Peraton is seeking a Ocean Model Data Assimilation AI/ML Researcher at Stennis Space Center in MS. The geographic scope of the battlespace environment is expanding, placing new demands on existing modeling efforts in dynamic regions of the global ocean and near the seafloor. To meet operational modeling needs in these regions, the Navy Research Laboratory (NRL) is developing methods to refine the model grid for HYCOM, NCOM, Wavewatch III and other models using cutting-edge artificial intelligence and machine learning (AIML). Methods for automatically identifying regions with oceanographic features of interest such as fronts, Langmuir cells, eddies, convection, stratification, etc. in model output must be developed and successful grid refinement anticipated to improve resolution of tactically relevant features that would otherwise be overlooked.
Since AIML techniques can be computationally expensive but cannot serve as a replacement for numerical modeling and the numerical models perform well for most locations in time and space, this project will use a separate model trained on historical model output to detect regions of interest. Once trained, calling the model to identify regions of interest will be relatively inexpensive. Within these regions, the grid will be refined to improve resolution of local dynamical features. Since training AIML models can require substantial amounts of data, and observations in the ocean are typically sparse, historical model data will be used to inform the optimal grid adjustments.
Responsibilities will include:
PhD in Mathematics or an Applied Science Field
Target Salary Range: $66,000 - $106,000. This represents the typical salary range for this position based on experience and other factors.
EEO: Equal opportunity employer, including disability and protected veterans, or other characteristics protected by law.
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