4 papers
Robust Stochastic Shortest-Path Planning via Risk-Sensitive Incremental Sampling
Clinton Enwerem, Erfaun Noorani, John S. Baras +1
With the pervasiveness of Stochastic Shortest-Path (SSP) problems in high-risk industries, such as last-mile autonomous delivery and supply chain management, robust planning algori…
Delay-Induced Watermarking for Detection of Replay Attacks in Linear Systems
Christoforos Somarakis, Raman Goyal, Erfaun Noorani +1
A state-feedback watermarking signal design for the detection of replay attacks in linear systems is proposed. The control input is augmented with a random time-delayed term of the…
Time-Robust Path Planning with Piece-Wise Linear Trajectory for Signal Temporal Logic Specifications
Nhan-Khanh Le, Erfaun Noorani, Sandra Hirche +1
Real-world scenarios are characterized by timing uncertainties, e.g., delays, and disturbances. Algorithms with temporal robustness are crucial in guaranteeing the successful execu…
Risk-Sensitive Inhibitory Control for Safe Reinforcement Learning
Armin Lederer, Erfaun Noorani, John S. Baras +1
Humans have the ability to deviate from their natural behavior when necessary, which is a cognitive process called response inhibition. Similar approaches have independently receiv…