Potomac Research LLC

Potomac Research LLC is an Alexandria, Virginia-based research and development firm specializing in advanced machine learning and nonlinear dynamics for defense applications. The company focuses on reservoir computing, recurrent neural network architectures, and meta-learning techniques for time-series forecasting, chaos prediction, and signal processing. Potomac Research's scientists publish in peer-reviewed journals and collaborate with academic institutions such as the University of Maryland's Institute for Research in Electronics and Applied Physics (IREAP). The firm holds multiple SBIR awards from the Department of Defense and applies its research to national security problems requiring adaptive, data-driven forecasting models. With a small team of PhD-level researchers, Potomac Research operates at the intersection of applied mathematics, computational neuroscience, and defense intelligence.