Machine Learning Modeling and Simulation Engineer

5 hours ago

Chantilly, Virginia, United States SAIC Full time

SAIC is seeking a Machine Learning Modeling and Simulation Engineer in Chantilly, VA.   The successful candidate will: 

·       Develop and maintain physics-based simulation models of spacecraft systems, including structures, sensors, and mission environments.

·       Perform end-to-end performance modeling for satellite missions, integrating sensor, orbital, and environmental models.

·       Conduct sensor phenomenology studies, including optical, infrared, or radar modeling for detection, tracking, and signature analysis.

·       Perform orbital mechanics modeling including orbit determination, orbital maneuvering, and spacecraft flight dynamics.

·       Use scripting languages (Python, MATLAB, or similar) to automate workflows, perform data analysis, and interface between simulation tools.

·       Apply Artificial Intelligence/Machine Learning (AI/ML) techniques (e.g., supervised/unsupervised learning, reinforcement learning, predictive modeling) to enhance simulation fidelity and performance.

·       Develop AI/ML models to analyze and predict satellite system behaviors, performance metrics, and mission outcomes based on simulation data.

·       Design and implement algorithms for anomaly detection, predictive maintenance, and optimization of satellite operations.

·       Use statistical and machine learning techniques to analyze data, identify patterns, and uncover insights relevant to satellite systems.

·       Integrate AI/ML models into existing simulation frameworks and tools to enhance their capabilities.

·       Bachelor's or Master's degree in Aerospace Engineering, Mechanical Engineering, Physics, or a related field with 5+ years of professional technical experience

· years of experience in modeling and simulation for aerospace or space systems.

·       Active Top Secret/SCI w/Poly Clearance

·       Strong understanding of sensor phenomenology --such as optical, infrared, or radar systems --and associated modeling methods.

·       Intermediate Python programming experience, demonstrated through hands-on experience with tasks such as data manipulation, automation, and development of Python-based solutions. Experience with libraries such as NumPy, SciPy, pandas, and matplotlib is beneficial.

·       Ability to communicate technical results clearly in written and verbal formats.

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