Physics-Informed GNN for non-linear constrained optimization: PINCO a solver for the AC-optimal power flow
Fuente:
arXiv
Saved in:
| Main Authors: | Varbella, Anna, Briens, Damien, Gjorgiev, Blazhe, D'Inverno, Giuseppe Alessio, Sansavini, Giovanni |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
PowerGraph: A power grid benchmark dataset for graph neural networks
by: Varbella, Anna, et al.
Published: (2024)
by: Varbella, Anna, et al.
Published: (2024)
Multi-level informed optimization via decomposed Kriging for large design problems under uncertainty
by: Ampellio, Enrico, et al.
Published: (2025)
by: Ampellio, Enrico, et al.
Published: (2025)
Optimal Duration of Reserve Capacity Ancillary Services for Distributed Energy Resources
by: Zapparoli, Lorenzo, et al.
Published: (2025)
by: Zapparoli, Lorenzo, et al.
Published: (2025)
Power Reserve Capacity from Virtual Power Plants with Reliability and Cost Guarantees
by: Zapparoli, Lorenzo, et al.
Published: (2025)
by: Zapparoli, Lorenzo, et al.
Published: (2025)
Efficient Multi-Market Scheduling of Virtual Power Plants via Spectral Representation of Uncertainty
by: Zapparoli, Lorenzo, et al.
Published: (2026)
by: Zapparoli, Lorenzo, et al.
Published: (2026)
A day-ahead market model for power systems: benchmarking and security implications
by: Stankovski, Andrej, et al.
Published: (2026)
by: Stankovski, Andrej, et al.
Published: (2026)
Risk-Aware Multi-Market Scheduling of Virtual Power Plants with Dynamic Network Tariffs
by: Zapparoli, Lorenzo, et al.
Published: (2026)
by: Zapparoli, Lorenzo, et al.
Published: (2026)
Wasserstein-based Kernel Principal Component Analysis for Clustering Applications
by: Oneto, Alfredo, et al.
Published: (2025)
by: Oneto, Alfredo, et al.
Published: (2025)
An Improved Anomaly Detection Model for Automated Inspection of Power Line Insulators
by: Das, Laya, et al.
Published: (2023)
by: Das, Laya, et al.
Published: (2023)
Future Deployment and Flexibility of Distributed Energy Resources in the Distribution Grids of Switzerland
by: Zapparoli, Lorenzo, et al.
Published: (2025)
by: Zapparoli, Lorenzo, et al.
Published: (2025)
Comparison of Reservoir Computing topologies using the Recurrent Kernel approach
by: D'Inverno, Giuseppe Alessio, et al.
Published: (2024)
by: D'Inverno, Giuseppe Alessio, et al.
Published: (2024)
Reactive power flow optimization in AC drive systems
by: Chandrasekaran, Sanjay, et al.
Published: (2025)
by: Chandrasekaran, Sanjay, et al.
Published: (2025)
VC dimension of Graph Neural Networks with Pfaffian activation functions
by: D'Inverno, Giuseppe Alessio, et al.
Published: (2024)
by: D'Inverno, Giuseppe Alessio, et al.
Published: (2024)
Surrogate models for diffusion on graphs via sparse polynomials
by: D'Inverno, Giuseppe Alessio, et al.
Published: (2025)
by: D'Inverno, Giuseppe Alessio, et al.
Published: (2025)
Product of Tensors and Description of Networks
by: Chiantini, Luca, et al.
Published: (2024)
by: Chiantini, Luca, et al.
Published: (2024)
A multigrid solver for PDE-constrained optimization with uncertain inputs
by: Ciaramella, Gabriele, et al.
Published: (2023)
by: Ciaramella, Gabriele, et al.
Published: (2023)
An accelerated primal-dual flow for linearly constrained multiobjective optimization
by: Luo, Hao, et al.
Published: (2025)
by: Luo, Hao, et al.
Published: (2025)
Taylor polynomial-based constrained solver for fuel-optimal low-thrust trajectory optimisation
by: Caleb, Thomas, et al.
Published: (2025)
by: Caleb, Thomas, et al.
Published: (2025)
Chance constrained optimization of energy intensive production as beneficial power units
by: Nicklaus, Johannes, et al.
Published: (2025)
by: Nicklaus, Johannes, et al.
Published: (2025)
Feedback control of Lagrange multipliers for non-smooth constrained optimization
by: Cerone, V., et al.
Published: (2026)
by: Cerone, V., et al.
Published: (2026)
AC/DC optimal power flow and techno-economic assessment for hybrid microgrids: TIGON CEDER demonstrator
by: Martín-Crespo, Alejandro, et al.
