Search Results for author: John-Paul Clarke

Found 3 papers, 2 papers with code

Noise-Aware and Equitable Urban Air Traffic Management: An Optimization Approach

no code implementations1 Jan 2024 Zhenyu Gao, Yue Yu, Qinshuang Wei, Ufuk Topcu, John-Paul Clarke

Urban air mobility (UAM), a transformative concept for the transport of passengers and cargo, faces several integration challenges in complex urban environments.

Fairness Management

Risk-aware Urban Air Mobility Network Design with Overflow Redundancy

1 code implementation8 Jun 2023 Qinshuang Wei, Zhenyu Gao, John-Paul Clarke, Ufuk Topcu

In our methodology, we first model how disruptions to a given UAM network might impact on the nominal traffic flow and how this flow might be re-accommodated on an extended network with reserve capacity.

Management

Finite-Sample Analysis of Nonlinear Stochastic Approximation with Applications in Reinforcement Learning

1 code implementation27 May 2019 Zaiwei Chen, Sheng Zhang, Thinh T. Doan, John-Paul Clarke, Siva Theja Maguluri

To demonstrate the generality of our theoretical results on Markovian SA, we use it to derive the finite-sample bounds of the popular $Q$-learning with linear function approximation algorithm, under a condition on the behavior policy.

Q-Learning reinforcement-learning +1

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