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math.DS2021★ 1 cited
Lorenz System State Stability Identification using Neural Networks
Megha Subramanian, Ramakrishna Tipireddy, Samrat Chatterjee
Nonlinear dynamical systems such as Lorenz63 equations are known to be chaotic in nature and sensitive to initial conditions. As a result, a small perturbation in the initial condi…
cs.CR2021★ 4 cited
Constraints Satisfiability Driven Reinforcement Learning for Autonomous Cyber Defense
Ashutosh Dutta, Ehab Al-Shaer, Samrat Chatterjee
With the increasing system complexity and attack sophistication, the necessity of autonomous cyber defense becomes vivid for cyber and cyber-physical systems (CPSs). Many existing…