N

National Laboratory of the Rockies

Renewable energy research and data services

Postdoctoral Researcher in Scientific Machine Learning and Cross-scale Predictive Modeling

AI ResearchPosted on Nov 9
Full-timeGolden, CO, USA$76.6k - $126.4k /yrIn-person

About the Job

Requirements

  • Must be a recent PhD graduate within the last three years and meet the educational requirements before the employment start date.
  • Demonstrated experience developing machine learning models for scientific or engineering systems.
  • Demonstrated experience learning from one set of conditions or domains and predicting in another, including when source and target distributions differ.
  • Demonstrated experience combining data with different modalities, sampling rates, resolutions, fidelities, measurement characteristics, costs, accuracies, or experimental conditions.
  • Demonstrated experience in physics-informed and hybrid modeling, including incorporating mechanistic models, physical constraints, or known relationships when useful without assuming complete physics models are available.
  • Demonstrated experience representing and adapting to changes in system context, operating conditions, geometry, or scale so the model can distinguish transferable from non-transferable information.
  • Demonstrated experience working in multidisciplinary teams and collaborative software development.
  • Demonstrated experience with Python and version control.

Responsibilities

  • Develop methods that combine evidence across different experimental scales and conditions, from lab-scale to pilot-scale, to make predictions at unseen physical or operational scales where data may be sparse or unavailable.
  • Pursue a cross-disciplinary research project in cross-scale learning from heterogeneous evidence relevant to the Department of Energy Office of Critical Minerals and Energy Innovation.

About the Company

National Laboratory of the Rockies

Renewable energy research and data services

NREL analyzes and develops renewable energy and energy efficiency technologies and provides energy data and research services to government agencies, private companies, and universities. Its offerings include research outputs, data products, and Web services through a developer network that gives clients access to renewable-energy data and information on alternative fuels. The work is funded mainly by government grants and partnerships, and NREL uses its findings to help clients create sustainable energy solutions and policy guidance. The organization differs from many peers by being a government-supported national lab with large, open data resources and a focus on practical deployment, standards, and collaboration across public and private sectors. Its goals include accelerating the adoption of clean energy, advancing energy efficiency, reducing carbon emissions, promoting circular economy practices and decarbonizing its own operations to reach net-zero emissions by 2050.

Company size
1,001-5,000
Company stage
Grant
Total funding
$14.6M
Headquarters
Golden, CO
Founded
1977

Recently Posted Jobs

Explore more opportunities at National Laboratory of the Rockies

See more jobs