supervisor, the Postdoctoral Appointee will further develop automatic control systems based on Artificial Intelligence and Machine Learning (AI/ML) and advanced wavefront sensing to drive the optical devices toward optimal performance in terms of beam coherence and wavefront shape. The Postdoctoral Appointee will explore different AI/ML techniques and algorithms and test them on real optical systems with synchrotron x-rays. The system will then be used to commission the new feature beamlines post-APS upgrade.
Necessary skills include:
- Strong background in AI/ML model development and black-box/derivative-free optimization problems.
- Advanced knowledge of Python 3 programming language.
- Ability to work independently as well as part of a team.
- Skills in understanding abstract concepts and synthesizing results.
- Good oral and written skills.
Preferred experience in:
- Experience in Object Oriented computer programming
- Knowledge of X-ray physics, the concept of beam coherence, and X-ray optics.
- Knowledge of X-ray coherence-based experimental techniques.
- Knowledge of Interferometric methods, including grating interferometry and/or other techniques.
- Experience in conducting experiments at X-ray synchrotron radiation beamlines.
Education Requirement: Must have received a PhD within the last three years to qualify
Job FamilyPostdoctoral Family
Job ProfilePostdoctoral Appointee
Worker TypeLong-Term (Fixed Term)
Time TypeFull time
As an equal employment opportunity and affirmative action employer, and in accordance with our core values of impact, safety, respect, integrity and teamwork, Argonne National Laboratory is committed to a diverse and inclusive workplace that fosters collaborative scientific discovery and innovation. In support of this commitment, Argonne encourages minorities, women, veterans and individuals with disabilities to apply for employment. Argonne considers all qualified applicants for employment without regard to age, ancestry, citizenship status, color, disability, gender, gender identity, gender expression, genetic information, marital status, national origin, pregnancy, race, religion, sexual orientation, veteran status or any other characteristic protected by law.
Argonne employees, and certain guest researchers and contractors, are subject to particular restrictions related to participation in Foreign Government Sponsored or Affiliated Activities, as defined and detailed in United States Department of Energy Order 486.1A. You will be asked to disclose any such participation in the application phase for review by Argonne's Legal Department.
All Argonne offers of employment are contingent upon a background check that includes an assessment of criminal conviction history conducted on an individualized and case-by-case basis. Please be advised that Argonne positions require upon hire (or may require in the future) for the individual be to obtain a government access authorization that involves additional background check requirements. Failure to obtain or maintain such government access authorization could result in the withdrawal of a job offer or future termination of employment.
Please note that all Argonne employees are required to be vaccinated against COVID-19. All successful applicants will be required to provide their COVID-19 vaccination verification as a condition of employment, subject to limited legally recognized exemptions to COVID-19 vaccination.
Argonne is an equal opportunity employer, and we value diversity in our workforce. As an equal employment opportunity and affirmative action employer, Argonne National Laboratory is committed to a diverse and inclusive workplace that fosters collaborative scientific discovery and innovation. In support of this commitment, Argonne prohibits discrimination or harassment based on an individual's age, ancestry, citizenship status, color, disability, gender, gender identity, genetic information, marital status, national origin, pregnancy, race, religion, sexual orientation, veteran status or any other characteristic protected by law.