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.civ@us.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 |
|
$99,200.00 |
$3,000.00 |
|
|
Additional Benefits
Relocation
Awardees who reside more than 50 miles from their host laboratory and remain on tenure for at least six months are eligible for paid relocation to within the vicinity of their host laboratory.
Health insurance
A group health insurance program is available to awardees and their qualifying dependents in the United States.