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RAP opportunity at Naval Research Laboratory     NRL

Physics Informed Data Analytics and Modeling for Dynamical Systems

Location

Naval Research Laboratory, DC, Acoustics

opportunity location
64.15.04.C0464 Washington, DC 203755321

Advisers

name email phone
Saikat Dey saikat.dey@nrl.navy.mil 202.767.7321

Description

This research opportunity involves development of computational approaches to model the state and response of complex dynamical systems under uncertainty. 

Candidates should have a background in modeling and numerical solution of response of complex multi-physics systems represented by parameterized partial differential equations. Knowledge of mathematical approaches to address uncertainty in such systems is a key need. Experience with combining modern data analytics methods, such as machine learning and deep learning, with physics-based reduced order model, using principal component analysis or similar techniques, is desired. Ability to design, implement and verify and validate algorithms is expected.

key words
Parameterized partial differential equations; reduced order modeling; principal component analysis; proper orthogonal decomposition; uncertainty modeling and quantification; digital thread; digital twin; inverse problems; parameter estimation

Eligibility

Citizenship:  Open to U.S. citizens and permanent residents
Level:  Open to Postdoctoral applicants

Stipend

Base Stipend Travel Allotment Supplementation
$94,199.00 $3,000.00
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