82 citations · 486 across the 90 of their papers we have counts for
9 papers · 1 filter
Minimum-Time Trajectory Optimization With Data-Based Models: A Linear Programming Approach
Nan Li, Ehsan Taheri, Ilya Kolmanovsky +1
In this paper, we develop a computationally-efficient approach to minimum-time trajectory optimization using input-output data-based models, to produce an end-to-end data-to-contro…
System-level Safety Guard: Safe Tracking Control through Uncertain Neural Network Dynamics Models
Xiao Li, Yutong Li, Anouck Girard +1
The Neural Network (NN), as a black-box function approximator, has been considered in many control and robotics applications. However, difficulties in verifying the overall system…
Decision-Making for Autonomous Vehicles with Interaction-Aware Behavioral Prediction and Social-Attention Neural Network
Xiao Li, Kaiwen Liu, H. Eric Tseng +2
Autonomous vehicles need to accomplish their tasks while interacting with human drivers in traffic. It is thus crucial to equip autonomous vehicles with artificial reasoning to bet…
A Comparison between Markov Chain and Koopman Operator Based Data-Driven Modeling of Dynamical Systems
Saeid Tafazzol, Nan Li, Ilya Kolmanovsky +1
Markov chain-based modeling and Koopman operator-based modeling are two popular frameworks for data-driven modeling of dynamical systems. They share notable similarities from a com…
Interaction-Aware Decision-Making for Autonomous Vehicles in Forced Merging Scenario Leveraging Social Psychology Factors
Xiao Li, Kaiwen Liu, H. Eric Tseng +2
Understanding the intention of vehicles in the surrounding traffic is crucial for an autonomous vehicle to successfully accomplish its driving tasks in complex traffic scenarios su…
Constrained reaction wheel desaturation and attitude control of spacecraft with four reaction wheels
Miguel Castroviejo-Fernandez, Ilya Kolmanovsky
The paper addresses a problem of constrained spacecraft attitude stabilization with simultaneous reaction wheel (RW) desaturation. The spacecraft has a reaction wheel array (RWA) c…
A Unified Safety Protection and Extension Governor
Nan Li, Yutong Li, Ilya Kolmanovsky
In this paper, we propose a supervisory control scheme that unifies the abilities of safety protection and safety extension. It produces a control that is able to keep the system s…
Scheduling Dosage of Proton Pump Inhibitors Using Constrained Optimization With Gastric Acid Secretion Model
Yutong Li, Nan Li, Anouck Girard +1
Dosage schedule of the Proton Pump Inhibitors (PPIs) is critical for gastric acid disorder treatment. In this paper, we develop a constrained optimization based approach for schedu…
On Complexity Bounds for the Maximal Admissible Set of Linear Time-Invariant Systems
Hamid R. Ossareh, Ilya Kolmanovsky
Given a dynamical system with constrained outputs, the maximal admissible set (MAS) is defined as the set of all initial conditions such that the output constraints are satisfied f…