Cover Image

A hard-constrained NN learning framework for rapidly restoring AC-OPF from DC-OPF

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chen, Kejun, Knueven, Bernard, Jones, Wesley
Format:	Preprint
Published:	2026
Subjects:	Systems and Control
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Physics-Informed Gradient Estimation for Accelerating Deep Learning based AC-OPF
by: Chen, Kejun, et al.
Published: (2025)

Revisiting Deep AC-OPF
by: Dada, Oluwatomisin I., et al.
Published: (2025)

All-Pass Fractional OPF: A Solver-Friendly, Physics-Preserving Approximation of AC OPF
by: Hasanzadeh, Milad, et al.
Published: (2026)

Sorta Solving the OPF by Not Solving the OPF: DAE Control Theory and the Price of Realtime Regulation
by: Nadeem, Muhammad, et al.
Published: (2023)

AC-OPF Feasibility Analysis and Sensitivity-Guided Capacitor Placement in a High-PV Islanded Microgrid
by: Jones, Aaron, et al.
Published: (2026)

Identifying the Smallest Adversarial Load Perturbation that Renders DC-OPF Infeasible
by: Chevalier, Samuel, et al.
Published: (2025)

A Hybrid Sequential Convex Programming Framework for Unbalanced Three-Phase AC OPF
by: Yehia, Sary, et al.
Published: (2025)

MPA-DNN: Projection-Aware Unsupervised Learning for Multi-period DC-OPF
by: Kim, Yeomoon, et al.
Published: (2025)

An OPF-based Control Framework for Hybrid AC-MTDC Power Systems under Uncertainty
by: Du, Hongjin, et al.
Published: (2025)

Learning to Optimize meets Neural-ODE: Real-Time, Stability-Constrained AC OPF
by: Di Vito, Vincenzo, et al.
Published: (2024)

Towards Data-Driven Multi-Stage OPF
by: Molodchyk, Oleksii, et al.
Published: (2025)

Estimating Risk-Aware Flexibility Areas for EV Charging Pools via Stochastic AC-OPF
by: Giraldo, Juan S., et al.
Published: (2023)

Scalable Bilevel Optimization for Generating Maximally Representative OPF Datasets
by: Nadal, Ignasi Ventura, et al.
Published: (2023)

Operational risk quantification of power grids using graph neural network surrogates of the DC OPF
by: Zhang, Yadong, et al.
Published: (2023)

A Principled Framework to Evaluate Quality of AC-OPF Datasets for Machine Learning: Benchmarking a Novel, Scalable Generation Method
by: Baù, Matteo, et al.
Published: (2025)

Computationally Enhanced Approach for Chance-Constrained OPF Considering Voltage Stability
by: Wu, Yuanxi, et al.
Published: (2023)

Unbalanced OPF Modelling for Mixed Monopolar and Bipolar HVDC Grid Configurations
by: Jat, Chandra Kant, et al.
Published: (2022)

Optimizing Offshore Wind Integration through Multi-Terminal DC Grids: A Market-Based OPF Framework for the North Sea Interconnectors
by: Valerio, Bernardo Castro, et al.
Published: (2025)

DiffOPF: Diffusion Solver for Optimal Power Flow
by: Hoseinpour, Milad, et al.
Published: (2025)

Data-Driven Stochastic AC-OPF using Gaussian Processes
by: Mitrovic, Mile
Published: (2024)

Curriculum-based Reinforcement Learning for Distribution System Critical Load Restoration
by: Zhang, Xiangyu, et al.
Published: (2022)

ProOPF: Benchmarking and Improving LLMs for Professional-Grade Power Systems Optimization Modeling
by: Shen, Chao, et al.
Published: (2026)

Research on OPF control of three-phase four-wire low-voltage distribution network considering uncertainty
by: Wang, Rui, et al.
Published: (2024)

Self-Supervised Learning of Parametric Approximation for Security-Constrained DC-OPF
by: Anrrango, Anderson, et al.
Published: (2026)

From Zonal to Nodal Capacity Expansion Planning: Spatial Aggregation Impacts on a Realistic Test-Case
by: Glista, Elizabeth, et al.
Published: (2025)

Scalable Global Optimization for AC-OPF via Quadratic Convex Relaxation and Branch-and-Bound
by: Iranpour, Mohammadreza, et al.
Published: (2025)

Transient Stability-Constrained OPF: Neural Network Surrogate Models and Pricing Stability
by: Garcia, Manuel, et al.
Published: (2025)

Data-driven Coordinated AC/DC Control Strategy for Frequency Safety
by: Cao, Qianni, et al.
Published: (2024)

Numerical estimation of the lock-in domain of a DC/AC inverter
by: Ponomarev, Anton, et al.
Published: (2025)

Grid-Aware Islanding and Resynchronisation of AC/DC Microgrids
by: Lambrichts, Willem, et al.
Published: (2025)

Harmonic control of three-phase AC/DC converter
by: Grosso, Maxime, et al.
Published: (2023)

Computation of Robust Dynamic Operating Envelopes Based on Non-convex OPF for Unbalanced Distribution Networks
by: Liu, Bin, et al.
Published: (2024)

AC-Network-Informed DC Optimal Power Flow for Electricity Markets
by: Constante-Flores, Gonzalo E., et al.
Published: (2024)

Frequency Domain Stability Conditions for Hybrid AC/DC Systems
by: Saba, Dahlia, et al.
Published: (2025)

Experimental Realization of Koopman-Model Predictive Control for an AC-DC Converter
by: Hirose, Shun, et al.
Published: (2026)

Optimal Transmission Switching and Busbar Splitting in Hybrid AC/DC Grids
by: Bastianel, Giacomo, et al.
Published: (2024)

AC-Informed DC Optimal Transmission Switching Problems via Parameter Optimization
by: Taheri, Babak, et al.
Published: (2024)

A new framework for constrained optimization via feedback control of Lagrange multipliers
by: Cerone, V., et al.
Published: (2024)

Distributed Robust Optimization Method for AC/MTDC Hybrid Power Systems with DC Network Cognizance
by: Li, Haixiao, et al.
Published: (2024)

Predicting DC-Link Capacitor Current Ripple in AC-DC Rectifier Circuits Using Fine-Tuned Large Language Models
by: Zeid, Mohamed, et al.
Published: (2024)