13 papers
Benchmarking Sequential Feedback Optimization for Wind Farm Power Maximization
Shijie Huang, Sergio Grammatico
This paper benchmarks sequential feedback optimization (SFO) for wind farm power maximization using a medium-fidelity dynamic flow model. We compare SFO with two well-established a…
Fast Newton methods for linear-quadratic dynamic games with application to autonomous vehicle platooning and intersection crossing
Reza Rahimi Baghbadorani, Sergio Grammatico
We consider constrained linear-quadratic dynamic games arising in autonomous vehicle platooning, intersection crossing and other cooperative driving scenarios. Infinite-horizon Nas…
Learning-Based Stackelberg Equilibrium Seeking with Application to Demand-Side Energy Management
Silvia Cianchi, Reza Rahimi Baghbadorani, Anibal Sanjab +1
Demand-side management (DSM) enables distribution system operators (DSOs) to steer electricity consumption through dynamic price signals or incentive mechanisms, thereby leveraging…
Induced Stackelberg Equilibrium Seeking via Iterative Tikhonov Regularization
Silvia Cianchi, Anibal Sanjab, Sergio Grammatico
Existing methods for learning Stackelberg equilibria typically assume that the followers' (variational, generalized) Nash equilibrium is unique. However, in the presence of multipl…
A Douglas-Rachford Splitting Method for Solving Monotone Variational Inequalities in Linear-quadratic Dynamic Games
Reza Rahimi Baghbadorani, Emilio Benenati, Sergio Grammatico
This paper considers constrained linear dynamic games with quadratic objective functions, which can be cast as affine variational inequalities. By leveraging the problem structure,…
Locally Linear Convergence for Nonsmooth Convex Optimization via Coupled Smoothing and Momentum
Reza Rahimi Baghbadorani, Sergio Grammatico, Peyman Mohajerin Esfahani
We propose an adaptive accelerated smoothing technique for a nonsmooth convex optimization problem where the smoothing update rule is coupled with the momentum parameter. We also e…