DOE: $16M Funding Opportunity for Complex Systems Machine Learning – High-Performance Computing News Analysis

Jan. 24, 2023 — The Department of Energy’s Office of Science has introduced a $16 million funding alternative for scientific machine studying for advanced methods.
The deadline for pre functions (required) is Wednesday, March 1, 2023 at 5 p.m. ET; the deadline for functions is Wednesday, April 12, 2023 at 11:59 p.m. ET.
Here is extra data on DOE funding alternatives.
This is for funding for fundamental analysis to discover probably excessive-affect approaches within the growth and use of scientific machine studying and synthetic intelligence within the predictive modeling, simulation, and evaluation of advanced methods and processes.
The focus of this funding alternative announcement is on fundamental analysis and growth on the intersection of uncertainty quantification (UQ) and scientific machine studying (SciML) utilized to the modeling and simulation of advanced methods and processes.
Scientific computing inside the Department of Energy historically has been dominated by advanced, useful resource-intensive numerical simulations. However, the rise of knowledge-pushed SciML fashions and algorithms supplies new alternatives. Traditional scientific computing ahead simulations typically are known as “interior loop” modeling. The mixture of conventional scientific computing experience and machine studying-based mostly adaptivity and acceleration has the potential to extend the efficiency and throughput of interior-loop modeling. Such hybrid modeling and simulation approaches supply the chance, for instance, to mix the flexibility of neural networks for perform and operator approximations, the area-information and interpretability of differential equations and operators, and the robustness of excessive-efficiency scientific computing software program throughout these areas. Relevant domains of utility embody supplies, environmental, and life sciences; excessive-power, nuclear and plasma physics, and the DOE Energy Earthshots Initiative, for instance. While it’s anticipated that proposed initiatives will give attention to particular advanced methods, the utilized arithmetic analysis advances will need to have extra basic applicability.
Please see the funding alternative for company contacts and extra particulars, together with eligibility and utility data.

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