3 citations · 4 across the 5 of their papers we have counts for
6 papers
Congestion Reduction in EV Charger Placement Using Traffic Equilibrium Models
Semih Kara, Yasin Sonmez, Can Kizilkale +3
Growing EV adoption can worsen traffic conditions if chargers are sited without regard to their impact on congestion. We study how to strategically place EV chargers to reduce cong…
Solving Monotone Variational Inequalities with Best Response Dynamics
Yu-Wen Chen, Can Kizilkale, Murat Arcak
We leverage best response dynamics to solve monotone variational inequalities on compact and convex sets. Specialization of the method to variational inequalities in game theory re…
Stability Margins of Neural Network Controllers
Neelay Junnarkar, Murat Arcak, Peter Seiler
We present a method to train neural network controllers with guaranteed stability margins. The method is applicable to linear time-invariant plants interconnected with uncertaintie…
Grouping of Contingencies for Controller Synthesis: A Study for Power Line Failures
Neelay Junnarkar, Emily Jensen, Xiaofan Wu +2
The problem of maintaining power system stability and performance after the failure of any single line in a power system (an "N-1 contingency") is investigated. Due to the large nu…
Synthesizing Neural Network Controllers with Closed-Loop Dissipativity Guarantees
Neelay Junnarkar, Murat Arcak, Peter Seiler
This paper presents a method to synthesize neural network controllers to maximize reward subject to the hard constraint that the feedback system of plant and controller be dissipat…
Exploiting Symmetry in Dynamics for Model-Based Reinforcement Learning with Asymmetric Rewards
Yasin Sonmez, Neelay Junnarkar, Murat Arcak
Recent work in reinforcement learning has leveraged symmetries in the model to improve sample efficiency in training a policy. A commonly used simplifying assumption is that the dy…