no code implementations • 7 Nov 2023 • M. Umar B. Niazi, Jung-Hoon Cho, Munther A. Dahleh, Roy Dong, Cathy Wu
Eco-driving emerges as a cost-effective and efficient strategy to mitigate greenhouse gas emissions in urban transportation networks.
no code implementations • 27 Dec 2022 • Ashkan Haji Hosseinloo, Saleh Nabi, Anette Hosoi, Munther A. Dahleh
A general control framework is put forward for designing an optimal velocity field and proximal policy optimization, a reinforcement learning algorithm is employed to solve the control problem in a data-driven fashion.
no code implementations • 24 May 2022 • Bharadwaj Satchidanandan, Mardavij Roozbehani, Munther A. Dahleh
Moreover, optimal power consumption reductions of the customers depend on the costs that they incur for curtailing consumption, which in general are private knowledge of the customers, and which they could strategically misreport in an effort to improve their own utilities even if it deteriorates the overall system cost.
no code implementations • 19 Mar 2022 • Bharadwaj Satchidanandan, Munther A. Dahleh
In other settings such as iterative auctions or dynamic games where a large strategy space of this sort manifests, it typically has an important implication for mechanism design: It may be impossible to obtain truth-telling as a dominant strategy equilibrium.
no code implementations • 9 Feb 2021 • X. Flora Meng, Tuhin Sarkar, Munther A. Dahleh
We prove a high-probability upper bound of $\tilde{\mathcal{O}} \big( i^*K + \sqrt{KT} \big)$ on the regret, up to polylog factors, where $i^*$ is the unknown position of the best expert, $K$ is the number of actions, and $T$ is the time horizon.
no code implementations • 21 Dec 2020 • Bharadwaj Satchidanandan, Munther A. Dahleh
A key obstacle to increasing renewable energy penetration in the power grid is the lack of utility-scale storage capacity.
no code implementations • 16 Dec 2020 • Sarah C. Fay, Dalton J. Jones, Munther A. Dahleh, A. E. Hosoi
The COVID-19 pandemic began over two years ago, yet schools, businesses, and other organizations are still struggling to keep the risk of disease outbreak low while returning to (near) normal functionality.
no code implementations • 28 Jan 2020 • Ashkan Haji Hosseinloo, Alexander Ryzhov, Aldo Bischi, Henni Ouerdane, Konstantin Turitsyn, Munther A. Dahleh
Future of the smart buildings lies in using sensory data for adaptive decision making and control that is currently gloomed by the key challenge of learning a good control policy in a short period of time in an online and continuing fashion.