Research Output per Year
Research Output per Year
Research Activity per Year
Juliane “Juli” Mueller is the manager of the Artificial Intelligence, Learning, and Intelligent Systems (ALIS) group within the Computational Science Center at NREL. Juli’s background is in the development of numerical optimization algorithms for black-box and compute-intensive problems where analytic descriptions of objective and constraint functions are not available. Her algorithm developments include surrogate modeling and active learning. In the past, she has applied these optimization algorithms to a variety of U.S. Department of Energy -relevant problems, including environmental applications, fuel search, quantum computing, and high-energy physics. Most recently, Juli’s work as focused on tuning deep learning model architectures with the goal to find models that make robust and reliable predictions. As group leader of ALIS, it is her goal to develop optimization and machine learning capabilities that enable researchers across all NREL applications to accelerate their science.
Derivative-free optimization algorithm development
Surrogate modeling (including Gaussian process models, radial basis functions, machine learning models)
Active learning and sampling methods
Machine learning
ALIS Group Manager, NREL (2022–present)
Staff Scientist, Lawrence Berkeley National Laboratory (2021–2022)
Research Scientist, Lawrence Berkeley National Laboratory (2017–2021)
Luis W. Alvarez Postdoctoral Fellow in Computing Sciences, Lawrence Berkeley National Laboratory (2014–2017)
Postdoctoral Researcher, Cornell University (2013–2014)
Master, Applied Mathematics, Freiberg University of Mining and Technology
PhD, Applied Mathematics, Tampere University of Technology
Research output: Contribution to journal › Article › peer-review
Research output: Contribution to journal › Article › peer-review
Research output: NREL › Presentation
Research output: Contribution to journal › Article › peer-review
Research output: Chapter in Book/Report/Conference proceeding › Chapter
Bernstein, A. (Member), Zhang, J. (Member), Comden, J. (Member), Mueller, J. (Member), Cohen, S. (Member) & De Silva M, T. (Member)
Activity: Membership › Membership of network
Mueller, J. (Chair)
Activity: Membership › Membership of network
Mueller, J. (Member)
Activity: Membership › Membership of network
Mueller, J. (Member)
Activity: Membership › Membership of committee
Johnson, G. (Member), Mueller, J. (Member), Panda, K. (Member), Hassanaly, M. (Member), Day, M. (Member), Arsalane, W. (Member), Yoo, E. (Member) & da Silva Pereira, W. (Member)
Activity: Membership › Membership of network