Published: (2024)
by: Martín-Crespo, Alejandro, et al.
Published: (2024)
Implementing a unified solver for nonlinearly constrained optimization
by: Vanaret, Charlie, et al.
Published: (2024)
by: Vanaret, Charlie, et al.
Published: (2024)
Mesh-Informed Reduced Order Models for Aneurysm Rupture Risk Prediction
by: D'Inverno, Giuseppe Alessio, et al.
Published: (2024)
by: D'Inverno, Giuseppe Alessio, et al.
Published: (2024)
An open-source solver for finding global solutions to constrained derivative-free optimization problems
by: Chandramouli, Gannavarapu, et al.
Published: (2024)
by: Chandramouli, Gannavarapu, et al.
Published: (2024)
Sinkhorn algorithms and linear programming solvers for optimal partial transport problems
by: Bai, Yikun
Published: (2024)
by: Bai, Yikun
Published: (2024)
The inexact power augmented Lagrangian method for constrained nonconvex optimization
by: Bodard, Alexander, et al.
Published: (2024)
by: Bodard, Alexander, et al.
Published: (2024)
Online convex optimization for constrained control of linear systems using a reference governor
by: Nonhoff, Marko, et al.
Published: (2022)
by: Nonhoff, Marko, et al.
Published: (2022)
Approximate solution of stochastic infinite horizon optimal control problems for constrained linear uncertain systems
by: Joa, Eunhyek, et al.
Published: (2024)
by: Joa, Eunhyek, et al.
Published: (2024)
A polynomial-based QCQP solver for encrypted optimization
by: Schlor, Sebastian, et al.
Published: (2025)
by: Schlor, Sebastian, et al.
Published: (2025)
On the approximation capability of GNNs in node classification/regression tasks
by: D'Inverno, Giuseppe Alessio, et al.
Published: (2021)
by: D'Inverno, Giuseppe Alessio, et al.
Published: (2021)
Accurately modeling long-term storage with minimum representative hours in large-scale renewable energy systems
by: Mannhardt, Jacob, et al.
Published: (2025)
by: Mannhardt, Jacob, et al.
Published: (2025)
Accelerated DC loadflow solver for topology optimization
by: Westerbeck, Nico, et al.
Published: (2025)
by: Westerbeck, Nico, et al.
Published: (2025)
Automatic discovery of optimal meta-solvers via multi-objective optimization
by: Lee, Youngkyu, et al.
Published: (2024)
by: Lee, Youngkyu, et al.
Published: (2024)
A hybrid physics-informed neural network based multiscale solver as a partial differential equation constrained optimization problem
by: Hintermüller, Michael, et al.
Published: (2023)
by: Hintermüller, Michael, et al.
Published: (2023)
Funplex: A Modified Simplex Algorithm to Efficiently Explore Near-Optimal Spaces
by: Funke, Christoph S., et al.
Published: (2024)
by: Funke, Christoph S., et al.
Published: (2024)
A note on stationarity in constrained optimization
by: Pauwels, Edouard
Published: (2024)
by: Pauwels, Edouard
Published: (2024)
Algorithms for constrained optimal transport
by: Corless, Martin, et al.
Published: (2024)
by: Corless, Martin, et al.
Published: (2024)
Online convex optimization for constrained control of nonlinear systems
by: Nonhoff, Marko, et al.
Published: (2024)
by: Nonhoff, Marko, et al.
Published: (2024)
New second-order optimality conditions for directional optimality of a general set-constrained optimization problem
by: Ouyang, Wei, et al.
Published: (2024)
by: Ouyang, Wei, et al.
Published: (2024)
Existence of optimal pairs for optimal control problems with states constrained to Riemannian manifolds
by: Deng, Li, et al.
Published: (2024)
by: Deng, Li, et al.
Published: (2024)
Similar Items
-
PowerGraph: A power grid benchmark dataset for graph neural networks
by: Varbella, Anna, et al.
Published: (2024) -
Multi-level informed optimization via decomposed Kriging for large design problems under uncertainty
by: Ampellio, Enrico, et al.
Published: (2025) -
Optimal Duration of Reserve Capacity Ancillary Services for Distributed Energy Resources
by: Zapparoli, Lorenzo, et al.
Published: (2025) -
Power Reserve Capacity from Virtual Power Plants with Reliability and Cost Guarantees
by: Zapparoli, Lorenzo, et al.
Published: (2025) -
Efficient Multi-Market Scheduling of Virtual Power Plants via Spectral Representation of Uncertainty
by: Zapparoli, Lorenzo, et al.
Published: (2026)