Conference paper
Entropy-penalized semidefinite programming
Mikhail Krechetov, Jakub Marecek, et al.
IJCAI 2019
Many steady-state problems in power systems, including rectangular power-voltage formulations of optimal power flows in the alternating-current model, can be cast as polynomial optimization problems (POP). For a POP, one can derive strong convex relaxations, or rather hierarchies of increasingly strong, but increasingly computationally challenging convex relaxations. We study means of switching from solving a convex relaxation to Newton's method working on a non-convex (augmented) Lagrangian of the POP.
Mikhail Krechetov, Jakub Marecek, et al.
IJCAI 2019
Tianran Chen, Jakub Marecek, et al.
Allerton 2019
Bissan Ghaddar, Jakub Marecek, et al.
IEEE Transactions on Power Systems
Jakub Marecek, Peter Richtárik, et al.
EJOR