857 citations
- Center for Astrophysics Harvard & SmithsonianUS19 papers
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- Cerro Tololo Inter-American ObservatoryCL8 papers
- University of ToledoUS8 papers
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5 papers · 1 filter
A Policy Iteration Approach for Flock Motion Control
Shuzheng Qu, Mohammed Abouheaf, Wail Gueaieb +1
The flocking motion control is concerned with managing the possible conflicts between local and team objectives of multi-agent systems. The overall control process guides the agent…
A Data-Driven Model-Reference Adaptive Control Approach Based on Reinforcement Learning
Mohammed Abouheaf, Wail Gueaieb, Davide Spinello +1
Model-reference adaptive systems refer to a consortium of techniques that guide plants to track desired reference trajectories. Approaches based on theories like Lyapunov, sliding…
Real-Time Measurement-Driven Reinforcement Learning Control Approach for Uncertain Nonlinear Systems
Mohammed Abouheaf, Derek Boase, Wail Gueaieb +2
The paper introduces an interactive machine learning mechanism to process the measurements of an uncertain, nonlinear dynamic process and hence advise an actuation strategy in real…
An Online Model-Following Projection Mechanism Using Reinforcement Learning
Mohammed I. Abouheaf, Hashim A. Hashim, Mohammad A. Mayyas +1
In this paper, we propose a model-free adaptive learning solution for a model-following control problem. This approach employs policy iteration, to find an optimal adaptive control…
Geometric Stochastic Filter with Guaranteed Performance for Autonomous Navigation based on IMU and Feature Sensor Fusion
Hashim A. Hashim, Mohammed Abouheaf, Mohammad A. Abido
This paper concerns the estimation problem of attitude, position, and linear velocity of a rigid-body autonomously navigating with six degrees of freedom (6 DoF). The navigation dy…