Learning to accelerate globally optimal solutions to the AC Optimal Power Flow problem

F Cengil, H Nagarajan, R Bent, S Eksioglu… - Electric Power Systems …, 2022 - Elsevier
We propose machine learning-based (ML) methods to accelerate convergence to global
solutions for the AC Optimal Power Flow (AC-OPF) problem. In particular, for the non-convex …

Fast SDP relaxation of the optimal power flow using the line-wise model for representing meshed transmission networks

AR Aldik, B Venkatesh - IEEE Transactions on Power Systems, 2022 - ieeexplore.ieee.org
In this paper, we propose a novel Semidefinite Programming (SDP) relaxation of the Optimal
Power Flow (OPF) problem. The proposed formulation utilizes the Line-Wise Model (LWM) …

Mathematical programming formulations for the alternating current optimal power flow problem

D Bienstock, M Escobar, C Gentile, L Liberti - 4OR, 2020 - Springer
Power flow refers to the injection of power on the lines of an electrical grid, so that all the
injections at the nodes form a consistent flow within the network. Optimality, in this setting, is …

Dual conic proxies for AC optimal power flow

G Qiu, M Tanneau, P Van Hentenryck - Electric Power Systems Research, 2024 - Elsevier
In recent years, there has been significant interest in the development of machine learning-
based optimization proxies for AC Optimal Power Flow (AC-OPF). Although significant …

Optimal robust network design: Formulations and algorithms for maximizing algebraic connectivity

N Somisetty, H Nagarajan… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
This paper focuses on designing edge-weighted networks, whose robustness is
characterized by maximizing Algebraic connectivity, or the second smallest eigenvalue of …

Benchmarking large-scale ACOPF solutions and optimality bounds

S Gopinath, HL Hijazi - 2022 IEEE Power & Energy Society …, 2022 - ieeexplore.ieee.org
We present the results of a comprehensive bench-marking effort aimed at evaluating and
comparing state-of-the-art open-source tools for solving the Alternating-Current Optimal …

Considerations and design goals for unbalanced optimal power flow benchmarks

F Geth, AC Chapman, R Heidari, J Clark - Electric Power Systems …, 2024 - Elsevier
Distribution network constrained mathematical optimization is key technology to enable
advanced distribution network management. In recent years, a growing amount of articles on …

Certifying global optimality of AC-OPF solutions via sparse polynomial optimization

J Wang, V Magron, JB Lasserre - Electric Power Systems Research, 2022 - Elsevier
We report the experimental results on certifying 1% global optimality of solutions of AC-OPF
instances from PGLiB via the CS-TSSOS hierarchy—a moment-SOS based hierarchy that …

Voltage-dependent load models in unbalanced optimal power flow using power cones

S Claeys, G Deconinck, F Geth - IEEE Transactions on Smart …, 2021 - ieeexplore.ieee.org
Mathematical models representing the behavior of electrical loads are an important part of
any optimal power flow problem. The current state-of-the-art in unbalanced optimal power …

Moment-SOS hierarchy for large scale set approximation. Application to power systems transient stability analysis

M Tacchi - 2021 - laas.hal.science
This thesis deals with approximating sets using Lasserre's moment-SOS hierarchy. The
motivation is the increasing need for efficient methods to approximate sets of secure …