You will work in the ATAP Division together with the Advanced Light Source (ALS) at Lawrence Berkeley National Laboratory (Berkeley Lab) for the area of machine learning for accelerators. You will apply and develop machine learning (ML) schemes to enhance accelerator control as well as ML methods that support and enhance codes used for the design of future accelerators.
What You Will Do:
Apply and develop ML schemes to enhance accelerator control and apply to the operating accelerator.
Investigate ML methods that can support and/or enhance optimization codes used in the design of future accelerators.
Work closely with ATAP and ALS scientists to develop new optimization techniques.
Draft manuscripts for publication in peer-reviewed scientific journals.
Participate actively in weekly meetings and seminars.
Work independently as well as collaborate with other members of ATAP, ALS, and SLAC.
Maintain an accurate and detailed scientific logbook of all software developed; ensure that others can duplicate results.
Additional Responsibilities as needed:
Develop new ML algorithms.
Embed ML algorithms into the accelerator control software for standard user operation.
Embed ML algorithms into accelerator design codes/workflows (eg. MOGA).
What is Required:
Ph.D. in Physics, Computer Science, Mathematics, or a related field.
Interest in large-scale instrumentation such as particle accelerators and synchrotrons.
Interest in implementation of software routines to operating instrumentation.
Experience with Python, MATLAB, Octave, or similar.
Ability to collaborate with a variety of technical and scientific staff in a diverse multidisciplinary team environment with excellent interpersonal skills.
Strong written and verbal communication skills to present and disseminate scientific software developments at group meetings and conferences.
Additional Desired Qualifications:
Familiarity with any of the following:
ML, deep learning, neural networks, etc.
Feedback or feed-forward algorithms for control of instrumentation.
Implementation and/or application of high-level controls software for scientific instrumentation.
Scientific data acquisition and/or archival as well as post-processing and analysis of acquired data.
Low-level controls language skills (C++, C).
Software version control systems (git, github, bitbucket).
The posting shall remain open until the position is filled.
This is a full time, 2 year, postdoctoral appointment with the possibility of renewal based upon satisfactory job performance, continuing availability of funds and ongoing operational needs. Salary for Postdoctoral positions depends on years of experience post-degree.
Full-time, M-F, exempt (monthly paid) from overtime pay.
This position is represented by a union for collective bargaining purposes.
Salary will be predetermined based on postdoctoral step rates.
This position may be subject to a background check. Any convictions will be evaluated to determine if they directly relate to the responsibilities and requirements of the position. Having a conviction history will not automatically disqualify an applicant from being considered for employment.
Applicants should include a cover letter, a resume (CV) with a list of publications and presentations, as well as names of three references for future letters of recommendation with their application.
Potential applicants who wish to discuss the position in more detail may contact the Principal Investigator, Dr. Simon C. Leemann, at SCLeemann@lbl.gov.
Learn About Us:
Working at Berkeley Lab has many rewards including a competitive compensation program, excellent health and welfare programs, a retirement program that is second to none, and outstanding development opportunities. To view information about the many rewards that are offered at Berkeley Lab- Click Here.
Berkeley Lab(LBNL) addresses the world's most urgent scientific challenges by advancing sustainable energy, protecting human health, creating new materials, and revealing the origin and fate of the universe. Founded in 1931, Berkeley Lab's scientific expertise has been recognized with 13 Nobel prizes. The University of California manages Berkeley Lab for the U.S. Department of Energy's Office of Science.
Equal Employment Opportunity: Berkeley Lab is an Equal Opportunity/Affirmative Action Employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability, age, or protected veteran status. Berkeley Lab is in compliance with thePay Transparency Nondiscrimination Provisionunder 41 CFR 60-1.4. Clickhere to view the poster and supplement: "Equal Employment Opportunity is the Law."
Internal Number: 85949
About Lawrence Berkeley National Laboratory
In the world of science, Lawrence Berkeley National Laboratory (Berkeley Lab) is synonymous with excellence. Thirteen scientists associated with Berkeley Lab have won the Nobel Prize. Fifty-seven Lab scientists are members of the National Academy of Sciences (NAS), one of the highest honors for a scientist in the United States. Thirteen of our scientists have won the National Medal of Science, our nation's highest award for lifetime achievement in fields of scientific research. Eighteen of our engineers have been elected to the National Academy of Engineering, and three of our scientists have been elected into the Institute of Medicine. In addition, Berkeley Lab has trained thousands of university science and engineering students who are advancing technological innovations across the nation and around the world. Berkeley Lab is a member of the national laboratory system supported by the U.S. Department of Energy through its Office of Science. It is managed by the University of California (UC) and is charged with conducting unclassified research across a wide range of scientific disciplines. Located on a 200-acre site in the hills above the UC Berkeley campus that offers spectacular... views of the San Francisco Bay, Berkeley Lab employs approximately 4,200 scientists, engineers, support staff and students. Its budget for 2011 is $735 million, with an additional $101 million in funding from the American Recovery and Reinvestment Act, for a total of $836 million. A recent study estimates the Laboratory's overall economic impact through direct, indirect and induced spending on the nine counties that make up the San Francisco Bay Area to be nearly $700 million annually. The Lab was also responsible for creating 5,600 jobs locally and 12,000 nationally. The overall economic impact on the national economy is estimated at $1.6 billion a year. Technologies developed at Berkeley Lab have generated billions of dollars in revenues, and thousands of jobs. Savings as a result of Berkeley Lab developments in lighting and windows, and other energy-efficient technologies, have also been in the billions of dollars. Berkeley Lab was founded in 1931 by Ernest Orlando Lawrence, a UC Berkeley physicist who won the 1939 Nobel Prize in physics for his invention of the cyclotron, a circular particle accelerator that opened the door to high-energy physics. It was Lawrence's belief that scientific research is best done through teams of individuals with different fields of expertise, working together. His teamwork concept is a Berkeley Lab legacy that continues today.