Development of AI Surrogate Model of FRC Stability Summer Internship at Princeton Plasma Physics Laboratory

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Princeton Plasma Physics Laboratory

Development of AI Surrogate Model of FRC Stability Summer Internship

23h ago
Location
Princeton, New Jersey, US
Type
On-site · Full-time
Compensation
$34k – 34k/hr
Skills
Ai Surrogate ModelingMachine LearningSurrogate ModelsParameter Sweep/parameter ScanSimulation Data AnalysisLinear Stability AnalysisNonlinear SimulationsHym Code+5
Overview Develop a fast AI model for FRC stability in respect to n=1 tilt mode, which can be used to guide large scale nonlinear simulations. Use the HYM code at NERSC to perform a parameter scan and calculate growth rates of the tilt instability in field-reversed configurations (FRCs). Use the generated dataset to develop a machine-learning–based surrogate model for predicting the linear stability of FRC equilibria. A U.S. Department of Energy National Laboratory managed by Princeton University, the Princeton Plasma Physics Laboratory (PPPL) is tackling the world’s toughest science and technology challenges using plasma, the fourth state of matter. With more than 70 years of history, PPPL is a leader in the science and engineering behind the development of fusion energy, a potentially limitless energy source. PPPL is also using its expertise to advance research in the areas of microelectronics, quantum sensors and devices, and sustainability sciences. Whether it be through science, engineering, technology or professional services, every team member has an opportunity to contribute to our mission and vision. Come join us! Responsibilities Core Duties: • Organize data from simulations, develop a simple surrogate model using several equilibrium parameters as input, and growth rates calculated in linear simulations for AI model training. Qualifications Education and Experience: • Undergraduate student. Princeton University is an Equal Opportunity Employer and all qualified applicants will receive consideration for employment without regard to age, race, color, religion, sex, sexual orientation, gender identity or expression, national origin, disability status, protected veteran status, or any other characteristic protected by law. The University considers factors such as (but not limited to) scope and responsibilities of the position, candidate's qualifications, work experience, education/training, key skills, market, collective bargaining agreements as applicable, and organizational considerations when extending an offer. The posted salary range represents the University's good faith and reasonable estimate for a full-time position; salaries for part-time positions are pro-rated accordingly. If the salary range on the posted position shows an hourly rate, this is the baseline; the actual hourly rate may be higher, depending on the position and factors listed above. The University also offers a comprehensive benefit program to eligible employees. Please see this link for more information. Please be aware that the Department of Energy (DOE) prohibits DOE employees and contractors from participation in certain foreign government talent recruitment programs. All PPPL employees are required to disclose any participation in a foreign government talent recruitment program and may be required to withdraw from such programs to remain employed under the DOE Contract. Standard Weekly Hours 40.00 Eligible for Overtime Yes Benefits Eligible No Probationary Period N/A Essential Services Personnel (see policy for detail) No Physical Capacity Exam Required No Valid Driver's License Required No #LI-BV1 Salary Range $16.25 Minimum Hourly Rate